2019 IEEE Congress on Evolutionary Computation (CEC 2019)

Wellington, New Zealand

10 – 13 June 2019

Pages 1-849

IEEE Catalog Number: CFP19ICE-POD ISBN: 978-1-7281-2154-3

1/4

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IEEE Catalog Number: CFP19ICE-POD ISBN (Print-On-Demand): 978-1-7281-2154-3 ISBN (Online): 978-1-7281-2153-6

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TABLE OF CONTENTS

DISH ALGORITHM SOLVING THE CEC 2019 100-DIGIT CHALLENGE...... 1 Adam Viktorin ; Roman Senkerik ; Michal Pluhacek ; Tomas Kadavy ; Aleš Zamuda

APPLYING MEMETIC ALGORITHM WITH IMPROVED L-SHADE AND LOCAL SEARCH POOL FOR THE 100-DIGIT CHALLENGE ON SINGLE OBJECTIVE NUMERICAL OPTIMIZATION ...... 7 Daniel Molina ; Francisco Herrera

RESTART BASED COLLECTIVE INFORMATION POWERED DIFFERENTIAL EVOLUTION FOR SOLVING THE 100-DIGIT CHALLENGE ON SINGLE OBJECTIVE NUMERICAL OPTIMIZATION ...... 14 Sheng Xin Zhang ; Wing Shing Chan ; Kit Sang Tang ; Shao Yong Zheng

THE 100-DIGIT CHALLENGE: ALGORITHM JDE100 ...... 19 Janez Brest ; Mirjam Sepesy Maucec ; Borko Boškovic

HYBRID OF PSO AND CMA-ES FOR GLOBAL OPTIMIZATION ...... 27 Peilan Xu ; Wenjian Luo ; Xin Lin ; Yingying Qiao ; Tao Zhu

TESTING A MULTI-OPERATOR BASED DIFFERENTIAL EVOLUTION ALGORITHM ON THE 100-DIGIT CHALLENGE FOR SINGLE OBJECTIVE NUMERICAL OPTIMIZATION ...... 34 Abhishek Kumar ; Rakesh Kumar Misra ; Devender Singh ; Swagatam Das

CAN STOCHASTIC DISPATCHING RULES EVOLVED BY GENETIC PROGRAMMING HYPER-HEURISTICS HELP IN DYNAMIC FLEXIBLE JOB SHOP SCHEDULING?...... 41 Fangfang Zhang ; Yi Mei ; Mengjie Zhang

TRANSFER LEARNING IN GENETIC PROGRAMMING HYPER-HEURISTIC FOR SOLVING UNCERTAIN CAPACITATED ARC ROUTING PROBLEM...... 49 Mazhar Ansari Ardeh ; Yi Mei ; Mengjie Zhang

A SIMULATED ANNEALING HYPER-HEURISTIC FOR JOB SHOP SCHEDULING PROBLEMS ...... 57 Fernando Garza-Santisteban ; Roberto Sánchez-Pámanes ; Luis Antonio Puente-Rodríguez ; Ivan Amaya ; José Carlos Ortiz-Bayliss ; Santiago Conant-Pablos ; Hugo Terashima-Marín

DYNAMIC TREE GROWTH ALGORITHM FOR LOAD SCHEDULING IN CLOUD ENVIRONMENTS ...... 65 Ivana Strumberger ; Eva Tuba ; Nebojsa Bacanin ; Milan Tuba

SOM-GUIDED EVOLUTIONARY SEARCH FOR SOLVING MINMAX MULTIPLE-TSP...... 73 Vlad-Ioan Lupoaie ; Ivona-Alexandra Chili ; Mihaela Elena Breaban ; Madalina Raschip

A STRUCTURE-BASED PARTIAL SOLUTION SEARCH FOR THE EXAMINATION TIMETABLING PROBLEM ...... 81 Christopher Rajah ; Nelishia Pillay

FEATURE SELECTION OF EEG OSCILLATORY ACTIVITY RELATED TO MOTOR IMAGERY USING A HIERARCHICAL GENETIC ALGORITHM...... 87 Miguel Leon ; Joaquin Ballesteros ; Jonatan Tidare ; Ning Xiong ; Elaine Astrand

A HYBRID EVOLUTIONARY STRATEGY TO OPTIMISE EARLY-STAGE CANCER SCREENING ...... 95 Grazziela P. Figueredo ; Peng Shi ; Andrew J. Parkes ; Keith Evans ; Jonathan M. Garibaldi ; Ola Negm ; Patrick J Tighe ; Herbert F. Sewell ; John Robertson

MGKA: A GENETIC ALGORITHM-BASED CLUSTERING TECHNIQUE FOR GENOMIC DATA...... 103 Hung Nguyen ; Sushil J. Louis ; Tin Nguyen

HYBRID MODIFIED FIREFLY ALGORITHM FOR BORDER DETECTION OF SKIN LESIONS IN MEDICAL IMAGING...... 111 Akemi Gálvez ; Iztok Fister ; Eneko Osaba ; Iztok Fister ; Javier Del Ser ; Andrés Iglesias

AN ONTOLOGY-BASED TWO-STAGE APPROACH TO MEDICAL TEXT CLASSIFICATION WITH FEATURE SELECTION BY PARTICLE SWARM OPTIMISATION ...... 119 Mahdi Abdollahi ; Xiaoying Gao ; Yi Mei ; Shameek Ghosh ; Jinyan Li

A COMPUTATIONAL APPROACH FOR DESIGNING COMBINATION THERAPY IN COMBATING GLIOBLASTOMA...... 127 Terry Truong ; Pablo Moscato ; Nasimul Noman

MEMETIC MULTI-AGENT OPTIMIZATION IN HIGH DIMENSIONS USING RANDOM EMBEDDINGS...... 135 Y. Hou ; N. Jiang ; H. Ge ; Q. Zhang ; X. Qu ; L. Feng ; A. Gupta

DEEP MULTI-AGENT REINFORCEMENT LEARNING IN A COMMON-POOL RESOURCE SYSTEM...... 142 Hanwei Zhu ; Michael Kirley

SEARCHING FOR LEADERS IN COMPLEX NETWORKS WITH A TOPOLOGICAL- SIGNATURE-LED GENETIC ALGORITHM ...... 150 Chun Yin Yip ; Kwok Yip Szeto

SOLVING THE TRAVELING SALESMAN PROBLEM WITH A MULTI-AGENT SYSTEM...... 158 Chen Yang ; Kwok Yip Szeto

IMPROVING REINFORCEMENT FALCON LEARNING IN COMPLEX ENVIRONMENT WITH MUCH DELAYED EVALUATION VIA MEMETIC AUTOMATON...... 166 Gengzhi Zhang ; Liang Feng ; Yuling Xie ; Zhou Wu ; Lin Chen

A GP BASED TWO-LAYER FRAMEWORK FOR DATA-DRIVEN MODELING OF SWARM SELF-ORGANIZING RULES ...... 174 Tao Wang ; Xingguang Peng ; Yapei Wu ; Jian Gao

A NOVEL CMA-ES WITH AN EIGEN COORDINATES FRAMEWORK FOR PARAMETER IDENTIFICATION IN PHOTOVOLTAIC MODELS...... 182 Xiaofei Wang ; Hui Zhao ; Zhenglei Wei ; Yajun Liang ; Yintong Li ; Tong Han

A NOVEL BINARY NEGATIVELY CORRELATED SEARCH FOR WIND FARM LAYOUT OPTIMIZATION ...... 191 Qun Niu ; Kecheng Jiang ; Bing Liu

RESTART COVARIANCE MATRIX ADAPTATION EVOLUTION STRATEGY FOR SOLVING WIND-INTEGRATED EMISSION ECONOMIC DISPATCH PROBLEMS...... 197 Qun Niu ; Han Wang ; Yang Zhang

HYBRID ARTIFICIAL BEE COLONY WITH COVARIANCE MATRIX ADAPTATION EVOLUTION STRATEGY FOR ECONOMIC LOAD DISPATCH ...... 204 Xin Zhang ; Yang Lou ; Shiu Yin Yuen ; Zhou Wu ; Yaodong He ; Xiu Zhang

PARAMETERS IDENTIFICATION OF PHOTOVOLTAIC MODELS USING A NOVEL ALGORITHM INSPIRED FROM NUCLEAR REACTION...... 210 Zhenglei Wei ; Changqiang Huang ; Xiaofei Wang ; Hongpeng Zhang

A SUSTAINABLE ENERGY INVESTMENT PLANNING MODEL BASED ON THE MICRO- GRID CONCEPT USING RECENT METAHEURISTIC OPTIMIZATION ALGORITHMS ...... 219 Soheil Mohseni ; Alan C. Brent ; Daniel Burmester

GAUSSIAN BARE-BONES BRAIN STORM OPTIMIZATION ALGORITHM...... 227 Mohammed El-Abd

BRAIN STORM OPTIMIZATION ALGORITHM FOR THERMAL IMAGE FUSION USING DCT COEFFICIENTS ...... 234 Eva Tuba ; Ivana Strumberger ; Nebojsa Bacanin ; Dejan Zivkovic ; Milan Tuba

MODIFIED BRAIN STORM OPTIMIZATION ALGORITHM IN OBJECTIVE SPACE FOR POLLUTION-ROUTING PROBLEM...... 242 Amit Rauniyar ; Rahul Nath ; Pranab K Muhuri

BRAIN STORM OPTIMIZATION ALGORITHM IN OBJECTIVE SPACE FOR RELIABILITY- REDUNDANCY ALLOCATION PROBLEM...... 248 Rahul Nath ; Amit Rauniyar ; Pranab K Muhuri

BINOCULAR POSE ESTIMATION FOR UAV AUTONOMOUS AERIAL REFUELING VIA BRAIN STORM OPTIMIZATION ...... 254 Cong Zhang ; Xiaobin Xu ; Yuhui Shi ; Yimin Deng ; Cong Li ; Haibin Duan

BRAIN STORM OPTIMIZATION ALGORITHM BASED ON IMPROVED CLUSTERING APPROACH USING ORTHOGONAL EXPERIMENTAL DESIGN ...... 262 Rui Wang ; Lianbo Ma ; Tao Zhang ; Shi Cheng ; Yuhui Shi

A NOVEL MULTI-OBJECTIVE COMPETITIVE SWARM OPTIMIZATION ALGORITHM FOR MULTI-MODAL MULTI OBJECTIVE PROBLEMS...... 271 Ying Wang ; Zhile Yang ; Yuanjun Guo ; Juncheng Zhu ; Xiaodong Zhu

DYNAMIC MULTIMODAL OPTIMIZATION: A PRELIMINARY STUDY ...... 279 Shi Cheng ; Hui Lu ; Yi-Nan Guo ; Xiujuan Lei ; Jing Liang ; Junfeng Chen ; Yuhui Shi

MM-NAEMO : MULTIMODAL NEIGHBORHOOD-SENSITIVE ARCHIVED EVOLUTIONARY MANY-OBJECTIVE OPTIMIZATION ALGORITHM...... 286 Kalyanbrata Maity ; Raunak Sengupta ; Sriparna Saha

MULTIMODAL MULTI-OBJECTIVE OPTIMIZATION USING A DENSITY-BASED ONE-BY- ONE UPDATE STRATEGY ...... 295 Ruizhi Shi ; Wu Lin ; Qiuzhen Lin ; Zexuan Zhu ; Jianyong Chen

MULTIMODAL MULTIOBJECTIVE OPTIMIZATION IN FEATURE SELECTION ...... 302 C. T. Yue ; J. J. Liang ; B. Y. Qu ; K. J. Yu ; H. Song

A SCALABLE MULTIMODAL MULTIOBJECTIVE TEST PROBLEM...... 310 Hisao Ishibuchi ; Yiming Peng ; Ke Shang

COOPERATIVE CO-EVOLUTION WITH SOFT GROUPING FOR LARGE SCALE GLOBAL OPTIMIZATION ...... 318 Weiming Liu ; Yinda Zhou ; Bin Li ; Ke Tang

DECOMPOSITION FOR LARGE-SCALE OPTIMIZATION PROBLEMS WITH OVERLAPPING COMPONENTS...... 326 Yuan Sun ; Xiaodong Li ; Andreas Ernst ; Mohammad Nabi Omidvar

DIFFERENTIAL GROUPING WITH SPECTRAL CLUSTERING FOR LARGE SCALE GLOBAL OPTIMIZATION ...... 334 Lin Li ; Wei Fang ; Quan Wang ; Jun Sun

EMPIRICAL ANALYSIS OF ISLAND MODEL ON LARGE SCALE GLOBAL OPTIMIZATION ...... 342 Ting-Chen Wang ; Chih-Yu Lin ; Rung-Tzuo Liaw ; Chuan-Kang Ting

CGDE3: AN EFFICIENT CENTER-BASED ALGORITHM FOR SOLVING LARGE-SCALE MULTI-OBJECTIVE OPTIMIZATION PROBLEMS...... 350 Hanan Hiba ; Azam Asilian Bidgoli ; Amin Ibrahim ; Shahryar Rahnamayan

COMPARING LARGE-SCALE GLOBAL OPTIMIZATION COMPETITION WINNERS IN A REAL-WORLD PROBLEM ...... 359 Daniel Molina ; Arthur R. Nesterenko ; Antonio Latorre

COOPERATIVE MODEL OF EVOLUTIONARY ALGORITHMS APPLIED TO CEC 2019 SINGLE OBJECTIVE NUMERICAL OPTIMIZATION...... 366 Petr Bujok ; Aleš Zamuda

THE ENSEMBLE OF STRATEGIES AND PERTURBATION PARAMETER IN SELF- ORGANIZING MIGRATING ALGORITHM SOLVING CEC 2019 100-DIGIT CHALLENGE...... 372 Tomas Kadavy ; Michal Pluhacek ; Roman Senkerik ; Adam Viktorin

