IMCOM 2021, January 4 - 6 Seoul, Korea Conference Program
| Hosted by |
Sungkyunkwan University, Korea Universiti Kuala Lumpur, Malaysia IMCOM 2021
초대의 글
IEEE 학술대회로 성균관대가 후원하며 말레이시아 UniKL과 공동 주관하는 제 15회 International Conference on Ubiquitous Information Management and Communication (IMCOM) 이 2021 년 1 월 4 일 ( 월 ) 부터 6 일 ( 수 ) 까지 온라인으로 개최됩니다. 미래사회에서는 인간, 컴퓨터, 사물 간의 상호작용을 위한 새로운 패러다임의 생성, 라이프로그의 활용, 컴패니언 디바이스의 역할, 특성, 맞춤 등 그에 따른 변화를 요구합니다. IMCOM 2021에서는 컴패니언 IoT의 시대를 준비하며 새로운 패러다임에 기여하는 학술 교류 및 전문 지식의 전파를 위해서 세계 최고 수준의 전문가들을 모시고 과기부/IITP G-ITRC의 틀 안에서 심도 있는 토론의 장을 마련하고자 합니다.
IMCOM 2021는 SCOPUS와 EI에 등재되어 있어 국제학술대회로서의 높은 권위를 유지하고 있습니다. 금년에는 20개국 이상의 나라에서 참여하였으며, 국내논문 36편, 외국논문 57여편정도가 최종 선정되었고, 수준 높은 학술 교류를 위해 네 분의 기조강연자를 모셨습니다. Raytheon Technologies Research Center, USA 의 부국장이신 Edward W. Tunstel 박사님, Artificial Intelligence, Machine Learning, Cognitive Brain Science에 전문가이신 서울대학교의 장병탁 교수님, Technology convergence and business models of artificial intelligence 와 Digital health 분야를 연구하시는 정선태 교수님, 싱가폴의 SUTD AI Program에서 ISTD Pillar Head, Sector Lead를 맡고 계신 Tony Q.S. Quek 교수님, 그리고 일본 도교 공업대학 전산학부의 학장을 맡고 계신 Haruo Yokota 교수님을 초청하였습니다. 열띤 토론과 학술정보의 교환은 물론 폭넓은 친교를 통해 성대한 만남의 장과 성공적인 학술회의가 이루어질 수 있도록 부디 적극 참석하셔서 본 학술회의를 더욱 빛내 주시길 부탁드립니다.
대한민국 성균관대에서 2006년 기획되어 2007년부터 시작된 작은 학술회의가 이제 매년 200편 이상의 논문이 제출되고 서로 아끼며 주목하는 세계수준의 학술회의로 자리 잡았습니다. 많은 분들께서 노력해 주심으로 인해 미국과 유럽 중심의 저명한 국제학술회의와 어깨를 견줄 정도로 발전하고 있음에 진심으로 감사드립니다. 모두의 노력과 희생이 헛되지 않도록 아시아-태평양 지역에서 더욱 성실하게 성장하는 학술회의가 되도록 운영진 모두가 최선의 노력을 다하겠습니다.
여러분의 가정에 항상 평화가 있으시길 기원합니다.
성균관대 정보통신대학장 이준호 IMCOM 2021 학회장 이 석 한 성균관대 소프트웨어대학장 이은석 Lajos Hanzo UniKL MIIT Zalizah Awang Long Roslan Ismail 프로그램위원장 김 동 수 Taketoshi Ushiama 운영위원장 추 현 승 Syed M. Raza
http://www.IMCOM.org IMCOM 2021
Contents
1. Message from General Co-Chairs ...... 01
2. Message from Technical Program Committee ...... 02
3. Organizing and Program Committees ...... 03
4. Program at a Glance ...... 04
5. Keynote Speakers ...... 06
6. Memo ...... 11
7. Co-hosts and Sponsors...... 15
http://www.IMCOM.org IMCOM 2021
Message from General Co-Chairs
On behalf of the organizing committee, we welcome you to Seoul, Korea for the 15th International Conference on Ubiquitous Information Management and Communication (IMCOM 2021). We are very fortunate and honored to have renowned people of their respective fields gathering getting involved in the process of submitting papers, chairing sessions, reviewing papers, and organizing the conference.
Over the years IMCOM has evolved into a distinguished conference in Asia Pacific region. Behind this success, is the hardship of many committee members who have devoted their precious time to promote and advertise IMCOM pole to pole. The conference is an amalgam of high-quality submissions brought forward by thorough research to meet the high standard required, as Sukhan Lee of in today’s world. Sungkyunkwan University Korea On the occasion of 15th conference of the IMCOM series, we proudly present you with terrific technical and social programs. Three days of technical programs are carefully designed to cover encyclopedic diversity, inspiration and technicality. Your active participation in the sessions will be awarded with timely messages and valuable future insight from not only the five high-profile keynote speakers but also other authors.
Again, we would like to express our sincere gratitude to the committee members’ and referees’ contributions in this event. Our special thanks are due to Prof. Roslan Ismail and Ms. Kim De Silva: the Malaysian Conference Organizers, Profs. Dongsoo S. Kim, Taketoshi Ushiama, and Syed M. Raza: the Program Committee Co-Chairs, Prof. Samratul Janin Sidal: the Local Arrangement Co-Chairs, Profs. Hyunseung Choo, Hyoungshick Kim, and Duc- Lajos Hanzo Tai Le: the Treasurer and Operation Co-Chairs, and all other Chairs. Last but University of Southampton not least, we appreciate the support from international and domestic United Kingdom partnerships for this event, that is, the partnerships between Sungkyunkwan University, Korea, and Universiti Kuala Lumpur, Malaysia.