COOPERATIVE OPTIMIZATION ALGORITHM FOR THE 100-DIGIT CHALLENGE...... 376 Geng Zhang ; Yuhui Shi ; Jun Steed Huang

MODIFIED L-SHADE FOR SINGLE OBJECTIVE REAL-PARAMETER OPTIMIZATION ...... 381 Jia-Fong Yeh ; Ting-Yu Chen ; Tsung-Che Chiang

A NOVEL ARTIFICIAL BEE COLONY ALGORITHM WITH DIVISION OF LABOR FOR SOLVING CEC 2019 100-DIGIT CHALLENGE BENCHMARK PROBLEMS...... 387 Jiaxin Lu ; Xinyu Zhou ; Yong Ma ; Mingwen Wang ; Jianyi Wan ; Wenjun Wang

GADE WITH FITNESS-BASED OPPOSITION AND TIDAL MUTATION FOR SOLVING IEEE CEC2019 100-DIGIT CHALLENGE...... 395 Alexander Epstein ; Mehmet Ergezer ; Ian Marshall ; William Shue

EVOLUTIONARY ALGORITHM FOR PROJECT SCHEDULING UNDER IRREGULAR RESOURCE CHANGES ...... 403 Forhad Zaman ; Saber Elsayed ; Ruhul Sarker ; Daryl Essam ; Carlos A. Coello Coello

A PROBABILITY MODEL-BASED MEMETIC ALGORITHM FOR DISTRIBUTED HETEROGENEOUS FLOW-SHOP SCHEDULING...... 411 Jingfang Chen ; Ling Wang ; Xiao He ; Dexian Huang

TOWARDS AN EVOLUTIONARY GUIDED EXACT SOLUTION TO ELECTIVE SURGERY SCHEDULING UNDER UNCERTAINTY AND WARD RESTRICTIONS ...... 419 Thomas Philip Runarsson ; Asgeir Orn Sigurpalsson

EFFECT OF PSO COMMUNICATION TOPOLOGIES ON TASK MATCHING IN GRID COMPUTING...... 426 Eid Albalawi ; Fujie Chen ; Ruppa Thulasiram ; Parimala Thulasiraman

ACTIVE SAMPLING FOR DYNAMIC JOB SHOP SCHEDULING USING GENETIC PROGRAMMING...... 434 Deepak Karunakaran ; Yi Mei ; Gang Chen ; Mengjie Zhang

VEHICLE FLEET MAINTENANCE SCHEDULING OPTIMIZATION BY MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS...... 442 Yali Wang ; Steffen Limmer ; Markus Olhofer ; Michael T. M. Emmerich ; Thomas Bäck

BIASING MCTS WITH FEATURES FOR GENERAL GAMES ...... 450 Dennis J. N. J. Soemers ; Éric Piette ; Cameron Browne

CONSTRAINED OPTIMIZATION UNDER UNCERTAINTY FOR DECISION-MAKING PROBLEMS: APPLICATION TO REAL-TIME STRATEGY GAMES ...... 458 Valentin Antuori ; Florian Richoux

NEUROEVOLUTION OF MULTIMODAL MS. PAC-MAN CONTROLLERS UNDER PARTIALLY OBSERVABLE CONDITIONS ...... 466 William Price ; Jacob Schrum

INFINITE ART GALLERY: A GAME WORLD OF INTERACTIVELY EVOLVED ARTWORK...... 474 Bryan Hollingsworth ; Jacob Schrum

MULTI-OBJECTIVE COOPERATIVE CO-EVOLUTION OF MICRO FOR RTS GAMES...... 482 Navin K. Adhikari ; Sushil J. Louis ; Siming Liu

OPTIMIZATION OF MULTI-ROBOT SUMO FIGHT SIMULATION BY A GENETIC ALGORITHM TO IDENTIFY DOMINANT ROBOT CAPABILITIES...... 490 Joël Enrico Lehner ; Rolf Dornberger ; Radovan Simic ; Thomas Hanne

AUTONOMOUS GENERATION OF OBSERVATION SCHEDULES FOR TRACKING SATELLITES WITH STRUCTURED-CHROMOSOME GA OPTIMISATION ...... 497 Cristian Greco ; Lorenzo Gentile ; Gianluca Filippi ; Edmondo Minisci ; Massimiliano Vasile ; Thomas Bartz- Beielstein

A MEMETIC APPROACH TO THE SOLUTION OF CONSTRAINED MIN-MAX PROBLEMS ...... 506 Gianluca Filippi ; Massimiliano Vasile

AN EFFICIENT GENETIC ALGORITHM FOR ACTIVE SPACE DEBRIS REMOVAL PLANNING...... 514 Dongmei Wang ; Lin Li ; Long Chen

A BINARY NSGA-III FOR UNSUPERVISED BAND SELECTION IN HYPER-SPECTRAL SATELLITE IMAGES ...... 522 Rachana Gupta ; Satyasai Jagannath Nanda

MULTI-OBJECTIVE OPTIMIZATION OF SATELLITE-GROUND TIME SYNCHRONIZATION SCHEDULING PROBLEM ...... 530 Zhaohui Wang ; Zhongshan Zhang ; Yingwu Chen

MULTI-RUNWAY AIRCRAFT ARRIVAL SCHEDULING: A RECEDING HORIZON CONTROL BASED ANT COLONY SYSTEM APPROACH ...... 538 Li-Jiao Wu ; Zhi-Hui Zhan ; Xiao-Min Hu ; Ping Guo ; Yanchun Zhang ; Jun Zhang

A GRAPH-BASED ENCODING FOR EVOLUTIONARY CONVOLUTIONAL NEURAL NETWORK ARCHITECTURE DESIGN ...... 546 William Irwin-Harris ; Yanan Sun ; Bing Xue ; Mengjie Zhang

EVOLUTIONARY DESIGN OF RECURRENT NEURAL NETWORK ARCHITECTURE FOR HUMAN ACTIVITY RECOGNITION...... 554 Ramya Anasseriyil Viswambaran ; Gang Chen ; Bing Xue ; Mohammad Nekooei

PSO-BASED CNN FOR KEYWORD SELECTION ON GOOGLE ADS ...... 562 J. J. Liang ; H. T. Yang ; W. T. Sun ; J. J. Gao

A MULTI-OBJECTIVE PARTICLE SWARM OPTIMIZATION FOR NEURAL NETWORKS PRUNING ...... 570 Tao Wu ; Jiao Shi ; Deyun Zhou ; Yu Lei ; Maoguo Gong

MULTI-OBJECTIVE EVOLUTIONARY METRIC LEARNING FOR IMAGE RETRIEVAL USING CONVOLUTIONAL NEURAL NETWORK FEATURES...... 578 Xu Tang ; Handing Wang ; Changzhe Jiao

BLOCKY NET: A NEW NEUROEVOLUTION METHOD...... 586 Thomas Watts ; Bing Xue ; Mengjie Zhang

MODELING ANT NEST RELOCATION AT LOW ACTIVE RATIO BY PARTICLE SWARM OPTIMIZATION ...... 594 Hideyasu Sasaki

USE OF PARTICLE SWARM OPTIMIZATION IN TERRAIN CLASSIFICATION BASED ON UAV DOWNWASH...... 604 Iuliia Kim ; J. P. Matos-Carvalho ; Ilya Viksnin ; Luís Miguel Campos ; José M. Fonseca ; André Mora ; Sergey Chuprov

PSO OPTIMAL PARAMETERS AND FITNESS FUNCTIONS IN AN NLP TASK...... 611 George Tambouratzis

A GROUPING METHOD BASED ON IMPROVED PSO FOR TASK ALLOCATION IN RESCUE ENVIRONMENT ...... 619 Simeng Lin ; Na Geng ; Jing Sun ; Yong Zhang

QUANTUM BACTERIAL FORAGING OPTIMIZATION BASED INTERFERENCE COORDINATION IN 3D-MIMO SYSTEMS...... 627 Yang Zhou ; Sijia Tan ; Yunchao Song ; Fei Li

ENHANCED WATER CYCLE ALGORITHM WITH ACTIVE LEARNING AND RETURN STRATEGY ...... 634 Caihua Chen ; Peng Wang ; Huachao Dong ; Xinjing Wang

DIFFERENTIAL EVOLUTION WITH BETTER AND NEAREST OPTION FOR FUNCTION OPTIMIZATION ...... 641 Haozhen Dong ; Liang Gao ; Xinyu Li ; Haorang Zhong ; Bing Zeng

A BI-STRATEGY BASED OPTIMIZATION ALGORITHM FOR THE DYNAMIC CAPACITATED ELECTRIC VEHICLE ROUTING PROBLEM ...... 646 Jiawen Lu ; Ling Wang

OPTIMIZATION ON ACC SYSTEMS AND LAYOUT DESIGN FOR MAXIMIZING THERMAL COMFORT AND ENERGY SAVING IN LARGE ROOMS - A CASE STUDY ...... 654 Yan Qiao ; Siwei Zhang ; Naiqi Wu ; Zhiwu Li

A DEADLINE-AWARE ESTIMATION OF DISTRIBUTION ALGORITHM FOR RESOURCE SCHEDULING IN FOG COMPUTING SYSTEMS...... 660 Chu-Ge Wu ; Ling Wang

MIGRATING BIRDS OPTIMIZATION FOR LOT-STREAMING FLOW SHOP SCHEDULING PROBLEM...... 667 Yuyan Han ; Junqing Li ; Yiping Liu ; Zhixin Zheng ; Yuxia Pan ; Hongyan Sang ; Lili Liu

AN EVOLUTIONARY ALGORITHM WITH HEURISTIC LONGEST CYCLE CROSSOVER FOR SOLVING THE CAPACITATED VEHICLE ROUTING PROBLEM ...... 673 Thammarsat Visutarrom ; Tsung-Che Chiang

TOTAL OPTIMIZATION OF ENERGY NETWORKS IN SMART CITY BY COOPERATIVE COEVOLUTION USING GLOBAL-BEST BRAIN STORM OPTIMIZATION ...... 681 Mayuko Sato ; Yoshikazu Fukuyama ; Mohammed El-Abd ; Tatsuya IIzaka ; Tetsuro Matsui

A SURROGATE-ASSISTED COOPERATIVE CO-EVOLUTIONARY ALGORITHM USING RECURSIVE DIFFERENTIAL GROUPING AS DECOMPOSITION STRATEGY...... 689 Julien Blanchard ; Charlotte Beauthier ; Timoteo Carletti

MULTI-STRATEGY AND DIMENSION PERTURBATION ENSEMBLE OF ARTIFICIAL BEE COLONY...... 697 Hui Wang ; Wenjun Wang ; Songyi Xiao ; Zhihua Cui ; Wei Li ; Huasheng Zhu ; Shengqing Zhu

ADAPTIVE MULTI-OPTIMISER COOPERATIVE CO-EVOLUTION FOR LARGE-SCALE OPTIMISATION...... 705 Nasser R. Sabar ; Ayad Turky ; Andy Song

A NOVEL CLUSTERING ALGORITHM BASED ON FULLY-INFORMED PARTICLE SWARM...... 713 Ekhlas Masoudi Mansour ; Abbas Ahmadi

WHEN COOPERATIVE CO-EVOLUTION MEETS COORDINATE DESCENT: THEORETICALLY DEEPER UNDERSTANDINGS AND PRACTICALLY BETTER IMPLEMENTATIONS...... 721 Qiqi Duan ; Chang Shao ; Liang Qu ; Yuhui Shi ; Ben Niu

MODULARITY WITHIN ARTIFICIAL GENE REGULATORY NETWORKS ...... 731 George Lacey ; Annika Schoene ; Nina Dethlefs ; Alexander Turner

A CELLULAR AUTOMATA-BASED PATH-PLANNING FOR A COOPERATIVE AND DECENTRALIZED TEAM OF ROBOTS...... 739 Gina M. B. Oliveira ; Reslley G. O. Silva ; Giordano B. S. Ferreira ; Micael S. Couceiro ; Laurence R. Do Amaral ; Patricia A. Vargas ; Luiz Gustavo A. Martins

HETEROGENEOUS TEAMS OF ROBOTS USING A COORDINATING MODEL FOR SURVEILLANCE TASK BASED ON CELLULAR AUTOMATA AND REPULSIVE PHEROMONE...... 747 Claudiney R. Tinoco ; Gina M. B. Oliveira

RETURN, DIVERSIFICATION AND RISK IN CRYPTOCURRENCY PORTFOLIOS USING DEEP RECURRENT NEURAL NETWORKS AND MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS ...... 755 Ismael Estalayo ; Javier Del Ser ; Eneko Osaba ; Miren Nekane Bilbao ; Khan Muhammad ; Akemi Gálvez ; Andrés Iglesias

EFFECTS OF DECISION MODELS ON DYNAMIC MULTI-OBJECTIVE OPTIMIZATION ALGORITHMS FOR FINANCIAL MARKETS...... 762 Frederick Ditliac Atiah ; Mardé Helbig

BLOCKCHAIN SCHEME BASED ON EVOLUTIONARY PROOF OF WORK ...... 771 Willa Ariela Syafruddin ; Sajjad Dadkhah ; Mario Köppen

COMPARING THREE APPROACHES TO MICRO IN RTS GAMES ...... 777 Rahul Dubey ; Sushil Louis ; Aavaas Gajurel ; Siming Liu

APPLYING AN ADAPTIVE GENERATIVE REPRESENTATION TO THE INVESTIGATION OF AFFORDANCES IN PUZZLES...... 785 Daniel Ashlock ; James Montgomery

A GFML-BASED ROBOT AGENT FOR HUMAN AND MACHINE COOPERATIVE LEARNING ON GAME OF GO...... 793 Chang-Shing Lee ; Mei-Hui Wang ; Li-Chuang Chen ; Yusuke Nojima ; Tzong-Xiang Huang ; Jinseok Woo ; Naoyuki Kubota ; Eri Sato-Shimokawara ; Toru Yamaguchi