We wish your participation in IMCOM 2021 being a memorable one with valuable technical exchanges.
Sukhan Lee Lajos Hanzo Roslan Ismail General Co-Chairs IMCOM 2021
Roslan Ismail Universiti Kuala Lumpur Malaysia
01 http://www.IMCOM.org IMCOM 2021
Message from Program Co-Chairs
Welcome to the 15th International Conference on Ubiquitous Information Management and Communication (IMCOM) 2021, the first virtual IMCOM. It is tremendous to see the great leaps of technology in last two decades and making this virtual conference a possibility.
IMCOM 2021 aims to provide a platform for promoting new visionary approaches and interdisciplinary researches. New evolving technology and futuristic ideas in the areas of information management, interaction management, communication technologies and their implications for social interaction, lays the firm foundation of the conference. The conference has served as a vital platform for researchers to exchange innovative ideas and significant research achievements; and provides a unique opportunity in which both technology and social science meet. Two main tracks for information Dongsoo S. Kim processing management and communication will be held, covering both Indiana University research and application works of information management, intelligent USA information processing, interaction management, networking /telecommunications, and social interaction.
This year's conference contains 5 outstanding speeches from distinguished keynote speakers, 14 regular sessions, 6 short-oral sessions, and 3 lightning sessions. This year we received 260 submissions from many contraries and institutions around the world, resulting in a very competitive and rigorous review process. The program committee has dropped several good papers to deliver a very strong and pivotal conference program. Total 93 papers are accepted based on significance of contribution, relevance to the conference scope, and review scores (35.7% acceptance rate). All the accepted papers not only consist of novel ideas, new results, work in progress, and state-of-the-art techniques, but also provide us with the directions and stimulation for future Taketoshi Ushiama research activities in the area of information management and communication Kyushu University technologies. Japan
We are grateful to all the authors, reviewers, and members of the program committee for their remarkable efforts and contributions. Without their most valued help and cooperation, the tedious task of submission handling and paper reviewing could not have been successfully accomplished. We also praise the valiant effort by session chairs who accepted our request to virtually manage sessions of the conference, which is a new experience for many of us.
We thank the General Co-Chairs, Sukhan Lee, Lajos Hanzo, and Roslan Ismail for their great support and help. We also thank everyone who has contributed to the program – the authors, the reviewers, the program committee members and other organizing committee members for their splendid work. Syed M. Raza We wish you to have a productive and enjoyable experience of this virtual Sungkyunkwan University conference and hope that next year we can personally meet again. Korea
Dongsoo S. Kim Taketoshi Ushiama Syed M. Raza Program Co-Chairs IMCOM 2021
http://www.IMCOM.org 02 IMCOM 2021
Organizing and Program Committees
Organizing Committee | General Co-Chairs | Sukhan Lee Sungkyunkwan University, Korea Ding Zhu Du University of Texas at Dallas, USA Lajos Hanzo University of Southampton, UK Hongwei Du Harbin Institute of Technology, China Roslan Ismail Universiti Kuala Lumpur, Malaysia Thang Le-Duc University of Information Technology, Vietnam Young Ik Eom Sungkyunkwan University, Korea | Program Committee Co-Chairs | Hiroshi Esaki The University of Tokyo, Japan Dongsoo S. Kim Indiana University, USA Adil I. Erzin Sobolev Institute of Mathematics, Russia Taketoshi Ushiama Kyushu University, Japan Sidney Fels University of British Columbia, Canada Syed M. Raza Sungkyunkwan University, Korea Angel Pasqual Del Pobil Ferre Jaume I University, Spain | Advisory Co-Chairs | Olivier Flauzac Universite de Reims Champagne-Ardenne, France Adrian Stoica NASA Jet Propulsion Laboratory, USA Deke Guo National University of Defense Technology, China Saeid Nahavandi Deakin University, Australia Hwansoo Han Sungkyunkwan University, Korea Sajal K. Das Missouri University of Science & Technology, Rolla, USA Jinyoung Han Hanyang University, Korea Susanto Rahardja Northwestern Polytechnical University, China Syed Faraz Hasan Massey University, New Zealand Zalizah Awang Long Universiti Kuala Lumpur, Malaysia Yuki Hayashi Osaka Prefecture University, Japan Jin Hyung Kim AIRI, Korea Choong Seon Hong Kyung Hee University, Korea Toyohide Watanabe Nagoya Industrial Science Research Institute, Japan Seil Jeon Sungkyunkwan University, Korea Yoshifumi Masunaga Ochanomizu University, Japan Beomjin Kim Indiana University–Purdue University Fort Wayne, USA | Keynote Speaker Chair | Donghyun Kim North Carolina Central University, USA Masato Oguchi Ochanomizu University, Japan Jae-Hyun Kim Ajou University, Korea | Publicity Co-Chairs | Mihui Kim Hankyong National University, Korea Eiad Yafi Universiti Kuala Lumpur, Malaysia Kazuhiko Kinoshita Osaka University, Japan Shafiza Mohd Shariff Universiti Kuala Lumpur, Malaysia Hannah Kum Biocca California State University, Long Beach, USA Eunil Park Hanyang University, Korea C.-C. Jay Kuo University of Southern California, USA Shangguang Wang Beijing University of Posts & Telecomm., China Tei-Wei Kuo National Taiwan University, Taiwan | Poster Co-Chairs| Bellatreche Ladjel ENSMA, France Gary Geunbae Lee POSTECH, Korea Jae Young Lee Boston University, USA Mohd Nizam Husen Universiti Kuala Lumpur, Malaysia Jinkyu Lee Sungkyunkwan University, Korea KC Keecheon Kim Konkuk University, Korea Kwan Min Lee Nanyang Technological University, Singapore | Registration Co-Chairs | Sang-goo Lee Seoul National University, Korea Eui-Nam Huh Kyung Hee University, Korea Tae-Jin Lee Sungkyunkwan University, Korea Sang Yep Nam Kookje University, Korea Wonjun Lee Korea University, Korea Tien- Dung Nguyen Sungkyunkwan University, Korea Dan Li Tsinghua University, China | Local Arrangements Chair | Deying Li Renmin University, China Chao-Kai Wen National Sun Yat-sen University, Taiwan Qiang Ma Kyoto University, Japan Samratul Janin Sidal Universiti Kuala Lumpur, Malaysia Masahiro Mambo Kanazawa University, Japan Manki Min South Dakota State University, USA | Treasurer & Conference Operation Co-Chairs | Naoto Mukai Sugiyama Jogakuen University, Japan Hyoungshick Kim Sungkyunkwan University, Korea Tutomu Murase Nagoya University, Japan Kim de Silva Universiti Kuala Lumpur, Malaysia Hyunseung Choo Sungkyunkwan University, Korea Matt W. Mutka Michigan State University, USA Duc-Tai Le Sungkyunkwan University, Korea Naomi Nagata Shizuoka Sangyo University, Japan Anh Tuan Nguyen University of Information Technology, Vietnam | Sponsorship Co-Chairs | Huu Thanh Nguyen Hanoi University of Technology, Vietnam Suhaili Din Universiti Kuala Lumpur, Malaysia Van Duc Nguyen Hanoi University of Technology, Vietnam | Special Session Co-Chairs | Pavan S. Nuggehalli Indian Institute of Technology, India Vyacheslav Zalyubovski Sobolev Institute of Mathematics, Russia Tomohiro Ohno Nagoya University, Japan | Partner University Co-Chairs | Heejin Park Hanyang University, Korea Xiaofeng Gao Shanghai Jiao Tong University, China Cristina M. Pinotti University of Perugia, Italy Jun Feng Hohai University, China Wenny Rahayu La Trobe University, Australia | Journal Co-Chairs | Minsoo Ryu Hanyang Univeristy, Korea Minho Jo Korea University, Korea Alicia Ruvinsky USACE ERDC, USA Dong In Kim Sungkyunkwan University, Korea Kouichi Sakurai Kyushu University, Japan Sungyoung Lee Kyung Hee University, Korea Aimin Sang NEC Laboratory, USA Byung-Seok Kang University of Derby, UK Navrati Saxena Sungkyunkwan University, Korea Moonseong Kim Seoul Theological University, Korea Winston Seah Victoria University of Wellington, New Zealand Vladimir Shakhov ICMMG SB RAS, Russia Program Committee Yeong-Tae Song Towson University, USA Nazim Agoulmine University of Evry, France S. Shyam Sundar Pennsylvania State University, USA Nilanjan Banerjee IBM, India Dan-keun Sung KAIST, Korea Andrea Bianchi KAIST, Korea David Taniar Monash University, Australia Frank Biocca Syracuse University, USA Fumio Teraoka Keio University, Japan Jit Biswas National University of Singapore, Singapore Nam Thoai Ho Chi Minh University of Technology, Vietnam Hyeran Byun Yonsei University, Korea Trung Dung Tran University of Science, Vietnam Jaehyuk Cha Hanyang University, Korea Ryuya Uda Tokyo University of Technology, Japan Mainak Chatterjee University of Central Florida, USA Shahrokh Valaee University of Toronto, Canada Asmatullah Chaudhry PINSTECH, Pakistan Duc Lung Vu University of Information Technology, Vietnam Kwang-Chen Chen National Taiwan University, Taiwan Koichiro Wakasugi Kyoto Institute of Technology, Japan Sung-Bae Cho Yonsei University, Korea Wei Wang Xi’an Jiaotong University, China Hyung Jin Choi Sungkyunkwan University, Korea Dongho Won Sungkyunkwan University, Korea Jongmoo Choi Dankook University, Korea Fan Wu Shanghai Jiao Tong University, China Seongsook Choi University of Warwick, UK Saneyasu Yamaguchi Kogakuin University, Japan Yong Suk Choi Hanyang University, Korea Chung-Huang Yang National Kaohsiung Normal University, Taiwan Wook Choi Samsung Electronics, Korea Haruo Yokota Tokyo Institute of Technology, Japan Robson Cordeiro Sao Paulo University, Brazil Seong-Moo Yoo University of Alabama in Huntsville, USA Tran Khanh Dang Ho Chi Minh University of Technology, Vietnam Jiangsheng Yu Peking University, China Alok K. Das Jadavpur University, India