NICHE RADIUS ADAPTATION IN BAT ALGORITHM FOR LOCATING MULTIPLE OPTIMA IN MULTIMODAL FUNCTIONS...... 800 Takuya Iwase ; Ryo Takano ; Fumito Uwano ; Hiroyuki Sato ; Keiki Takadama

THE PARAMETER CONFIGURATION LANDSCAPE: A CASE STUDY ON PARTICLE SWARM OPTIMIZATION ...... 808 Kyle Robert Harrison ; Beatrice M. Ombuki-Berman ; Andries P. Engelbrecht

AN ADAPTIVE ONLINE PARAMETER CONTROL ALGORITHM FOR PARTICLE SWARM OPTIMIZATION BASED ON REINFORCEMENT LEARNING...... 815 Yaxian Liu ; Hui Lu ; Shi Cheng ; Yuhui Shi

EVOLUTION OF STACKED AUTOENCODERS...... 823 Tim Silhan ; Stefan Oehmcke ; Oliver Kramer

EVOLUTIONARY OPTIMIZATION OF HYPERPARAMETERS IN DEEP LEARNING MODELS...... 831 Jin-Young Kim ; Sung-Bae Cho

FINANCIAL FORECASTING USING DEEP LEARNING WITH AN OPTIMIZED TRADING STRATEGY ...... 838 Anuar Maratkhan ; Ibrakhim Ilyassov ; Madiyar Aitzhanov ; M. Fatih Demirci ; Murat Ozbayoglu

PREFERENCE-BASED MULTIOBJECTIVE EVOLUTIONARY ALGORITHM FOR POWER NETWORK RECONFIGURATION...... 845 Runjia Sun ; Yutian Liu

MULTI-OBJECTIVE OPTIMIZATION OF HYDROGEN PRODUCTION IN HYBRID RENEWABLE ENERGY SYSTEMS...... 850 Shaimaa Seyam ; Khaled H. M. Al-Hamed ; Ali M. M. I. Qureshy ; Ibrahim Dincer ; Martin Agelin-Chaab ; Shahryar Rahnamayan

A COMPARISON OF PERFORMANCE OF GA, PSO AND DIFFERENTIAL EVOLUTION ALGORITHMS FOR DYNAMIC PHASE RECONFIGURATION TECHNOLOGY OF A SMART GRID...... 858 Md Rabiul Islam ; Haiyan Helen Lu ; Md Jahangir Hossain ; Li Li

LIGHTWEIGHT EVOLUTION STRATEGIES FOR NANOSWIMMERS-ORIENTED IN VIVO COMPUTATION ...... 866 Shaolong Shi ; Yifan Chen ; Xin Yao ; Mengjie Zhang

RETRIEVING AND RANKING SHORT MEDICAL QUESTIONS WITH TWO STAGES NEURAL MATCHING MODEL ...... 873 Xiang Li ; Xinyu Fu ; Zheng Lu ; Ruibin Bai ; Uwe Aickelin ; Peiming Ge ; Gong Liu

MULTI-TREE GENETIC PROGRAMMING WITH A NEW FITNESS FUNCTION FOR MELANOMA DETECTION...... 880 Qurrat Ul Ain ; Bing Xue ; Harith Al-Sahaf ; Mengjie Zhang

BIO-INSPIRED MULTIOJECTIVE TUNING OF PID-CONTROLLED ANTILOCK BRAKING SYSTEMS ...... 888 Pedro H. L. S. P. Domingues ; Roberto Z. Freire ; Leandro Dos S. Coelho ; Helon V. H. Ayala

SEARCHING FOR LOCAL PARETO OPTIMAL SOLUTIONS: A CASE STUDY ON POLYGON- BASED PROBLEMS...... 896 Yiping Liu ; Hisao Ishibuchi ; Yusuke Nojima ; Naoki Masuyama ; Yuyan Han

A NOVEL MULTIOBJECTIVE PARTICLE SWARM OPTIMIZATION ALGORITHM WITH DYNAMIC RESOURCE ALLOCATION ...... 904 Lingjie Li ; Qiuzhen Lin ; Jia Wang ; Jianyong Chen ; Zhong Ming

A MIXED-INTEGER EXTENSION FOR ESA’S CASSINI1 SPACE MISSION BENCHMARK...... 912 Martin Schlueter ; Masaharu Munetomo

DATA NORMALISATION USING DIFFERENTIAL EVOLUTION AND AGGREGATED LOGISTIC FUNCTIONS ...... 920 Michael Mayo ; Maisa Daoud

EVOLUTIONARY ANTIVIRUS SIGNATURE OPTIMIZATION ...... 928 Eliana Giovannitti ; Luca Mannella ; Andrea Marcelli ; Giovanni Squillero

AN EFFICIENT ELITIST COVARIANCE MATRIX ADAPTATION FOR CONTINUOUS LOCAL SEARCH IN HIGH DIMENSION...... 936 Zhenhua Li ; Jingda Deng ; Weifeng Gao ; Qingfu Zhang ; Hai-Lin Liu

WATER PUMP STATION SCHEDULING OPTIMIZATION USING AN IMPROVED GENETIC ALGORITHM APPROACH ...... 944 Luca De Oliveira Turci ; Huibin Sun ; Miaoshun Bai ; Jingcheng Wang ; Piao Hu

EXTENDING A GENETIC ALGORITHM FOR GOOD SPANNERS OF HYPERCUBES...... 952 David Kubon

A NOVEL PARTICLE SWARM OPTIMIZER FOR MANY-OBJECTIVE OPTIMIZATION...... 958 Jianping Luo ; Xiongwen Huang ; Xia Li ; Kaizhou Gao

LEARNING OF BOOSTING FUZZY COGNITIVE MAPS USING A REAL-CODED GENETIC ALGORITHM ...... 966 Ze Yang ; Jing Liu ; Kai Wu

ROLLOUT BASED HEURISTICS FOR THE QUANTUM CIRCUIT COMPILATION PROBLEM...... 974 Shelvin Chand ; Hemant Kumar Singh ; Tapabrata Ray ; Michael Ryan

ARTIFICIAL ECOSYSTEM ALGORITHM APPLIED TO MULTI-LINE STEEL SCHEDULING ...... 982 Manal T. Adham ; Peter J. Bentley

MULTI-OBJECTIVE MEMETIC ALGORITHM BASED ON CORRELATION PRIORITY FOR PICKUP-AND-DELIVERY PROBLEMS...... 990 Zifeng Zhou ; Xiaoliang Ma ; Zexuan Zhu

EVOLUTIONARY MULTIOBJECTIVE CHANGE DETECTION VIA SELF-PACED LEARNING AND FUZZY CLUSTERING...... 998 Yingying Duan ; Jingjing Ma ; Hao Li ; Mingyang Zhang ; Zedong Tang ; Maoguo Gong

AN APPROACH FOR NON-DOMINATION LEVEL UPDATE PROBLEM IN STEADY-STATE EVOLUTIONARY ALGORITHMS WITH PARALLELISM ...... 1006 Sumit Mishra ; Carlos A. Coello Coello

EXTRACTING INFORMATION CORES WITH MULTI-PROPERTY USING A MULTIOBJECTIVE EVOLUTIONARY ALGORITHM...... 1014 Zhenni Ren ; Jing Liu

PARALLEL BEST ORDER SORT FOR NON-DOMINATED SORTING: A THEORETICAL STUDY CONSIDERING THE PRAM-CREW MODEL...... 1022 Sumit Mishra ; Carlos A. Coello Coello

DYNAMIC MULTI-SWARM GLOBAL PARTICLE SWARM OPTIMIZATION...... 1030 Yichao Tang ; Xiong Li ; Yinglong Zhang ; Xuewen Xia ; Ling Gui

A LPSO-SGD ALGORITHM FOR THE OPTIMIZATION OF CONVOLUTIONAL NEURAL NETWORK...... 1038 Guixiang Lai ; Feipeng Li ; Jiqiang Feng ; Shi Cheng ; Jian Cheng

AN UNKNOWN ENVIRONMENT EXPLORATION STRATEGY FOR SWARM ROBOTICS BASED ON BRAIN STORM OPTIMIZATION ALGORITHM...... 1044 Gao Li ; Dabu Zhang ; Yuhui Shi

FEATURE SELECTION OF HIGH DIMENSIONAL DATA BY ADAPTIVE POTENTIAL PARTICLE SWARM OPTIMIZATION ...... 1052 Xingyue Huang ; Yizhou Chi ; Yu Zhou

A SURROGATE MODEL ASSISTED QUANTUM-INSPIRED EVOLUTIONARY ALGORITHM FOR HYPERPARAMETER OPTIMIZATION IN MACHINE LEARNING...... 1060 Cheng Peng ; Yangyang Li ; Lei Cao ; Licheng Jiao

MIHS: A MULTIOBJECTIVE PAN-SHARPENING METHOD FOR REMOTE SENSING IMAGES ...... 1068 Yingxia Chen ; Cong Liu ; Aimin Zhou ; Guixu Zhang

SEARCH SPACE REDUCTION MODEL WITH TRIGONOMETRIC FUNCTION FOR LINEAR EQUALITY CONSTRAINT-HANDLING: THE CASE OF PORTFOLIO REPLICATION PROBLEM...... 1074 Yukiko Orito ; Yoshiko Hanada ; Junzhi Li

REFERENCE VECTOR BASED MULTIDIRECTIONAL PREDICTION FOR EVOLUTIONARY DYNAMIC MULTIOBJECTIVE OPTIMIZATION...... 1081 Qiang Liu ; Jinliang Ding

A HYBRID MODEL BASED ON CNN AND BI-LSTM FOR URBAN WATER DEMAND PREDICTION...... 1088 Piao Hu ; Jun Tong ; Jingcheng Wang ; Yue Yang ; Luca De Oliveira Turci

GENETIC ALGORITHM FOR TOPOLOGY OPTIMIZATION OF AN ARTIFICIAL NEURAL NETWORK APPLIED TO AIRCRAFT TURBOJET ENGINE IDENTIFICATION ...... 1095 F. P. Da Costa ; P. H. L. S. P. Domingues ; Roberto Z. Freire ; Leandro S. Coelho ; A. R. Tavakolpour-Saleh ; Helon V. H. Ayala

A TWO-LAYER OPTIMIZATION MANAGEMENT METHOD FOR THE MICROGRID WITH ELECTRIC VEHICLES...... 1102 Zedong Zheng ; Shengxiang Yang

IMPROVED SEQUENTIAL APPROXIMATE OPTIMIZATION FOR AERODYNAMIC DESIGN BENCHMARK PROBLEM ...... 1110 Wenjie Wang ; Zeping Wu ; Donghui Wang ; Weihua Zhang

CRUDE OIL DISTILLATION OPTIMIZATION USING SURROGATE-AIDED CONSTRAINED EVOLUTIONARY OPTIMIZATION...... 1118 Feng Xue ; Lei Liu ; Xiaoxia Chen ; Xuhua Shi

CLASSIFICATION-BASED OPTIMIZATION WITH MULTI-FIDELITY EVALUATIONS...... 1126 Kai Wu ; Jing Liu

ENHANCED BRAIN STORM OPTIMIZATION WITH ROLE-PLAYING STRATEGY ...... 1132 Jianqiang Chen ; Changshou Deng ; Hu Peng ; Yucheng Tan ; Xinyu Zhou ; Feng Wang

BRAIN STORM OPTIMIZATION ALGORITHM BASED ON COMPETITION MECHANISM ...... 1140 Fenqiang Li ; Hu Peng ; Changshou Deng ; Yi Zeng ; Yucheng Tan ; Wenjun Wang

PBAR: PARALLELIZED BRAIN STORM OPTIMIZATION FOR ASSOCIATION RULE MINING...... 1148 Lianbo Ma ; Tao Zhang ; Rui Wang ; Guangming Yang ; Yichuan Zhang

MICROARRAY FEATURE SELECTION AND DYNAMIC SELECTION OF CLASSIFIERS FOR EARLY DETECTION OF INSECT BITE HYPERSENSITIVITY IN HORSES ...... 1157 Alexandre Maciel-Guerra ; Grazziela P. Figueredo ; Fernando J. Von Zuben ; Eliane Marti ; Jamie Twycross ; Marcos J. C. Alcocer

RUNTIME ANALYSIS OF PIGEON-INSPIRED OPTIMIZER BASED ON AVERAGE GAIN MODEL...... 1165 Zhang Yushan ; Huang Han ; Hao Zhifeng ; Hong Zhou

OPTIMIZED SCHEDULING MODEL FOR ISOLATED MICROGRID OF WIND- PHOTOVOLTAIC-THERMAL-ENERGY STORAGE SYSTEM WITH DEMAND RESPONSE...... 1170 Yang Zhang ; Huifeng Zhang ; Ying Wang ; Jiang Wu

SCENARIO BASED STOCHASTIC OPTIMAL OPERATED FOR HYBRID ENERGY SYSTEM WITH RANDOM DRIFT SWARM OPTIMIZATION ...... 1176 Jiang Wu ; Huifeng Zhang ; Jinwei Li ; Yang Zhang

SELF-ORGANIZING MIGRATING ALGORITHM TEAM TO TEAM ADAPTIVE – SOMA T3A...... 1182 Quoc Bao Diep

A SPARSE FIREWORKS ALGORITHM FOR GENE REGULATORY NETWORK RECONSTRUCTION BASED ON FUZZY COGNITIVE MAPS ...... 1188 Yilan Wang ; Jing Liu

AN EXPERIMENTAL STUDY OF LARGE-SCALE CAPACITATED VEHICLE ROUTING PROBLEMS...... 1195 Er Zhuo ; Yunjie Deng ; Zhewei Su ; Peng Yang ; Bo Yuan ; Xin Yao

BLOCKCHAIN-ENABLED TRANSACTIVE METHOD IN DISTRIBUTED SYSTEMS CONSIDERING SECURITY CONSTRAINTS...... 1203 Xiaoling Jin ; Cuifen Bai ; Zhebo Zhang ; Shenyi Zhao ; Haoran Wang ; Zheng Yan ; Lu Zhang ; Sijie Chen