03 http://www.IMCOM.org IMCOM 2021
Program at a Glance
| January 04, 2021 (Monday) |
Virtual Room 1 Virtual Room 2
Session 1: Session 2: 09:00-09:45 Big Data Analytics Virtual Influencers
09:45-09:55 Opening Remarks
Keynote Speech 1: Prof. Byoung-Tak Zhang 09:55-10:40 (Virtual Room 1)
10:40-10:50 Break
Keynote Speech 2: Prof. Haruo Yokota 10:50-11:35 (Virtual Room 1)
11:35-11:45 Break
Session 3: Session 4: 11:45-12:30 Life Log Analysis Towards User Comfort
12:30-12:35 Break
Short Presentation Session 1: Short Presentation Session 2: 12:35-13:10 User Centric Studies Ethological Analytics
Lightning Session 1: 13:10-13:45 Applied Deep Learning
http://www.IMCOM.org 04 IMCOM 2021
Program at a Glance
| January 05, 2021 (Tuesday) |
Virtual Room 1 Virtual Room 2
Session 5: Session 6: 09:00-09:45 Data Computing and Analysis Generative Deep Learning
09:45-09:55 Break
Keynote Speech 3: Prof. Edward W. Tunstel 09:55-10:40 (Virtual Room 1)
10:40-10:50 Break
Keynote Speech 4: Prof. Suntae Jung 10:50-11:35 (Virtual Room 1)
11:35-11:45 Break
Session 7: Session 8: 11:45-12:30 Deep Classification Time Series Data Learning
12:30-12:35 Break
Short Presentation Session 3: Short Presentation Session 4: 12:35-13:10 System on Chip Data Extraction and Transformation
Lightning Session 2: 13:10-13:45 Data Operation Algorithms
05 http://www.IMCOM.org IMCOM 2021
Program at a Glance
| January 06, 2021 (Wednesday) |
Virtual Room 1 Virtual Room 2
Session 9: Session 10: 09:00-09:45 Network Reliability Virtual Education
09:45-09:55 Break
Keynote Speech 5: Prof. Tony Q. S. Quek 09:55-10:40 (Virtual Room 1)
10:40-10:50 Break
Session 11: Session 12: 10:50-11:35 Network Availability Intelligent Image Exploration
11:35-11:45 Break
Session 13: Session 14: 11:45-12:30 Collaborative Edge Computing Image Processing and Detection
12:30-12:35 Break
Short Presentation Session 5: Short Presentation Session 6: 12:35-13:10 Cyber Security and Privacy Virtual Resource Orchestration
Lightning Session 3: 13:10-13:45 Interaction Studies
http://www.IMCOM.org 06 IMCOM 2021
Keynote Speakers
Monday, January 04, 2021, 9:55-10:40 (KST)
Prof. Byoung-Tak Zhang
POSCO Chair Professor Seoul National University, Korea Director Cognitive Robotics and Artificial Intelligence Center (CRAIC), Korea Research Interests Artificial Intelligence, Machine Learning, Cognitive Brain Science
Embodied Learning: Making AI Truly Autonomous and Self-improving
Deep learning has changed the paradigm of AI from rule-based "manual" programming to data-driven "automatic" programming. However, most deep learning methods require some external system that provides them with data, making their scalability limited. Here we argue that the learner can feed itself the data autonomously if it is embodied, i.e. equipped with sensors and actuators. With the perception-action cycle the embodied AI can continuously learn to solve problems in a self-supervised way by evaluating and correcting its own predictions like the human brain does. In this talk, I will show some of our studies in the BabyMind project that pursues recursively self-improving, autonomous cognitive systems, like human babies, via embodied learning, and discuss its implications on achieving truly human-level general AI.
Byoung-Tak Zhang is POSCO Chair Professor of Computer Science and Engineering and Director of the AI Institute, Seoul National University (SNU). He has served as President of the Korean Society for Artificial Intelligence (2010-2013) and of the Korean Society for Cognitive Science (2016-2017). He received his PhD (Dr. rer. nat.) in computer science from University of Bonn, Germany in 1992 and his BS and MS in computer science and engineering from Seoul National University, Korea in 1986 and 1988, respectively. Before joining Seoul National University in 1997, he has worked as Research Fellow at the German National Research Center for Information Technology (GMD, now Fraunhofer Institutes) in Sankt Augustin/Bonn for 1992-1995. He has been Visiting Professor at MIT CSAIL and Brain and Cognitive Sciences Department, Cambridge, MA, for 2003-2004, Samsung Advanced Institute of Technology (SAIT) for 2007-2008, BMBF Excellence Centers of Cognitive Technical Systems (CoTeSys, Munich) and Cognitive Interaction Technology (CITEC, Bielefeld) for the Winter of 2010-2011, and Princeton Neuroscience Institute (PNI) for 2013-2014. He currently serves as Associate Editor of Journal of Cognitive Science, Applied Intelligence, BioSystems, and the IEEE Transactions on Evolutionary Computation (1997-2010). He has received numerous awards and honors, including the Red Stripes Order of Service Merit of the Korean Government, INAK Award, Minister of Science and Technology Award, Okawa Research Grant Award, Distinguished Service Award from the IEEE Computational Intelligence Society, and Academic Excellence Award from the Korea Information Science Society.
07 http://www.IMCOM.org IMCOM 2021
Keynote Speakers
Monday, January 04, 2021, 10:50-11:35 (KST)
Prof. Haruo Yokota
Dean School of Computing, Tokyo Institute of Technology, Japan Professor School of Computing, Tokyo Institute of Technology, Japan Research Interests Data Engineering, Database Technologies, Dependable Storage Systems, Secure Data Access, Intelligent Contents Retrieval Information Technologies for the Secondary Use of Electronic Medical Records Deep learning has achieved great success in various tasks, when it is trained with large amount of labeled data. However, it is a challenging task to train deep models using only a handful of labeled examples. Few-shot learning, the goal of which is to learn from only a few examples in each class label, has been a popular subject in machine learning and computer vision communities. Learning to learn, which is also known as meta-learning, has emerged again as a promising approach to tackle few-shot problems. In this talk, I introduce recent advances in meta-learning, the underlying idea of which is to leverage past experience to learn a prior over tasks, so that it can quickly adapt to a novel task. I begin with a few metric-based deep learning methods that have been developed to solve a few-shot learning task. I give an information-theoretic unified view of existing metric learning methods and present a method for learning discrete latent representation shared across relevant tasks to enable a model to adapt to new tasks quickly. Experiments show that DIMCO requires less memory (i.e., code length) for performance similar to previous methods and that our method is particularly effective when the training dataset is small. I also illustrate gradient-based meta-learning, such as model-agnostic meta-learning (MAML), emphasizing my recent work on MT nets that learn layer-wise subspace and metric from a set of tasks. Finally I also introduce a method to warm-start Bayesian optimization which is a critical technique for AutoML, experimental design, or neural architecture search.
Haruo Yokota is Dean, School of Computing in Tokyo Institute of Technology, Japan. He has been a Full Professor at the Department of Computer Science of Tokyo Institute of Technology since 2001. He was an Associate Professor at Japan Advanced Institute of Science and Technology (JAIST) between 1986 and 1992. He was a researcher at Fujitsu Laboratories Ltd. from 1986 to 1992 and at ICOT for the 5th Generation Computer Project from 1982 to 1986. He received his B.E., M.E., and Dr.Eng. Degrees from Tokyo Institute of Technology in 1980, 1982, and 1991, respectively. His research interests include the general research areas of data engineering, database technologies, dependable storage systems, secure data access, and intelligent contents retrieval. He was a vice president of DBSJ, a chair of ACM SIGMOD Japan Chapter, a trustee board member of IPSJ, the Editor- in-Chief of Journal of Information Processing, and an associate editor of the VLDB Journal. He is currently a board member of DBSJ, a fellow of IEICE and IPSJ, a senior member of IEEE, and a member of IFIP-WG10.4, JSAI, ACM, and ACM-SIGMOD.
http://www.IMCOM.org 08 IMCOM 2021
Keynote Speakers
Tuesday, January 05, 2021, 9:55-10:40 (KST)
Dr. Edward W. Tunstel
Jr. Past President IEEE Systems, Man, and Cybernetics Society Associate Director, Robotics Raytheon Technologies Research Center, USA Research Interests Human-Robot Collaboration, Mobile Robot Navigation, Soft Computing for Autonomous Systems and Control, Robotic Systems Engineering
Toward Head-Up, Hands-Off Interaction with Human- Collaborative Robots
Robotics is playing an increasing role in many domains, and advanced robots will eventually be applied in a variety of ways as partners to a range of users including factory workers, logistics personnel, and first responders to name a few. End-users and stakeholders are calling for developments that enable teaming of humans with robots. Robots operating in unstructured environments currently require tremendous individual oversight on the part of human operators/partners, calling for high cognitive workload and reduced alertness for one or more humans. Human operators are often constrained to head-down, hands-on human-robot interaction (HRI) that must be customized for each unique robot command and control system. More natural and intuitive human-robot interfaces are needed to deal with this problem. In many applications the most effective collaboration may leverage natural interaction, whether via spoken language or non-verbal communication in the forms of gestures and brain-machine interfaces. This talk discusses such technologies and interaction approaches requiring advancement and further attention toward enabling smart human-collaborative robots that are responsive to multiple modes of high-level, intuitive human interaction. Also discussed is the need to increase robotic intelligence and leverage cognitive architectures to reach the capacity to interpret and execute high-level commands and acquire skills via concepts of memetics. The talk offers a sense for existing technologies and additional research needs that will advance HRI toward head-up, hands off paradigms fostering more efficient human-collaborative operation.
Edward Tunstel is with the Autonomous & Intelligent Systems Department at Raytheon Technologies Research Center, USA, where he provides leadership, expertise, and associated strategy development and leads a research group that studies, develops, and transitions robotics technologies enabling autonomy and human-collaborative capabilities for manufacturing and service applications. He joined in 2017 after 10 years at Johns Hopkins Applied Physics Laboratory as a senior roboticist in its research department and Intelligent Systems Center, and as space robotics & autonomous control lead in its space department. At APL he was engaged in modular open systems development efforts supporting advanced EOD robotic systems programs as well as robotics and autonomy research for future national security and space applications. Prior to APL he was with NASA JPL for 18 years, where he was a senior robotics engineer and group leader of its Advanced Robotic Controls Group. He worked on the NASA Mars Exploration Rovers mission as both a flight systems engineer responsible for autonomous navigation and associated V&V, and as rover engineering team lead for rover mobility and robotic arm subsystems during surface mission operations on Mars. He earned B.S. and M.E. degrees in mechanical engineering from Howard University in Washington, DC and the Ph.D. in electrical engineering from the University of New Mexico. He is an IEEE Fellow with over 160 technical publications including five co-edited/authored books in his research interest areas.