OPTIMIZATION OF EMERGENCY LOAD SHEDDING BASED ON CULTURAL PARTICLE SWARM OPTIMIZATION ALGORITHM ...... 1208 Taoyang Xu ; Changgang Li ; Yutian Liu ; Chao Liu ; Dawei Su ; Chunlei Xu ; Haiwei Wu

BI-LEVEL PROGRAMMING OF AC/DC HYBRID DISTRIBUTION NETWORK BASED ON IMPROVED GENETIC ALGORITHM ...... 1213 Lu Zhang ; Biao Xu ; Pengwei Cong ; Yunjing Guo ; Shujun Jiang ; Rui Huang

A SPARK-BASED GAUSSIAN BARE-BONES CUCKOO SEARCH WITH DYNAMIC PARAMETER SELECTION ...... 1220 Zhihui He ; Hu Peng ; Changshou Deng ; Yucheng Tan ; Zhijian Wu ; Shuangke Wu

AN ANALYSIS OF MINIMUM POPULATION SEARCH ON LARGE SCALE GLOBAL OPTIMIZATION ...... 1228 Antonio Bolufé-Röhler ; Stephen Chen ; Dania Tamayo-Vera

A UNIVARIATE MARGINAL DISTRIBUTION RESAMPLING DIFFERENTIAL EVOLUTION ALGORITHM WITH MULTI-MUTATION STRATEGY...... 1236 Yuan Fu ; Hu Wang

CHARACTERIZING THE SOCIAL INTERACTIONS IN THE ARTIFICIAL BEE COLONY ALGORITHM ...... 1243 Lydia Taw ; Nishant Gurrapadi ; Mariana Macedo ; Marcos Oliveira ; Diego Pinheiro ; Carmelo Bastos-Filho ; Ronaldo Menezes

METSK-HD-ANGELENO: HOW TO PREDICT FRUIT QUALITY USING MULTIOBJECTIVE EVOLUTIONARY LEARNING OF TSK SYSTEMS ...... 1251 Francisco Chávez ; Antonio Vivas ; María José Moñino ; Francisco Fernández

MACHINE TEACHING IN HIERARCHICAL GENETIC REINFORCEMENT LEARNING: CURRICULUM DESIGN OF REWARD FUNCTIONS FOR SWARM SHEPHERDING ...... 1259 Nicholas R. Clayton ; Hussein Abbass

A NICHING MULTI-OBJECTIVE HARMONY SEARCH ALGORITHM FOR MULTIMODAL MULTI-OBJECTIVE PROBLEMS ...... 1267 B. Y. Qu ; G. S. Li ; Q. Q. Guo ; L. Yan ; X. Z. Chai ; Z. Q. Guo

A PERFORMANCE ENHANCED NICHING MULTI-OBJECTIVE BAT ALGORITHM FOR MULTIMODAL MULTI-OBJECTIVE PROBLEMS...... 1275 L. Yan ; G. S. Li ; Y. C. Jiao ; B. Y. Qu ; C. T. Yue ; S. K. Qu

FAST AUTOMATIC OPTIMISATION OF CNN ARCHITECTURES FOR IMAGE CLASSIFICATION USING GENETIC ALGORITHM...... 1283 Ali Bakhshi ; Nasimul Noman ; Zhiyong Chen ; Mohsen Zamani ; Stephan Chalup

LEARNING TO SOLVE CAPACITATED ARC ROUTING PROBLEMS BY POLICY GRADIENT...... 1291 Han Li ; Guiying Li

EVOLVING ONE-DIMENSIONAL DEEP CONVOLUTIONAL NEURAL NETWORK: A SWARM BASED APPROACH ...... 1299 Ali Haidar ; Zohaib Md. Jan ; Brijesh Verma

SOLVING THE VEHICLE ROUTING PROBLEM WITH TIME WINDOW BY USING AN IMPROVED BRAIN STROM OPTIMIZATION ...... 1306 Mei-Xian Song ; Jun-Qing Li ; Yu-Yan Han ; Zhi-Xin Zheng

ANALYSIS OF SATELLITE OBSERVATION TASK CLUSTERING BASED ON THE IMPROVED CLIQUE PARTITION ALGORITHM...... 1314 Xiangyu Long ; Shufan Wu ; Benjie Cui ; Zhongcheng Mu ; Yixin Huang ; Sunhao Chu

AN EVOLVABLE REAL-TIME SYSTEM OF INTEGRATED SATELLITE SCHEDULING BASED ON COOPERATIVE NEURO EVOLUTION OF AUGMENTING TOPOLOGIES ...... 1322 Yonghao Du ; Lining Xing ; Yingguo Chen ; Yuning Chen ; Jian Xiong

MIND THE GAP – A DISTRIBUTED FRAMEWORK FOR ENABLING ENERGY OPTIMISATION ON MODERN SMART-PHONES IN THE PRESENCE OF NOISE, DRIFT, AND STATISTICAL INSIGNIFICANCE...... 1330 Mahmoud A. Bokhari ; Lujun Weng ; Markus Wagner ; Bradley Alexander

MUTATIONAL ROBUSTNESS AND STRUCTURAL COMPLEXITY IN GRAMMATICAL EVOLUTION...... 1338 Michael O’Neill ; Anthony Brabazon

DESIGN OF OPTIMAL SHIP STEERING ACTIVE DISTURBANCE REJECTION CONTROLLER BASED ON ADAPTIVE PARTICLE SWARM OPTIMIZATION...... 1345 Junhai Cao ; Yimin Zhou ; Ronghui Li ; Juncheng Zhu

ANALYSIS OF CUCKOO SEARCH EFFICIENCY...... 1351 Carlos Eduardo M. Barbosa ; Germano C. Vasconcelos

MOEA/D WITH TWO TYPES OF WEIGHT VECTORS FOR HANDLING CONSTRAINTS ...... 1359 Qingling Zhu ; Qingfu Zhang ; Qiuzhen Lin ; Jianyong Sun

EVOLVING DISPATCHING RULES FOR MULTI-OBJECTIVE DYNAMIC FLEXIBLE JOB SHOP SCHEDULING VIA GENETIC PROGRAMMING HYPER-HEURISTICS...... 1366 Fangfang Zhang ; Yi Mei ; Mengjie Zhang

TWO SIMPLE TRICKS FOR FAST CACHE-AWARE PARALLEL PARTICLE SWARM OPTIMIZATION ...... 1374 Jeff Hajewski ; Suely Oliveira

SPECIFICATION-BASED TEST CASE GENERATION WITH GENETIC ALGORITHM...... 1382 Rong Wang ; Yuji Sato ; Shaoying Liu

A MULTI-START ITERATED LOCAL SEARCH ALGORITHM FOR THE MAXIMUM SCATTER TRAVELING SALESMAN PROBLEM ...... 1390 Pandiri Venkatesh ; Alok Singh ; Rammohan Mallipeddi

NURSE SCHEDULING PROBLEM BASED ON HYDROLOGIC CYCLE OPTIMIZATION...... 1398 Qianying Liu ; Ben Niu ; Jun Wang ; Hong Wang ; Li Li

ESTIMATION OF DISTRIBUTION USING POPULATION QUEUE BASED VARIATIONAL AUTOENCODERS ...... 1406 Sourodeep Bhattacharjee ; Robin Gras

A PRIZE COLLECTING PROBLEM APPLIED TO A REAL MILK COLLECTION PROBLEM IN CHILE ...... 1415 Elizabeth Montero ; Dario Canales ; Germán Paredes-Belmar ; Raúl Soto

EVOLVING TASK PRIORITY RULES FOR HETEROGENEOUS ASSEMBLY LINE BALANCING...... 1423 João Pedro Gonçalves Moreira ; Marcus Ritt

HYBRID HEURISTICS FOR THE LINEAR ORDERING PROBLEM ...... 1431 Erik Garcia ; Josu Ceberio ; Jose A. Lozano

A NOVEL PARALLEL FRAMEWORK FOR METAHEURISTIC-BASED FREQUENT ITEMSET MINING ...... 1439 Youcef Djenouri ; Djamel Djenouri ; Asma Belhadi ; Jerry Chun-Wei Lin ; Ahcene Bendjoudi ; Philippe Fournier- Viger

A MEMETIC FUZZY WHALE OPTIMIZATION ALGORITHM FOR DATA CLUSTERING ...... 1446 Ze-Xue Wu ; Ko-Wei Huang ; Jui-Le Chen ; Chu-Sing Yang

SINGLE SCAN POLYNOMIAL ALGORITHMS FOR FREQUENT ITEMSET MINING IN BIG DATABASES ...... 1453 Youcef Djenouri ; Djamel Djenouri ; Jerry Chun-Wei Lin ; Asma Belhadi

A SWARM-BASED DATA SANITIZATION ALGORITHM IN PRIVACY-PRESERVING DATA MINING ...... 1461 Jimmy Ming-Tai Wu ; Jerry Chun-Wei Lin ; Youcef Djenouri ; Philippe Fournier-Viger ; Yuyu Zhang

A STOCK TREND PREDICTION APPROACH BASED ON CHINESE NEWS AND TECHNICAL INDICATOR USING GENETIC ALGORITHMS ...... 1468 Chun-Hao Chen ; Ping Shih

A DIVIDE-AND-CONQUER-BASED APPROACH FOR DIVERSE GROUP STOCK PORTFOLIO OPTIMIZATION USING ISLAND-BASED GENETIC ALGORITHMS...... 1473 Chun-Hao Chen ; Wan-Yi Shen ; Mu-En Wu ; Tzung-Pei Hong

EPIGENETIC EVOLUTION OF DEEP CONVOLUTIONAL MODELS ...... 1478 Alexander Hadjiivanov ; Alan Blair

NATURAL EVOLUTION SPECIATION FOR NEAT ...... 1487 Jon S. Knapp ; Gilbert L. Peterson

ON THE EVOLUTIONARY NEURAL NETWORK CREATION USING NATIVE VISIBILITY GRAPH...... 1494 Lukas Tomaszek ; Ivan Zelinka

A SELF-ADAPTIVE ARTIFICIAL BEE COLONY ALGORITHM WITH LOCAL SEARCH FOR TSK-TYPE NEURO-FUZZY SYSTEM TRAINING...... 1502 Kuang-Pen Chou ; Chin-Teng Lin ; Wen-Chieh Lin

PARTICLE SWARM OPTIMIZATION-BASED CNN-LSTM NETWORKS FOR FORECASTING ENERGY CONSUMPTION...... 1510 Tae-Young Kim ; Sung-Bae Cho

EVOLVING DEEP CNN-LSTMS FOR INVENTORY TIME SERIES PREDICTION ...... 1517 Ning Xue ; Isaac Triguero ; Grazziela P. Figueredo ; Dario Landa-Silva

COOPERATIVE GAME CONCEPTS IN SOLVING GLOBAL OPTIMIZATION...... 1525 Iztok Fister ; Andres Iglesias ; Akemi Galvez ; Javier Del Ser ; Eneko Osaba ; Iztok Fister

IMPROVING SHADE WITH CENTER-BASED MUTATION FOR LARGE-SCALE OPTIMIZATION ...... 1533 Hanan Hiba ; Mohammed El-Abd ; Shahryar Rahnamayan

TOWARDS EFFECTIVE MUTATION FOR KNOWLEDGE TRANSFER IN MULTIFACTORIAL DIFFERENTIAL EVOLUTION...... 1541 Lei Zhou ; Liang Feng ; Kai Liu ; Chao Chen ; Shaojiang Deng ; Tao Xiang ; Siwei Jiang

ROBUST OPTIMIZATION OVER TIME WITH DIFFERENTIAL EVOLUTION USING AN AVERAGE TIME APPROACH ...... 1548 José-Yaír Guzmán-Gaspar ; Efrén Mezura-Montes

GROUP-BASED ADAPTIVE DIFFERENTIAL EVOLUTION FOR CHANCE CONSTRAINED PORTFOLIO OPTIMIZATION USING BANK DEPOSIT AND BANK LOAN ...... 1556 Kiyoharu Tagawa

A STUDY ON KNOWLEDGE REUSE STRATEGIES IN MULTITASKING DIFFERENTIAL EVOLUTION...... 1564 Chen Jin ; Pei-Wei Tsai ; A. K. Qin

A PARTICLE SWARM OPTIMIZATION WITH FILTER-BASED POPULATION INITIALIZATION FOR FEATURE SELECTION...... 1572 Yu Xue ; Weiwei Jia ; Alex X. Liu

ENSEMBLE CLASSIFIER OPTIMIZATION BY REDUCING INPUT FEATURES AND BASE CLASSIFIERS...... 1580 Zohaib Md. Jan ; Brijesh Verma

A NOVEL MULTI-OBJECTIVE BINARY DIFFERENTIAL EVOLUTION ALGORITHM FOR MULTI-LABEL FEATURE SELECTION...... 1588 Azam Asilian Bidgoli ; Hossein Ebrahimpour-Komleh ; Shahryar Rahnamayan

GOOFED: EXTRACTING ADVANCED FEATURES FOR IMAGE CLASSIFICATION VIA IMPROVED GENETIC PROGRAMMING...... 1596 Stanton R. Price ; Derek T. Anderson ; Steven R. Price

WEIGHTED-FEATURES CONSTRUCTION AS A BI-LEVEL PROBLEM ...... 1604 Marwa Hammami ; Slim Bechikh ; Chih-Cheng Hung ; Lamjed Ben Said

FEATURE BUNDLES AND THEIR EFFECT ON THE PERFORMANCE OF TREE-BASED EVOLUTIONARY CLASSIFICATION AND FEATURE SELECTION ALGORITHMS ...... 1612 Kourosh Neshatian ; Lucianne Varn