09 http://www.IMCOM.org IMCOM 2021
Keynote Speakers
Tuesday, January 05, 2021, 10:50-11:35 (KST)
Dr. Suntae Jung
Chief Strategy Officer Strategic Planning Team, Surromind, Korea Research Interests Technology convergence and business models of artificial intelligence, Digital health
Deep Learning For Broad And Practical Use In Existing Industries
Artificial intelligence is not only the future, but also a practical technology that solves a variety of business problems in existing industries such as manufacturing, logistics, distribution, finance, healthcare, etc. It is becoming an essential skill to improve the quality, efficiency and speed of existing businesses. In particular, AI replaces human daily work, speeds up work and helps humans make decisions quickly and accurately. In the recent COVID19 era, digital transformation is accelerating with the expansion and enhancement of AI. AI experts and infrastructure are required to develop artificial intelligence. In order to apply AI to a wider and more practical application, development platform that are easier to use are needed. New development platforms are emerging based on GUI (Graphic user interface), integrating all functions from data processing to AI modeling and distribution, and performance monitoring. The main part of the development process is done automatically. Even people who are not familiar with AI are interested in AI, and if there is data, they can develop AI and used it for their own work. The explainable AI that can explain optimal modeling and analysis results is also being developed as a new trend of AI development platform. In this talk, I will introduce the trends of the development platform that can be used more widely in the existing business.
Suntae Jung is a research and business development professional. He had finished his Ph.D of material science and engineering in Seoul National University at 1995, following M.S. and B.S. in the same university at 1988 and 1990. Between 1995 and 1996 he had been a researcher of Beckman institute in University of Illinois at Urbana Champaign. Since joining Samsung Electronics in 1996, he has mainly focused on the development of innovative technologies such as optical devices, user interfaces, intelligent applications, and digital health. He led the development of commercial technologies and products for mobile and smart device applications. As core technologies for mobile interaction and service application, he had led developing sensing, artificial intelligence and recognition technologies. He is creative and active, holding 92 patents and more than 40 papers. He was honored by National IR52 (Industrial Research) in 2009 and 2012. He joined AI company Surromind as Chief Strategy Officer in 2020. He is currently working on technology convergence and business models of artificial intelligence, a key technology for digital transformation.
http://www.IMCOM.org 10 IMCOM 2021
Keynote Speakers
Wednesday, January 06, 2021, 9:55-10:40 (KST)
Prof. Tony Q.S. Quek
Cheng Tsang Man Chair Professor Singapore University of Technology and Design (SUTD), Singapore Deputy Director SUTD-ZJU IDEA, Singapore ISTD Pillar Head, Sector Lead SUTD AI Program, Singapore Research Interests Wireless communications and networks, network intelligence, big data processing, URLLC, IoT, wireless security
AI: A Networking and Communication Perspective
Recent breakthroughs in artificial intelligence and machine learning, including deep neural networks, the availability of powerful computing platforms and big data are providing us with technologies to perform tasks that once seemed impossible. In the near future, autonomous vehicles and drones, intelligent mobile networks, and intelligent internet-of- things (IoT) will become a norm. At the heart of this technological revolution, it is clear that we will need to have artificial intelligence over a massively scalable, ultra-high capacity, ultra-low latency, and dynamic new network infrastructure. In this talk, we will provide an overview of applying AI in networking and communications setting and provide some interesting applications. In addition, we will also share some of our preliminary works in this area.
Tony Q.S. Quek received the B.E. and M.E. degrees in Electrical and Electronics Engineering from Tokyo Institute of Technology, Tokyo, Japan, respectively. At Massachusetts Institute of Technology (MIT), Cambridge, MA, he earned the Ph.D. in Electrical Engineering and Computer Science. Currently, he is the Cheng Tsang Man Chair Professor with Singapore University of Technology and Design (SUTD). He also serves as the Head of ISTD Pillar, Sector Lead for SUTD AI Program, and the Deputy Director of SUTD-ZJU IDEA. His current research topics include wireless communications and networking, big data processing, network intelligence, URLLC, and IoT. Dr. Quek has been actively involved in organizing and chairing sessions and has served as a TPC member in numerous international conferences. He is currently serving as an Editor for the IEEE Transactions on Wireless Communications, the Chair of IEEE VTS Technical Committee on Deep Learning for Wireless Communications as well as an elected member of the IEEE Signal Processing Society SPCOM Technical Committee. He was an Executive Editorial Committee Member of the IEEE Transactions on Wireless Communications, an Editor of the IEEE Transactions on Communications, and an Editor of the IEEE Wireless Communications Letters. He is a co-author of a few books published by Cambridge University Press. Dr. Quek received the 2008 Philip Yeo Prize for Outstanding Achievement in Research, the 2012 IEEE William R. Bennett Prize, the 2016 IEEE Signal Processing Society Young Author Best Paper Award, the 2017 CTTC Early Achievement Award, the 2017 IEEE ComSoc AP Outstanding Paper Award, the 2020 IEEE Communications Society Young Author Best Paper Award, the 2020 IEEE Stephen O. Rice Prize, the 2020 Nokia Visiting Professor, and the 2016-2020 Clarivate Analytics Highly Cited Researcher. He is a Distinguished Lecturer of the IEEE Communications Society and a Fellow of IEEE.