AN EQUIVALENT PENALTY COEFFICIENT METHOD: AN ADAPTIVE PENALTY APPROACH FOR POPULATION-BASED CONSTRAINED OPTIMIZATION...... 1620 Tetsuyuki Takahama ; Setsuko Sakai

A BI-LEVEL DIFFERENTIAL EVOLUTIONARY ALGORITHM FOR CONSTRAINED OPTIMIZATION ...... 1628 Guanghong Han ; Xi Chen

EVOLUTIONARY CONSTRAINED MULTI-OBJECTIVE OPTIMIZATION USING NSGA-II WITH DYNAMIC CONSTRAINT HANDLING ...... 1634 Ruwang Jiao ; Sanyou Zeng ; Changhe Li ; Witold Pedrycz

INVESTIGATING THE USE OF SEQUENCING AND INFEASIBILITY DRIVEN STRATEGIES FOR CONSTRAINED OPTIMIZATION...... 1642 Kamrul Hasan Rahi ; Hemant Kumar Singh ; Tapabrata Ray

CONSISTENT FEATURE CONSTRUCTION WITH CONSTRAINED GENETIC PROGRAMMING FOR EXPERIMENTAL PHYSICS ...... 1650 Noëlie Cherrier ; Jean-Philippe Poli ; Maxime Defurne ; Franck Sabatié

A NEW BI-LEVEL PSO ALGORITHM BASED ON DYNAMIC CONSTRAINT PROCESSING AND APPROXIMATE NAVIGATION ...... 1659 Long Zhao ; Jingxuan Wei

RADIAL BASIS FUNCTION ASSISTED OPTIMIZATION METHOD WITH BATCH INFILL SAMPLING CRITERION FOR EXPENSIVE OPTIMIZATION ...... 1664 Genghui Li ; Qingfu Zhang ; Jianyong Sun ; Zhonghua Han

SURROGATE-ASSISTED EXPENSIVE MANY-OBJECTIVE OPTIMIZATION BY MODEL FUSION...... 1672 Cheng He ; Ran Cheng ; Yaochu Jin ; Xin Yao

A THREE-STAGE SURROGATE MODEL ASSISTED MULTI-OBJECTIVE GENETIC ALGORITHM FOR COMPUTATIONALLY EXPENSIVE PROBLEMS...... 1680 Puyu Jiang ; Qi Zhou ; Jun Liu ; Yuansheng Cheng

A NOVEL SURROGATE-ASSISTED DIFFERENTIAL EVOLUTION FOR EXPENSIVE OPTIMIZATION PROBLEMS WITH BOTH EQUALITY AND INEQUALITY CONSTRAINTS ...... 1688 Zan Yang ; Haobo Qiu ; Liang Gao ; Chen Jiang ; Liming Chen ; Xiwen Cai

SURROGATE’S OPTIMA ASSISTED EVOLUTIONARY ALGORITHM FOR OPTIMIZATION OF EXPENSIVE PROBLEMS...... 1696 Xiwen Cai ; Liang Gao ; Fan Li

A PREFERENCE-BASED METHOD OF UPDATING THE SURROGATE MODEL BY BROAD LEARNING AND ITS APPLICATION ...... 1702 Chang Zhou ; Dunwei Gong ; Yi-Nan Guo ; Wenyin Gong

USING PLATEMO TO SOLVE MULTI-OBJECTIVE OPTIMIZATION PROBLEMS IN APPLICATIONS: A CASE STUDY ON FEATURE SELECTION ...... 1710 Ye Tian ; Shangshang Yang ; Xingyi Zhang ; Yaochu Jin

AN ADAPTIVE PARAMETER TUNING STRATEGY FOR MANY-OBJECTIVE EVOLUTIONARY ALGORITHM...... 1718 Wei Zheng ; Jianyong Sun ; Hui Li

ADAPTATION OF REFERENCE VECTORS FOR EVOLUTIONARY MANY-OBJECTIVE OPTIMIZATION OF PROBLEMS WITH IRREGULAR PARETO FRONTS ...... 1726 Qiqi Liu ; Yaochu Jin ; Martin Heiderich ; Tobias Rodemann

COVERAGE ENHANCEMENT OF MOEA/D-M2M FOR PROBLEMS WITH DIFFICULT-TO- APPROXIMATE PARETO FRONT BOUNDARIES ...... 1734 Hiroaki Fukumoto ; Akira Oyama

MOEA/D WITH AN IMPROVED MULTI-DIMENSIONAL MAPPING CODING SCHEME FOR CONSTRAINED MULTI-OBJECTIVE PORTFOLIO OPTIMIZATION...... 1742 Yi Chen ; Aimin Zhou

VISUALISATION OF PARETO FRONT APPROXIMATION: A SHORT SURVEY AND EMPIRICAL COMPARISONS ...... 1750 Huiru Gao ; Haifeng Nie ; Ke Li

STABILIZATION OF HIGHER PERIODIC ORBITS OF THE CHAOTIC LOGISTIC AND HÉNON MAPS USING META-EVOLUTIONARY APPROACHES...... 1758 Radomil Matousek ; Tomas Hulka

A BAYESIAN BASED HYPER-HEURISTIC APPROACH FOR GLOBAL OPTIMIZATION ...... 1766 Diego Oliva ; Marcella S. R. Martins

AUTOMATIC GENERATION OF OPTIMIZATION ALGORITHMS FOR PRODUCTION LOT- SIZING PROBLEMS...... 1774 Luís Filipe De Araújo Pessoa ; Bernd Hellingrath ; Fernando Buarque De Lima Neto

META-HEURISTIC APPROACHES TO TACKLE SKILL BASED GROUP ALLOCATION OF STUDENTS IN PROJECT BASED LEARNING COURSES ...... 1782 Ravneil Nand ; Anuraganand Sharma

HYPER-HEURISTICS REVERSED: LEARNING TO COMBINE SOLVERS BY EVOLVING INSTANCES ...... 1790 Ivan Amaya ; José Carlos Ortiz-Bayliss ; Santiago Conant-Pablos ; Hugo Terashima-Marín

THE SUM COLORING PROBLEM: A MEMETIC ALGORITHM BASED ON TWO INDIVIDUALS ...... 1798 Laurent Moalic ; Alexandre Gondran

GENETIC ALGORITHM FOR ROBUST TOTAL COLORING OF A FUZZY GRAPH ...... 1806 Arindam Dey ; Aayush Agarwal ; Pranav Dixit ; Tandra Pal

IN-DEPTH EVALUATION AND EXPERIMENTAL ANALYSIS OF A WEIGHT PRUNING GENETIC ALGORITHM ...... 1814 Sasa Janjic ; Parimala Thulasiraman ; Neil Bruce

DO GENERAL GENETIC ALGORITHMS PROVIDE BENEFITS WHEN SOLVING REAL PROBLEMS?...... 1822 Przemyslaw A. Grudniewski ; Adam J. Sobey

GENETIC ALGORITHM FOR SOLVING SPHERICAL OPTIMIZATION PROBLEMS...... 1830 Ankur Sinha ; Vaseem Shaikh

OPTIMAL DESIGN OF EXPERIMENTS FOR PRECISION AGRICULTURE USING A GENETIC ALGORITHM ...... 1838 Amy Peerlinck ; John Sheppard ; Julie Pastorino ; Bruce Maxwell

USING A GENETIC ALGORITHM TO REPLICATE ALLOPATRIC SPECIATION ...... 1846 Gary B. Parker ; Thomas B. Edwards

COMPLEX-VALUED-BASED LEARNING CLASSIFIER SYSTEM FOR POMDP ENVIRONMENTS ...... 1852 Keiki Takadama ; Daichi Yamazaki ; Masaya Nakata ; Hiroyuki Sato

ON THE IMPACT OF THE OBJECTIVE FUNCTION ON IMBALANCED DATA USING CARTESIAN GENETIC PROGRAMMING NEUROEVOLUTIONARY APPROACHES ...... 1860 Johnathan M. Melo Neto ; Heder S. Bernardino ; Helio J. C. Barbosa

SOLUTION AND FITNESS EVOLUTION (SAFE): A STUDY OF MULTIOBJECTIVE PROBLEMS...... 1868 Moshe Sipper ; Jason H. Moore ; Ryan J. Urbanowicz

COMPARISON OF STATISTICAL TABLE- AND NON-STATISTICAL TABLE-BASED XCS IN NOISY ENVIRONMENTS...... 1875 Takato Tatsumi ; Keiki Takadama

KNOWLEDGE EXTRACTION FROM XCSR BASED ON DIMENSIONALITY REDUCTION AND DEEP GENERATIVE MODELS...... 1883 Masakazu Tadokoro ; Satoshi Hasegawa ; Takato Tatsumi ; Hiroyuki Sato ; Keiki Takadama

ENHANCING K-NEAREST NEIGHBORS THROUGH LEARNING TRANSFORMATION FUNCTIONS BY GENETIC PROGRAMMING...... 1891 Kuan-Chun Huang ; Yu-Wei Wen ; Chuan-Kang Ting

MULTIFACTORIAL DIFFERENTIAL EVOLUTION WITH OPPOSITION-BASED LEARNING FOR MULTI-TASKING OPTIMIZATION ...... 1898 Yanan Yu ; Anmin Zhu ; Zexuan Zhu ; Qiuzhen Lin ; Jian Yin ; Xiaoliang Ma

MULTIPOPULATION OPTIMIZATION FOR MULTITASK OPTIMIZATION...... 1906 Zedong Tang ; Maoguo Gong ; Fenlong Jiang ; Hao Li ; Yue Wu

DIFFERENTIAL EVOLUTIONARY MULTI-TASK OPTIMIZATION ...... 1914 Xiaolong Zheng ; Yu Lei ; A. K. Qin ; Deyun Zhou ; Jiao Shi ; Maoguo Gong

MEMETIC EVOLUTION STRATEGY FOR REINFORCEMENT LEARNING ...... 1922 Xinghua Qu ; Yew-Soon Ong ; Yaqing Hou ; Xiaobo Shen

A HEURISTIC INITIALIZED MEMETIC ALGORITHM FOR THE JOINT ALLOCATION OF HETEROGENEOUS STOCHASTIC RESOURCES...... 1929 Yipeng Wang ; Bin Xin ; Lihua Dou ; Zhihong Peng

MULTITASKING MULTI-SWARM OPTIMIZATION...... 1937 Hui Song ; A. K. Qin ; Pei-Wei Tsai ; J. J. Liang

SURVIVABLE NETWORKS VIA UAV SWARMS GUIDED BY DECENTRALIZED REAL-TIME EVOLUTIONARY COMPUTATION...... 1945 George Leu ; Jiangjun Tang

OPTIMAL TRAJECTORY PATH GENERATION FOR JOINTED STRUCTURE OF EXCAVATOR USING GENETIC ALGORITHM ...... 1953 Ggyebong Jang ; Sung-Bae Cho

A HISTOGRAM ESTIMATION OF DISTRIBUTION ALGORITHM FOR REVERSIBLE LANES OPTIMIZATION PROBLEMS ...... 1960 Rui You ; Wei-Neng Chen ; Yue-Jiao Gong ; Ying Lin ; Jun Zhang

MAXIMUM POWER POINT TRACKING IN SOLAR PV UNDER PARTIAL SHADING CONDITIONS USING STOCHASTIC OPTIMIZATION TECHNIQUES ...... 1967 Arnold F. Sagonda ; Komla A. Folly

GLOBAL SENSITIVITY ANALYSIS USING AUGMENTED RADIAL BASIS FUNCTION ...... 1975 Zeping Wu ; Wenjie Wang ; Donghui Wang ; Weihua Zhang

A MAX-MIN ANT SYSTEM APPROACH TO AUTONOMOUS NAVIGATION ...... 1982 Chaomin Luo ; Saleh Alarabi ; Zhuming Bi ; Gene Eu Jan

WHICH SURROGATE WORKS FOR EMPIRICAL PERFORMANCE MODELLING? A CASE STUDY WITH DIFFERENTIAL EVOLUTION ...... 1988 Ke Li ; Zilin Xiang ; Kay Chen Tan

VORONOI-BASED EFFICIENT SURROGATE-ASSISTED EVOLUTIONARY ALGORITHM FOR VERY EXPENSIVE PROBLEMS...... 1996 Hao Tong ; Changwu Huang ; Jialin Liu ; Xin Yao

RELIABILITY-BASED ROBUST DESIGN OPTIMIZATION FOR CORRELATED VARIABLES USING SEQUENTIAL SURROGATE ASSISTED EVOLUTIONARY ALGORITHM ...... 2004 Suprayitno ; Jyh-Cheng Yu

EXPENSIVE INEQUALITY CONSTRAINTS HANDLING METHODS SUITABLE FOR DYNAMIC SURROGATE-BASED OPTIMIZATION ...... 2010 Chunna Li ; Hai Fang ; Chunlin Gong

A HYBRID SURROGATE-ASSISTED EVOLUTIONARY ALGORITHM FOR COMPUTATIONALLY EXPENSIVE MANY-OBJECTIVE OPTIMIZATION...... 2018 Kanzhen Wan ; Cheng He ; Auraham Camacho ; Ke Shang ; Ran Cheng ; Hisao Ishibuchi

EFFICIENT MULTI-OBJECTIVE EVOLUTIONARY ALGORITHM FOR CONSTRAINED GLOBAL OPTIMIZATION OF EXPENSIVE FUNCTIONS ...... 2026 Zhonghua Han ; Fei Liu ; Chenzhou Xu ; Keshi Zhang ; Qingfu Zhang

REGULAR PARETO FRONT SHAPE IS NOT REALISTIC...... 2034 Hisao Ishibuchi ; Linjun He ; Ke Shang

A MULTI-INDICATOR BASED SELECTION STRATEGY FOR EVOLUTIONARY MANY- OBJECTIVE OPTIMIZATION...... 2042 Hao Wang ; Chaoli Sun ; Yaochu Jin ; Shufen Qin ; Haibo Yu

ON THE COOPERATION OF MULTIPLE INDICATOR-BASED MULTI-OBJECTIVE EVOLUTIONARY ALGORITHMS...... 2050 Jesús Guillermo Falcón-Cardona ; Michael T. M. Emmerich ; Carlos A. Coello Coello

A MULTIOBJECTIVE TEST SUITE WITH HEXAGON PARETO FRONTS AND VARIOUS FEASIBLE REGIONS ...... 2058 Takashi Matsumoto ; Naoki Masuyama ; Yusuke Nojima ; Hisao Ishibuchi

IVF/GDE3 - IN VITRO FERTILIZATION METHOD COUPLED TO GDE3...... 2066 Sávio Menezes Sampaio ; Celso G. Camilo-Junior

ENHANCING LQR CONTROLLER USING OPTIMIZED REAL-TIME SYSTEM BY GDE3 AND NSGA-II ALGORITHMS AND COMPARING WITH CONVENTIONAL METHOD ...... 2074 Khizar Quresh ; Shahryar Rahnamayan ; Yuping He ; Ramiro Liscano

A REGIONAL MULTI-OBJECTIVE TABU SEARCH ALGORITHM FOR A GREEN HETEROGENEOUS DIAL-A-RIDE PROBLEM ...... 2082 Mehdi Abedi ; Raymond Chiong ; Rukshan Athauda ; Hany Seidgar ; Zbigniew Michalewicz ; Andrew Sturt

AUTOMATIC PARAMETER TUNING USING BAYESIAN OPTIMIZATION METHOD ...... 2090 Changwu Huang ; Bo Yuan ; Yuanxiang Li ; Xin Yao

AN STUDY OF OPERATOR DESIGN UNDER AN ADAPTIVE APPROACH FOR SOLVING THE CROSS-DOCKS VEHICLE ROUTING PROBLEM ...... 2098 Jose-Manuel Urtasun ; Elizabeth Montero

GENERATION OF A CORPORATE SOUND LOGO BASED ON SYMBIOTIC EVOLUTION...... 2106 Noriko Otani

FUSING CREATIVE OPERATIONS INTO EVOLUTIONARY COMPUTATION FOR COMPOSITION: FROM A COMPOSER’S PERSPECTIVE...... 2113 Chun-Yien Chang ; Ying-Ping Chen

MU_PSYC: MUSIC PSYCHOLOGY ENRICHED GENETIC ALGORITHM...... 2121 Brae Stoltz ; Alex Aravind

APPLICATION OF EVOLUTIONARY MULTIOBJECTIVE OPTIMIZATION IN L1- REGULARIZATION OF CNN...... 2129 Misaki Kitahashi ; Hisashi Handa

ADVERSARIAL EXAMPLE GENERATION USING EVOLUTIONARY MULTI-OBJECTIVE OPTIMIZATION ...... 2136 Takahiro Suzuki ; Shingo Takeshita ; Satoshi Ono

A STUDY OF PARETO-BASED METHODS FOR ENSEMBLE POOL GENERATION AND AGGREGATION ...... 2145 Victor Henrique Alves Ribeiro ; Gilberto Reynoso-Meza

A PRELIMINARY STUDY OF ADAPTIVE TASK SELECTION IN EXPLICIT EVOLUTIONARY MANY-TASKING ...... 2153 Q. Shang ; L. Zhang ; L. Feng ; Y. Hou ; J. Zhong ; A. Gupta ; K. C. Tan ; H.-L. Liu

AN EFFECTIVE MEMETIC ALGORITHM FOR RESOURCE CONSTRAINED PROJECT SCHEDULING PROBLEM ...... 2160 Humyun Fuad Rahman ; Ripon Kumar Chakrabortty ; Michael J Ryan

A MEMETIC ALGORITHM FOR SYMBOLIC REGRESSION ...... 2167 Haoyuan Sun ; Pablo Moscato

ONLINE DIVERSITY CONTROL IN SYMBOLIC REGRESSION VIA A FAST HASH-BASED TREE SIMILARITY MEASURE ...... 2175 Bogdan Burlacu ; Michael Affenzeller ; Gabriel Kronberger ; Michael Kommenda

A PARTICLE SWARM APPROACH TO MITIGATE THE APPARENT DIVERSITY-ACCURACY DILEMMA IN RECOMMENDATION DOMAINS IN RECOMMENDATION DOMAINS...... 2183 Diego Carvalho ; Nícollas Silva ; Tiago Trotta ; Adriano C. M. Pereira ; Fernando Mourão ; Leonardo Rocha

A NOVEL MEMETIC ALGORITHM WITH EXPLICIT CONTROL OF DIVERSITY FOR THE MENU PLANNING PROBLEM...... 2191 Carlos Segura ; Gara Miranda ; Eduardo Segredo ; Joel Chacón

SIGNAL CONTROL OF URBAN TRAFFIC NETWORK BASED ON MULTI-AGENT ARCHITECTURE AND FIREWORKS ALGORITHM ...... 2199 Zhimin Qiao ; Liangjun Ke ; Xiaoqiang Wang ; Xin Lu

BARE BONES FIREWORKS ALGORITHM FOR FEATURE SELECTION AND SVM OPTIMIZATION ...... 2207 Eva Tuba ; Ivana Strumberger ; Nebojsa Bacanin ; Raka Jovanovic ; Milan Tuba

FIREWORKS ALGORITHM FOR MULTIMODAL OPTIMIZATION USING A DISTANCE- BASED EXCLUSIVE STRATEGY...... 2215 Jun Yu ; Hideyuki Takagi ; Ying Tan

UNIVERSAL RULES FOR FOOLING DEEP NEURAL NETWORKS BASED TEXT CLASSIFICATION...... 2221 Di Li ; Danilo Vasconcellos Vargas ; Sakurai Kouichi

IMPROVING ATTACK DETECTION OF C4.5 USING AN EVOLUTIONARY ALGORITHM...... 2229 Javier Maldonado ; María-Cristina Riff ; Elizabeth Montero

USING EXPLORATORY TESTING FOR DECISION SUPPORT IN CHOOSING A SECURITY MECHANISM ...... 2236 Jonathan Hudson ; Jörg Denzinger

MULTIFACTORIAL EVOLUTIONARY ALGORITHM ENHANCED WITH CROSS-TASK SEARCH DIRECTION...... 2244 Jian Yin ; Anmin Zhu ; Zexuan Zhu ; Yanan Yu ; Xiaoliang Ma

AUTOMATING KNOWLEDGE TRANSFER WITH MULTI-TASK OPTIMIZATION...... 2252 Eric O. Scott ; Kenneth A. De Jong

GENETIC PROGRAMMING BASED TRANSFER LEARNING FOR DOCUMENT CLASSIFICATION WITH SELF-TAUGHT AND ENSEMBLE LEARNING...... 2260 Wenlong Fu ; Bing Xue ; Xiaoying Gao ; Mengjie Zhang

A NEW PREDICTION APPROACH FOR DYNAMIC MULTIOBJECTIVE OPTIMIZATION...... 2268 Ali Ahrari ; Saber Elsayed ; Ruhul Sarker ; Daryl Essam

MEMORY-BASED MULTI-POPULATION GENETIC LEARNING FOR DYNAMIC SHORTEST PATH PROBLEMS...... 2276 Yiya Diao ; Changhe Li ; Sanyou Zeng ; Michalis Mavrovouniotis ; Shengxiang Yang

HOW LEARNING STRATEGIES CAN PROMOTE AN EVOLVING POPULATION IN DYNAMIC ENVIRONMENTS...... 2284 Nam Le ; Michael O‘neill ; Anthony Brabazon

INTERPOLATING LOCAL AND GLOBAL SEARCH BY CONTROLLING THE VARIANCE OF STANDARD BIT MUTATION...... 2292 Furong Ye ; Carola Doerr ; Thomas Bäck

DILATION FUNCTIONS IN GLOBAL OPTIMIZATION...... 2300 Marco S. Nobile ; Paolo Cazzaniga ; Daniel A. Ashlock

FITNESS LANDSCAPE ANALYSIS IN DATA-DRIVEN OPTIMIZATION: AN INVESTIGATION OF CLUSTERING PROBLEMS ...... 2308 Marcus Gallagher

AUTOMATIC DATA CLUSTERING BASED ON HYBRID ATOM SEARCH OPTIMIZATION AND SINE-COSINE ALGORITHM ...... 2315 Mohamed Abd Elaziz ; Neggaz Nabil ; Ahmed A. Ewees ; Songfeng Lu

A HYBRID EVOLUTIONARY ALGORITHM WITH HEURISTIC MUTATION FOR MULTI- OBJECTIVE BI-CLUSTERING ...... 2323 Slim Bechikh ; Maha Elarbi ; Chih-Cheng Hung ; Sabrine Hamdi ; Lamjed Ben Said

PEACOCK ALGORITHM...... 2331 Reshu Chaudhary ; Hema Banati

CONFIGURATION DESIGN OF MECHANICAL ASSEMBLIES USING AN ESTIMATION OF DISTRIBUTION ALGORITHM AND CONSTRAINT PROGRAMMING ...... 2339 Hyunmin Cheong ; Mehran Ebrahimi ; Adrian Butscher ; Francesco Iorio

EVOLUTIONARY COMPUTATION AUTOMATED DESIGN OF SHIP HULL FORMS FOR THE INDUSTRY 4.0 ERA...... 2347 Joo Hock Ang ; Cindy Goh ; Ciel Thaddeus Choo ; Juveno ; Zhi Ming Lee ; Vijay Prabhakarrao Jirafe ; Yun Li

A NEW METHOD FOR DYNAMIC ECONOMIC EMISSION DISPATCH PROBLEM ...... 2355 Chia-Ling Huang ; Chen-Wei Jao ; Xianyong Zhang ; Wei-Chang Yeh ; Vera Yuk Ying Chung ; Jinhai Wang ; Jun Yang ; Yun-Zhi Jiang

EVODNN - AN EVOLUTIONARY DEEP NEURAL NETWORK WITH HETEROGENEOUS ACTIVATION FUNCTIONS...... 2362 Peiyu Cui ; Boris Shabash ; Kay C. Wiese

REPRESENTATION FOR EVOLUTION OF EPIDEMIC MODELS ...... 2370 Michael Dubé ; Sheridan Houghten ; Daniel Ashlock

PARAMETER TUNING OF A PEAK FITTING ALGORITHM WITH AN EVOLVED EXPERIMENTAL DESIGN ...... 2378 Rachel Brown ; Daniel Ashlock

GAEEII: AN OPTIMISED GENETIC ALGORITHM ENDMEMBER EXTRACTOR FOR HYPERSPECTRAL UNMIXING...... 2386 Douglas Winston Ribeiro Soares ; Gustavo Teodoro Laureano ; Celso Gonçalves Camilo Junior

A BENCHMARK OF POPULATION-BASED METAHEURISTIC ALGORITHMS FOR HIGH- DIMENSIONAL MULTI-LEVEL IMAGE THRESHOLDING...... 2394 Seyed Jalaleddin Mousavirad ; Gerald Schaefer ; Hossein Ebrahimpour-Komleh

DESIGN OF A COMPUTATIONALLY ECONOMICAL IMAGE CLASSIFIER USING GENERIC FEATURES...... 2402 Rohan Basu Roy ; Anisha Halder Roy ; Amit Konar ; Atulya Nagar

REFERENCES OR PREFERENCES – RETHINKING MANY-OBJECTIVE EVOLUTIONARY OPTIMIZATION ...... 2410 Guo Yu ; Yaochu Jin ; Markus Olhofer

THE G-DOMINANCE RELATION FOR PREFERENCE-BASED EVOLUTIONARY MULTI- OBJECTIVE OPTIMIZATION...... 2418 Wenjian Luo ; Luming Shi ; Xin Lin ; Carlos A. Coello Coello

A NEW SELECTION STRATEGY FOR DECOMPOSITION-BASED EVOLUTIONARY MANY- OBJECTIVE OPTIMIZATION...... 2426 Shufen Qin ; Chaoli Sun ; Yaochu Jin ; Lier Lan ; Ying Tan

TWO-LAYERED WEIGHT VECTOR SPECIFICATION IN DECOMPOSITION-BASED MULTI- OBJECTIVE ALGORITHMS FOR MANY-OBJECTIVE OPTIMIZATION PROBLEMS ...... 2434 Hisao Ishibuchi ; Ryo Imada ; Naoki Masuyama ; Yusuke Nojima

IMPROVING ALGORITHM RESPONSE TO PREFERENCE CHANGES IN MULTIOBJECTIVE OPTIMISATION USING ARCHIVES ...... 2442 Kendall Taylor ; Xiaodong Li ; Jeffrey Chan

MULTIOBJECTIVE MEMETIC ALGORITHM FOR VITAL NODES IDENTIFICATION IN COMPLEX NETWORKS ...... 2450 Juanjuan Luo ; Huadong Ma ; Dongqing Zhou

A NOVEL PARETO-VIKOR INDEX FOR RANKING SCIENTISTS’ PUBLICATION IMPACTS: A CASE STUDY ON EVOLUTIONARY COMPUTATION RESEARCHERS ...... 2458 Azam Asilian Bidgoli ; Shahryar Rahnamayan ; Sedigheh Mahdavi ; Kalyanmoy Deb

DRIVING PROFILE USING EVOLUTIONARY COMPUTATION ...... 2466 Nuno Lourenço ; Bruno Cabral ; Jorge Granjal

OPTIMISING TEAM SPORT TRAINING PLANS WITH GRAMMATICAL EVOLUTION ...... 2474 Mark Connor ; David Fagan ; Michael O’Neill

EVOLUTIONARY OPTIMIZATION OF AIR-CONDITIONING SCHEDULE ROBUST FOR TEMPERATURE FORECAST ERRORS ...... 2482 Yoshihiro Ohta ; Hiroyuki Sato