11 http://www.IMCOM.org IMCOM 2021 Day 1 Conference Program | 09:00-09:45, Monday, January 04, 2021 |
Session 1: Big Data Analytics Room: Virtual Room 1 09:00-09:45, Monday, January 04, 2021 Session Chairs: Duc-Tai Le
More Complex More Productive: Characterizing Top Universities Based on Research Publications
1-1 Jiaxing Li (Dalian University of Technology, China), Luna Wang (Dalian University of Technology, China), Yiming Sun (Dalian University of Technology, China), Guojiang Shen (Zhejiang University of Technology, China), Ivan Lee (University of South Australia, Australia), XiangJie Kong (Zhejiang University of Technology, China)
Machine Learning for Prediction of Imbalanced Data: Credit Fraud Detection 1-2 Thanh Cong Tran (Hong Bang International University, Vietnam), Tran Khanh Dang (Ho Chi Minh City University of Technology, Vietnam)
Big Data Analytics for Prediction Modelling in Healthcare Databases
1-3 Ritu Chauhan (Amity University, India), Eiad Yafi (Universiti Kuala Lumpur, Malaysia)
Session 2: Virtual Influencers Room: Virtual Room 2 09:00-09:45, Monday, January 04, 2021 Session Chairs: Taketoshi Ushiama
Computers as Social Actors? Examining How Users Perceive and Interact with Virtual Influencers on Social Media 2-1 Gyeongbin Park (Sungkyunkwan University, Korea), Dongyan Nan (Sungkyunkwan University, Korea), Eunil Park (Sungkyunkwan University, Korea), Ki Joon Kim (City University of Hong Kong, Hong Kong), Jinyoung Han (Sungkyunkwan University, Korea), Angel P. del Pobil (Sungkyunkwan University, Korea)
Activity With Gender Recognition Using Accelerometer and Gyroscope
2-2 Ahmed Sharshar (Egypt-Japan University of Science and Technology, Egypt), Ahmed Fayez (Egypt-Japan University of Science and Technology, Egypt), Yasser Ashraf (Egypt-Japan University of Science and Technology, Egypt), Walid Gomaa (Egypt-Japan University of Science and Technology, Egypt)
The Agreeableness of a Virtual Agent: Effects of Reciprocity and Timing of Help 2-3 Jieun Kim (Sungkyunkwan University, Korea), Young June Sah (Sogang University, Korea), Hayeon Song (Sungkyunkwan University, Korea)
http://www.IMCOM.org 12 IMCOM 2021 Day 1 Conference Program | 11:45-12:30, Monday, January 04, 2021 |
Session 3: Life Log Analysis Room: Virtual Room 1 11:45-12:30, Monday, January 04, 2021 Session Chairs: Eiad Yafi
The Analysis of Web Search Snippets Displaying User's Knowledge
3-1 Jumpei Yamada (Kogakuin University, Japan), Daisuke Kitayama (Kogakuin University, Japan)
A Geographical Object Extraction Method Using User’s Trajectories for Generating Artificial Maps
Koki Ohtsuka (Kwansei Gakuin University, Japan), 3-2 Daisuke Kitayama (Kogakuin University, Japan), Kazutoshi Sumiya (Kwansei Gakuin University, Japan), Kazushi Fujita (CyberAgent, Inc., Japan), Goto Shin (CyberAgent, Inc., Japan), Munemasa Isshu (CyberAgent, Inc., Japan)
A Cluster Analysis of Lotte Young Plaza from Data Science Perspective
ShaoPeng Che (Sungkyunkwan University, Korea), 3-3 Dongyan Nan (Sungkyunkwan University, Korea), Pim Kamphuis (Sungkyunkwan University, Korea), Xinyu Jin (Sungkyunkwan University, Korea), Jang Hyun Kim (Sungkyunkwan University, Korea),
Session 4: Towards User Comfort Room: Virtual Room 2 11:45-12:30, Monday, January 04, 2021 Session Chairs: Tran Khanh Dang
User Stress Modeling through Galvanic Skin Response
Fahad Ahmed Satti (Kyung Hee University, Korea), Musarrat Hussain (Kyung Hee University, Korea), 4-1 Jamil Hussain (Kyung Hee University, Korea), Tae-Seong Kim (Kyung Hee University, Korea), Sungyoung Lee (Kyung Hee University, Korea), TaeChoong Chung (Kyung Hee University, Korea)
Skipping Skippable Ads: How, When, Why and Why Not?