EVOLUTIONARY MULTITASKING FOR SEMANTIC WEB SERVICE COMPOSITION ...... 2490 Chen Wang ; Hui Ma ; Gang Chen ; Sven Hartmann

IDENTIFYING ISOLATED MICROGRIDS IN RURAL AREAS : AN EVOLUTIONARY ALGORITHM APPROACH FOR A GRAPH CLUSTERING PROBLEM...... 2498 Manou Rosenberg ; James Fletcher ; Mark Reynolds ; Tim French ; Lyndon While

USER AND TASK IDENTIFICATION OF SMARTWATCH DATA WITH AN ENSEMBLE OF NONLINEAR SYMBOLIC MODELS ...... 2506 James Alexander Hughes ; Joseph Alexander Brown ; Adil Mehmood Khan ; Asad Masood Khattak ; Mark Daley

EVOLUTIONARY SYNTHETIC MINORITY OVERSAMPLING TECHNIQUE WITH RANDOM FOREST FOR WARFARIN DOSE PREDICTION IN CHINESE PATIENTS...... 2514 Yanyun Tao ; Kaixin Wang ; Yuzhen Zhang

A WEAK SUPERVISION TECHNIQUE WITH A GENERATIVE MODEL FOR IMPROVED GENE CLUSTERING...... 2521 Pratik Dutta ; Sriparna Saha

A RANKING BASED TECHNIQUE TO PREDICT PROTEIN COMPLEXES ...... 2529 Archana Chowdhury ; Pratyusha Rakshit ; Amit Konar ; Atulya K. Nagar

EVOLUTION OF BIOLOGICAL EYE IN COMPUTER SIMULATION...... 2537 Neil Vaughan

MULTI-ROUND RANDOM SUBSPACE FEATURE SELECTION FOR INCOMPLETE GENE EXPRESSION DATA ...... 2544 Will Pearson ; Cao Truong Tran ; Mengjie Zhang ; Bing Xue

ANTS FOR IDENTIFYING AND OPTIMIZING THE CORE SET K-COVERING PROBLEM...... 2552 Sameh Al-Shihabi

FEATURE SELECTION IN CLASSIFICATION USING BINARY MAX-MIN ANT SYSTEM WITH DIFFERENTIAL EVOLUTION...... 2559 Jennifer Joyce M. Montemayor ; Renato V. Crisostomo

EFFECTIVE ACO-BASED MEMETIC ALGORITHMS FOR SYMMETRIC AND ASYMMETRIC DYNAMIC CHANGES...... 2567 Michalis Mavrovouniotis ; Iaê S. Bonilha ; Felipe M. Müller ; Georgios Ellinas ; Marios Polycarpou

AN ANT COLONY OPTIMIZATION BASED APPROACH TO ADJUST PUBLIC TRANSPORTATION NETWORK ...... 2575 Wei Hu ; Chunlu Wang ; Xingquan Zuo

ELECTRIC VEHICLE CHARGING SCHEDULING USING ANT COLONY SYSTEM ...... 2581 Michalis Mavrovouniotis ; Georgios Ellinas ; Marios Polycarpou

AN EFFICIENT MULTI-OBJECT DETECTION APPROACH WITH CHAOTIC MODEL OF ANT COLONY...... 2589 Benlian Xu ; Mingli Lu ; Jian Shi

SBFSS: SIMPLIFIED BINARY FISH SCHOOL SEARCH ...... 2595 Clodomir J. Santana ; Carmelo J. A. Bastos-Filho ; Mariana Macedo ; Hugo Siqueira

SURPRISINGLY POPULAR ALGORITHM-BASED COMPREHENSIVE ADAPTIVE TOPOLOGY LEARNING PSO ...... 2603 Quanlong Cui ; Chuan Tang ; Guiping Xu ; Chunguo Wu ; Xiaohu Shi ; Yanchun Liang ; Liang Chen ; Heow Pueh Lee ; Han Huang

A PSO-BASED ALGORITHM FOR RESERVE PRICE OPTIMIZATION IN ONLINE AD AUCTIONS...... 2611 Jason Rhuggenaath ; Alp Akcay ; Yingqian Zhang ; Uzay Kaymak

SELF-ADAPTIVE DISCRETE FIREFLY ALGORITHM FOR MINIMAL PERTURBATION IN DYNAMIC CONSTRAINT SATISFACTION PROBLEMS ...... 2620 Mahdi Bidar ; Malek Mouhoub

A MULTI-OBJECTIVE PROBLEM IN A PSO-BASED CONTROL SYSTEM FOR MAXIMUM POWER POINT TRACKING...... 2628 Shin Yasukawa ; Toshimichi Saito

A MODIFIED PARTICLE SWARM OPTIMIZATION FOR PARAMETERS IDENTIFICATION OF PHOTOVOLTAIC MODELS...... 2634 K. J. Yu ; S. L. Ge ; B. Y. Qu ; J. J. Liang

A GRAMMATICAL EVOLUTION APPROACH FOR THE AUTOMATED GENERATION OF PERTURBATIVE HEURISTICS ...... 2642 George Mweshi ; Nelishia Pillay

HYPER-PARAMETER OPTIMIZATION FOR IMPROVING THE PERFORMANCE OF GRAMMATICAL EVOLUTION ...... 2649 Hao Wang ; Yitan Lou ; Thomas Bäck

GENETIC PROGRAMMING WITH RADEMACHER COMPLEXITY FOR SYMBOLIC REGRESSION...... 2657 Christian Raymond ; Qi Chen ; Bing Xue ; Mengjie Zhang

A CO-EVOLUTIONARY CARTESIAN GENETIC PROGRAMMING WITH ADAPTIVE KNOWLEDGE TRANSFER...... 2665 Jinghui Zhong ; Linhao Li ; Wei-Li Liu ; Liang Feng ; Xiao-Min Hu

DATA-DRIVEN MODELLING OF DYNAMICAL SYSTEMS USING TREE ADJOINING GRAMMAR AND GENETIC PROGRAMMING ...... 2673 Dhruv Khandelwal ; Maarten Schoukens ; Roland Tóth

A HYBRID GENETIC PROGRAMMING HYPER-HEURISTIC APPROACH FOR ONLINE TWO- LEVEL RESOURCE ALLOCATION IN CONTAINER-BASED CLOUDS ...... 2681 Boxiong Tan ; Hui Ma ; Yi Mei

EVOLUTIONARY PLANNING FOR MULTI-USER MULTI-TASK MISSIONS...... 2689 Rahul Kala

SENSOR BASED EVOLUTIONARY MISSION PLANNING ...... 2697 Akanksha Bhardwaj ; Rahul Kala

COMPARING DIRECT AND INDIRECT REPRESENTATIONS FOR ENVIRONMENT- SPECIFIC ROBOT COMPONENT DESIGN...... 2705 Jack Collins ; Ben Cottier ; David Howard

THE COST OF COMPLEXITY IN ROBOT BODIES...... 2713 Danielle Nagar ; Alexander Furman ; Geoff Nitschke

A STUDY ON ONLINE HYPER-HEURISTIC LEARNING FOR SWARM ROBOTS ...... 2721 Shuang Yu ; Andy Song ; Aldeida Aleti

THE EFFECTS OF CONTROLLER REPRESENTATION ON THE EVOLUTION OF THE VARIABLE SPEED TURN-CIRCLE INTERCEPT PROBLEM ...... 2729 Pavlos Androulakakis ; Zachariah E. Fuchs

EVALUATION AND VALIDATION OF SEMI-SUPERVISED ANT-INSPIRED SENTENCE- LEVEL SENTIMENT PREDICTION CLUSTERING ...... 2738 Mohammed Qasem ; Parimala Thulasiraman

GRADIENT-FREE ALGORITHMS FOR GRAPH EMBEDDING...... 2746 Liang Qu ; Yuhui Shi

EXPLORING MULTI-OBJECTIVE OPTIMIZATION FOR MULTI-LABEL CLASSIFIER ENSEMBLES...... 2753 Sriparna Sahâ ; Debanjan Sarkar ; Stefan Kramer

A KNOWLEDGE DISCOVERY OF RELATIONSHIPS AMONG DATASET ENTITIES USING OPTIMUM HIERARCHICAL CLUSTERING BY DE ALGORITHM...... 2761 Sedigheh Mahdavi ; Shahryar Rahnamayan ; Kalyanmoy Deb ; Mitra Rahnamayan

ISLAND MODEL GENETIC ALGORITHM FOR FEATURE SELECTION IN NON- TRADITIONAL CREDIT RISK EVALUATION...... 2771 Yue Liu ; Adam Ghandar ; Georgios Theodoropoulos

NEW FITNESS FUNCTIONS IN GENETIC PROGRAMMING FOR CLASSIFICATION WITH HIGH-DIMENSIONAL UNBALANCED DATA ...... 2779 Wenbin Pei ; Bing Xue ; Lin Shang ; Mengjie Zhang

VARIABLE GRID RESOLUTION BASED EVOLUTIONARY MULTI-OBJECTIVE OPTIMIZATION TOWARDS MICRO-SITING...... 2787 Prateek Mittal ; Kishalay Mitra

SOLVING DYNAMIC MULTI-OBJECTIVE OPTIMIZATION PROBLEMS USING INCREMENTAL SUPPORT VECTOR MACHINE ...... 2794 Weizhen Hu ; Min Jiang ; Xing Gao ; Kay Chen Tan ; Yiu-Ming Cheung

NSGA-II WITH LOCAL SEARCH FOR MULTI-OBJECTIVE APPLICATION DEPLOYMENT IN MULTI-CLOUD...... 2800 Hui Ma ; Alexandre Sawczuk Da Silva ; Wentao Kuang

MULTI-OBJECTIVE APPROACH FOR SEMI-SUPERVISED DISCRIMINANT ANALYSIS WITH RELATIVE DISTANCE...... 2808 Rakesh Kumar Sanodiya ; Sriparna Saha ; Jimson Mathew ; Michelle Davies Thalakottur ; Utkarshinee Aadya

SOLVING THE MULTI-COMMODITY FLOW PROBLEM USING A MULTI-OBJECTIVE GENETIC ALGORITHM ...... 2816 Noel Farrugia ; Johann A. Briffa ; Victor Buttigieg

A MULTI-OBJECTIVE MULTI-FACTORIAL EVOLUTIONARY ALGORITHM WITH REFERENCE-POINT-BASED APPROACH...... 2824 Huynh Thi Thanh Binh ; Nguyen Quoc Tuan ; Doan Cao Thanh Long

COMPOSING DISTRIBUTED DATA-INTENSIVE WEB SERVICES USING A FLEXIBLE MEMETIC ALGORITHM...... 2832 Soheila Sadeghiram ; Hui Ma ; Gang Chen

GENETIC APPROACH TO STABLE PARTITIONING IN ONLINE ROLE BASED HEDONIC GAMES ...... 2840 Tsenguun Tsogbadrakh ; Matthew Spradling

DIVERSITY IMPROVES TEAMWORK: OPTIMISING TEAMS USING A GENETIC ALGORITHM ...... 2848 Soo Ling Lim ; Peter J. Bentley

RE-PARAMETRISING COST MATRICES FOR TUNING MODEL PREDICTIVE CONTROLLERS...... 2856 Robert Chin ; Jonathan E. Rowe

CLUSTERING NETWORKS BASED ON PHYSARUM OPTIMIZATION FOR SEISMIC CATALOGS ANALYSIS...... 2864 Prasunika Khare ; Satyasai Jagannath Nanda ; Rahul Kumar Vijay

ENSEMBLE OF STRATEGIES AND PERTURBATION PARAMETER BASED SOMA FOR CONSTRAINED TECHNOLOGICAL DESIGN OPTIMIZATION PROBLEM ...... 2872 Roman Senkerik ; Tomas Kadavy ; Adam Viktorin ; Michal Pluhacek

RANDOM KEY SELF–ORGANIZING MIGRATING ALGORITHM FOR PERMUTATION PROBLEMS...... 2878 Pavel Kromer ; Jan Janoušek ; Jan Platoš

ON THE PARTICLE SWARM OPTIMIZATION CONTROL USING ANALYTIC PROGRAMMING AND SELF ORGANIZING MIGRATING ALGORITHM...... 2886 Lukas Tomaszek ; Mohammed Chadli

MODIFIED SOMA FOR OPTIMAL CONTROL PROBLEM* ...... 2894 Askhat Diveev ; Elena Sofronova ; Elizaveta Shmalko

QDSOMA: TOWARDS THE UTILIZATION OF QUANTUM COMPUTING WITHIN SOMA...... 2900 Petr Gajdoš ; Marek Behálek ; Jan Janoušek ; Pavel Krömer

INTRODUCING SELF-ADAPTIVE PARAMETERS TO SELF-ORGANIZING MIGRATING ALGORITHM ...... 2908 Tomas Kadavy ; Michal Pluhacek ; Roman Senkerik ; Adam Viktorin

A HEURISTIC BASED ON RANDOMIZED GREEDY ALGORITHMS FOR THE CLUSTERED SHORTEST-PATH TREE PROBLEM...... 2915 Pham Dinh Thanh ; Huynh Thi Thanh Binh ; Do Dinh Dac ; Nguyen Binh Long ; Le Minh Hai Phong

MINIMAL NODE PLACEMENT FOR ENSURING TARGET COVERAGE WITH NETWORK CONNECTIVITY AND FAULT TOLERANCE CONSTRAINTS IN WIRELESS SENSOR NETWORKS...... 2923 Nguyen Thi Hanh ; Huynh Thi Thanh Binh ; Nguyen Van Son ; Phan Ngoc Lan

CLUSTERING AND RANKING BASED METHODS FOR SELECTING TUNED SEARCH HEURISTIC PARAMETERS ...... 2931 Christoph Waibel ; Ralph Evins ; Jan Carmeliet

MODULATION OF FORCE VECTORS FOR EFFECTIVE SHEPHERDING OF A SWARM: A BI- OBJECTIVE APPROACH...... 2941 Hemant Singh ; Benjamin Campbell ; Saber Elsayed ; Anthony Perry ; Robert Hunjet ; Hussein Abbass

SIMILARITY OF CONTINUOUS OPTIMIZATION PROBLEMS FROM THE ALGORITHM PERFORMANCE PERSPECTIVE ...... 2949 Yong-Wei Zhang ; Saman K. Halgamuge

A NEW BRAINSTORMING BASED ALGORITHM FOR THE COMMUNITY DETECTION PROBLEM...... 2958 Zohra Beldi ; Malika Bessedik

RBFA: RADIAL BASIS FUNCTION AUTOENCODERS ...... 2966 Maisa Daoud ; Michael Mayo ; Sally Jo Cunningham

ON EVOLUTIONARY CLASSIFICATION ENSEMBLES ...... 2974 Aleksandra Kardas ; Michal Kawulok ; Jakub Nalepa

XCS WITH COMBINED REWARD METHOD (XCSCR) FOR POLICY SEARCH IN MULTISTEP PROBLEMS...... 2982 Zheming Zhang ; Will N. Browne ; Dale A. Carnegie

AN EVOLUTIONARY MACHINE LEARNING APPROACH TOWARDS LESS CONSERVATIVE ROBUST OPTIMIZATION ...... 2990 Priyanka D. Pantula ; Kishalay Mitra

MODELLING STANDARD WORK WITH SIMPLE VIRTUAL AGENTS ...... 2998 Daniel Ashlock ; Amanda Saunders ; James Marshall ; David Calder

INSTANCE BASED TRANSFER LEARNING FOR GENETIC PROGRAMMING FOR SYMBOLIC REGRESSION ...... 3006 Qi Chen ; Bing Xue ; Mengjie Zhang

QUATERNION-BASED BACKTRACKING SEARCH OPTIMIZATION ALGORITHM...... 3014 Leandro Aparecido Passos ; Douglas Rodrigues ; João Paulo Papa

QUANTUM DIFFERENTIAL EVOLUTION: AN INVESTIGATION...... 3022 Kangjing Li ; Saber Elsayed ; Ruhul Sarker ; Daryl Essam

HYBRID PARAMETER ADAPTATION STRATEGY FOR DIFFERENTIAL EVOLUTION TO SOLVE REAL-WORLD PROBLEMS...... 3030 Mokhtar Essaid ; Mathieu Brévilliers ; Julien Lepagnot ; Lhassane Idoumghar ; Daniel Fodorean

AN ANALYSIS ON THE EFFECT OF SELECTION ON EXPLORATION IN PARTICLE SWARM OPTIMIZATION AND DIFFERENTIAL EVOLUTION...... 3037 Stephen Chen ; Antonio Bolufé-Röhler ; James Montgomery ; Tim Hendtlass

ON THE BEHAVIOUR OF DIFFERENTIAL EVOLUTION FOR PROBLEMS WITH DYNAMIC LINEAR CONSTRAINTS...... 3045 Frank Neumann ; Maryam Hasani-Shoreh ; María-Yaneli Ameca-Alducin ; Wilson Blaikie ; Marc Schoenauer

A SIMPLE AND EFFECTIVE TERMINATION CONDITION FOR BOTH SINGLE- AND MULTI- OBJECTIVE EVOLUTIONARY ALGORITHMS...... 3053 Saku Kukkonen ; Carlos A. Coello Coello

CAPSO: A PARALLELIZED MULTIOBJECTIVE CULTURAL ALGORITHM PARTICLE SWARM OPTIMIZER ...... 3060 Samuel Dustin Stanley ; Khalid Kattan ; Robert Reynolds

A PARALLEL TABU SEARCH FOR THE LARGE-SCALE QUADRATIC ASSIGNMENT PROBLEM...... 3070 Omar Abdelkafi ; Bilel Derbel ; Arnaud Liefooghe

COMPARATIVE ANALYSIS OF TWO ASYNCHRONOUS PARALLELIZATION VARIANTS FOR A MULTI-OBJECTIVE COEVOLUTIONARY SOLVER ...... 3078 Alexandru-Ciprian Zavoianu ; Susanne Saminger-Platz ; Wolfgang Amrhein

DISTRIBUTED NSGA-II SHARING EXTREME NON-DOMINATED SOLUTIONS FOR IMPROVING ACCURACY AND ACHIEVING SPEED-UP ...... 3086 Yuji Sato ; Mikiko Sato ; Minami Miyakawa

PARALLELIZATION STRATEGIES FOR GPU-BASED ANT COLONY OPTIMIZATION SOLVING THE TRAVELING SALESMAN PROBLEM...... 3094 Breno A. M. Menezes ; Herbert Kuchen ; Hugo A. Amorim Neto ; Fernando B. De Lima Neto

ACHIEVING FLEXIBLE SCHEDULING OF HETEROGENEOUS WORKFLOWS IN CLOUD THROUGH A GENETIC PROGRAMMING BASED APPROACH...... 3102 Yongbo Yu ; Yalian Feng ; Hui Ma ; Aaron Chen ; Chen Wang

THE EZOPT OPTIMISATION FRAMEWORK...... 3110 Tim Hendtlass

RANDOM WALK MUTATION-BASED DE WITH EDA FOR NONLINEAR EQUATIONS SYSTEMS ...... 3118 Zuowen Liao ; Wenyin Gong ; Zhihua Cai ; Ling Wang ; Yong Wang

CEC REAL-PARAMETER OPTIMIZATION COMPETITIONS: PROGRESS FROM 2013 TO 2018 ...... 3126 Urban Škvorc ; Tome Eftimov ; Peter Korošec

A METAHEURISTIC FOR BILEVEL OPTIMIZATION USING TYKHONOV REGULARIZATION AND THE QUASI-NEWTON METHOD ...... 3134 Jesús-Adolfo Mejía-De-Dios ; Efrén Mezura-Montes

ON-LINE SEARCH HISTORY-ASSISTED RESTART STRATEGY FOR COVARIANCE MATRIX ADAPTATION EVOLUTION STRATEGY ...... 3142 Yang Lou ; Shiu Yin Yuen ; Guanrong Chen ; Xin Zhang

NEW IMPROVED SALSHADE-CNEPSIN ALGORITHM WITH ADAPTIVE PARAMETERS...... 3150 Rohit Salgotra ; Urvinder Singh ; Sriparna Saha ; Atulya Nagar

INTRODUCING THE DYNAMIC CUSTOMER LOCATION-ALLOCATION PROBLEM...... 3157 Reginald Ankrah ; Benjamin Lacroix ; John McCall ; Andrew Hardwick ; Anthony Conway

INVESTIGATION OF ASYNCHRONY IN DYNAMIC MULTI-OBJECTIVE OPTIMIZATION...... 3165 Daniel Herring ; Michael Kirley ; Xin Yao

MODIFIED SELECTION AND SEARCH IN LEARNING AUTOMATA BASED ARTIFICIAL BEE COLONY IN NOISY ENVIRONMENT ...... 3173 Pratyusha Rakshit ; Amit Konar ; Atulya K. Nagar

A GREEDY, GENERATIVE, LATTICE REPRESENTATION FOR POINT PACKING...... 3181 Daniel Ashlock ; Jeremy Gilbert

LARGE-SCALE OPTIMIZATION USING CENTER-BASED DIFFERENTIAL EVOLUTION WITH DYNAMIC MUTATION SCHEME...... 3189 Hanan Hiba ; Amin Ibrahim ; Shahryar Rahnamayan

AN EVOLUTIONARY DEEP LEARNING APPROACH USING GENETIC PROGRAMMING WITH CONVOLUTION OPERATORS FOR IMAGE CLASSIFICATION...... 3197 Ying Bi ; Bing Xue ; Mengjie Zhang

EVOLVING COLLECTIVE COGNITION OF ROBOTIC SWARMS IN THE FORAGING TASK WITH POISON...... 3205 Motoaki Hiraga ; Yufei Wei ; Kazuhiro Ohkura

SEARCH PROPERTY OF NONLINEAR MAP OPTIMIZATION...... 3213 Kenya Jin’No ; Tomoyuki Sasaki ; Hidehiro Nakano

APPLICATION OF MOEA/D TO A TRADE-OFF PROBLEM BETWEEN MAXIMUM POWER POINT AND STABILITY ...... 3221 Tomoyuki Togawa ; Yusuke Kunii ; Shin Yasukawa ; Toshimichi Saito

TRUST IN COMPUTATIONAL INTELLIGENCE SYSTEMS: A CASE STUDY IN PUBLIC PERCEPTIONS...... 3227 Keeley Crockett ; Sean Goltz ; Matt Garratt ; Annabel Latham

UNLOCKING THE BLACK BOX OF WEARABLE INTELLIGENCE: ETHICAL CONSIDERATIONS AND SOCIAL IMPACT ...... 3235 Lauri Tuovinen ; Alan F. Smeaton

LEARNING TO RANK PEPTIDE-SPECTRUM MATCHES USING GENETIC PROGRAMMING ...... 3244 Samaneh Azari ; Mengjie Zhang ; Bing Xue ; Lifeng Peng

GENERATING NONLINEAR MODELS OF FUNCTIONAL CONNECTIVITY FROM FUNCTIONAL MAGNETIC RESONANCE IMAGING DATA WITH GENETIC PROGRAMMING ...... 3252 James Alexander Hughes ; Mark Daley

PARALLEL ISLAND MODEL GENETIC ALGORITHMS APPLIED IN NP-HARD PROBLEMS...... 3262 Lucas A. Da Silveira ; José L. Soncco-álvarez ; Thaynara A. De Lima ; Mauricio Ayala-Rincón

AN IMPROVED GAUSSIAN PIGEON-INSPIRED OPTIMIZATION ALGORITHM ...... 3270 Jiahao He ; Yanbin Liu ; Boyi Chen ; Chunlun Yi

HYBRID ISMC-PIO AND RECEDING HORIZON CONTROL FOR UAVS FORMATION...... 3277 Xiaobin Xu ; Haibin Duan ; Yimin Deng ; Delin Luo

PDG-PIO: PREDICTING DISEASE-GENES BASED ON PIGEON-INSPIRED OPTIMIZATION...... 3285 Yuchen Zhang ; Xiujuan Lei ; Shi Cheng

CHAOTIC EVOLUTION ALGORITHMS USING OPPOSITION-BASED LEARNING ...... 3292 Tianshui Li ; Yan Pei

VARMOG: A CO-EVOLUTIONARY ALGORITHM TO IDENTIFY MANIFOLDS ON LARGE DATA...... 3300 Héctor D. Ménendez

ONLINE FEATURE-GENERATION OF CODE FRAGMENTS FOR XCS TO GUIDE FEATURE CONSTRUCTION...... 3308 Trung B. Nguyen ; Will N. Browne ; Mengjie Zhang

PERSONALIZED RECOMMENDATION FOR CROWDFUNDING PLATFORM: A MULTI- OBJECTIVE APPROACH...... 3316 Lei Zhang ; Xin Zhang ; Fan Cheng ; Xiaoyan Sun ; Hongke Zhao

A DENDRITIC CELL IMMUNE SYSTEM INSPIRED APPROACH FOR STOCK MARKET MANIPULATION DETECTION ...... 3325 Baqar Rizvi ; Ammar Belatreche ; Ahmed Bouridane

OPTIMISING DIRECTIONAL CHANGES TRADING STRATEGIES WITH DIFFERENT ALGORITHMS ...... 3333 Jurgen Palsma ; Adesola Adegboye

INVERTED-FILE R-TREE INDEX NODES CLUSTERING BASED ON MULTI-OBJECTIVE OPTIMIZATION ...... 3341 Wubin Ma ; Rui Wang ; Weichao Wang ; Su Deng ; Hongbin Huang ; Tao Zhang ; Jibin Wu

EVOLUTIONARY OPTIMIZATION ON K-NEAREST NEIGHBORS CLASSIFIER FOR IMBALANCED DATASETS...... 3348 Yu-Hsin Shih ; Chuan-Kang Ting

A CLOSED ITEMSET PROPERTY BASED MULTI-OBJECTIVE EVOLUTIONARY APPROACH FOR MINING FREQUENT AND HIGH UTILITY ITEMSETS...... 3356 Heng Cao ; Shangshang Yang ; Qingren Wang ; Qijun Wang ; Lei Zhang

A SEEDING-BASED GA FOR LOCATION-AWARE WORKFLOW DEPLOYMENT IN MULTI- CLOUD ENVIRONMENT ...... 3364 Tao Shi ; Hui Ma ; Gang Chen

AGENT-BASED MODELING OF MIGRATION DYNAMICS IN THE MEKONG DELTA, VIETNAM: AUTOMATED CALIBRATION USING A GENETIC ALGORITHM ...... 3372 Hung Khanh Nguyen ; Raymond Chiong ; Manuel Chica ; Richard H. Middleton ; Sandeep Dhakal

LOW-THRUST TRAJECTORY DESIGN OPTIMIZATION WITH STOCHASTIC CONVOLUTION...... 3380 Liqiang Hou ; Shufan Wu ; Zhaohui Hou ; Zhongcheng Mu

A RESEARCH OF VARIABLE SELECTION METHOD WITHIN A FRAMEWORK OF REAL- CODED GENETIC ALGORITHM...... 3388 Takahiro Obata ; Setsuya Kurahashi

DEVELOPMENT OF EVOLUTIONARY DESIGN OF EXPERIMENTS TO FIND SIGNIFICANT EFFECTS FOR NATURAL DISASTER PREVENTION ...... 3396 Takeshi Uchitane ; Toshiharu Hatanaka

MULTIFACTORIAL OPTIMIZATION USING ARTIFICIAL BEE COLONY AND ITS APPLICATION TO CAR STRUCTURE DESIGN OPTIMIZATION ...... 3404 Gen Yokoya ; Heng Xiao ; Toshiharu Hatanaka

Author Index