4-2 Snehasish Banerjee (University of York, United Kingdom), Anjan Pal (Nanyang Technological University, Singapore)
Predicting Who Will Benefit from Relaxation or Stress Reduction Through Virtual Reality
4-3 Hyewon Kim (Sungkyunkwan University, Korea), Hong Jin Jeon (Sungkyunkwan University, Korea)
13 http://www.IMCOM.org IMCOM 2021 Day 1
Conference Program | 12:35-13:10, Monday, January 04, 2021 |
Short Presentation Session 1: User Centric Studies Room: Virtual Room 1 12:35-13:10, Monday, January 04, 2021 Session Chair: Tran Khanh Dang A quantitative analysis of satisfaction on Airbnb from UX perspectives: The comparison between the United States and Hong Kong
Kunwoo Bae (Sungkyunkwan University, Korea), S1-1 Yeonju Jang (Sungkyunkwan University, Korea), Jinyoung Han (Sungkyunkwan University, Korea), Angel P. del Pobil (Sungkyunkwan University, Korea), Eunil Park (Sungkyunkwan University, Korea)
CbI: Risk factors’ driven Context based Intervention for Rehabilitation of Persons with NCDs
Hafiz Syed Muhammad Bilal (Kyung Hee University, Korea), Usman Akhtar (Kyung Hee University, Korea), Asim Abbas (Kyung Hee University, Korea), S1-2 Muhammad Asif Razzaq (Kyung Hee University, Korea), Ubaid Ur Rehman (Kyung Hee University, Korea), Jamil Hussain (Kyung Hee University, Korea), Sunmoo Kang (Kyung Hee University, Korea), Sungyoung Lee (Kyung Hee University, Korea), Seong-Bae Park (Kyung Hee University, Korea)
Behavioral Issues of Children in Terms of Internet Usages Time in Bangladesh
Nabila Ahmad (East West University, Bangladesh), S1-3 Tasnia Sharmin (East West University, Bangladesh), Jesmin Akter (East West University, Bangladesh), Rashedul Amin Tuhin (East West University, Bangladesh), Amit Kumar Das (East West University, Bangladesh)
Analysis of User-Generated Comments in Response to Rumor Correction Videos on YouTube
Gilang Maulana Majid (Goethe University, Germany), S1-4 Anjan Pal (Nanyang Technological University, Singapore), Siska Premida Wardani (Goethe University, Germany), Snehasish Banerjee (University of York, United Kingdom),
Salt Mist Generation Control Unit (SMGCU) for Spa Business
S1-5 Thanawat Sornnen (Uttaradit Rajabhat University, Thailand), Supanat Nicrotha (Independently Reserech, Thailand)
http://www.IMCOM.org 14 IMCOM 2021 Day 1
Conference Program | 12:35-13:10, Monday, January 04, 2021 |
Short Presentation Session 2: Ethological Analytics Room: Virtual Room 2 12:35-13:10, Monday, January 04, 2021 Session Chair: Eiad Yafi
Method for Product Selection Support Based on Reliability of Features in Reviews
S2-1 Siqian Yu (Kyushu University, Japan), Taketoshi Ushiama (Kyushu University, Japan)
Scientific Collaboration Analytics based on Multi-Player Game Theory
S2-2 Nakema Deonauth (Dalian University of Technology, China), Xiangtai Chen (Dalian University of Technology, China), Mingchu Li (Dalian University of Technology, China)
Dynamic Multi Level Approach for Community Detection
S2-3 Suriana Ismail (Universiti Kuala Lumpur, Malaysia), Roslan Ismail (Universiti Kuala Lumpur, Malaysia)
CMethod for Changing Users' Attitudes Towards Fashion Styling by Showing Evaluations After Coordinate Selection S2-4 Yuichi Chiken (Kogakuin University, Japan), Daisuke Kitayama (Kogakuin University, Japan)
Comparing the Impact of Service Quality on Customers’ Repurchase Intentions Based on Statistical Methods and Artificial Intelligence–Taking an Automotive Aftermarket (AM) Parts Sales Company as an Example S2-5
Li-Hua Li (Chaoyang University of Technology, Taiwan), Chang-Yu Lai (Chaoyang University of Technology, Taiwan)
15 http://www.IMCOM.org IMCOM 2021 Day 1 Conference Program | 13:10-13:45, Monday, January 04, 2021 |
Lightning Session 1: Applied Deep Learning 13:10-13:45, Monday, January 04, 2021
Real-time scene-based nonuniformity correction using feature pattern matching
L1-1 SeongGyo Seo (Sungkyunkwan University, Korea), JaeWook Jeon ((Sungkyunkwan University, Korea),
Individual Tree Crown Detection using GAN and RetinaNet on Tropical Forest
L1-2 Zhafri Roslan (University Kuala Lumpur, Malaysia), Zalizah Awang Long (University Kuala Lumpur, Malaysia), Roslan Ismail (University Kuala Lumpur, Malaysia)
Brain Age Estimation based on Brain MRI by An ensemble of Deep Networks
L1-3 Zahra Jahanshiri (Tarbiat Modares University, Iran), Mohammad Saniee Abadeh (Tarbiat Modares University, Iran), Hedieh Sajedi (University of Tehran, Iran)
AnoGAN-Based Anomaly Filtering for Intelligent Edge Device in Smart Factory
L1-4 DongHyun Kim (Sungkyunkwan University, Korea), JaeGyeong Cha (Sungkyunkwan University, Korea), SeokJu Oh (Sungkyunkwan University, Korea), JongPil Jeong (Sungkyunkwan University, Korea)
Accurate RUL Prediction Based on Sliding Window with Sparse Sampling
L1-5 Changhoon Song (Sungkyunkwan University, Korea), Sukhan Lee (Sungkyunkwan University, Korea)
Document Embedding using piped ELM-GAN Model
L1-6 Arefeh Yavary (University of Tehran, Iran), Hedieh Sajedi (University of Tehran, Iran)
BCGAN: Facial Expression Synthesis by Bottleneck-Layered Conditional Generative Adversarial Networks L1-7 Yeji Shin (Sungkyunkwan University, Korea), Junghyun Bum (Sungkyunkwan University, Korea), Hyunseung Choo (Sungkyunkwan University, Korea)
LSTM-based Baseball Prediction using Initial Player List
L1-8 Sungjin Chun (Sungkyunkwan University, Korea), Junghyun Bum (Sungkyunkwan University, Korea), Hyunseung Choo (Sungkyunkwan University, Korea)
http://www.IMCOM.org 16 IMCOM 2021 Day 2 Conference Program | 09:00-09:45, Tuesday, January 05, 2021 |
Session 5: Data Computing and Analysis Room: Virtual Room 1 09:00-09:45, Tuesday, January 05, 2021 Session Chairs: Xiaofeng Gao
Community Search in a Multi-Attributed Graph using Collaborative Similarity Measure and Node Filtering
5-1 Naveed Javaid (National University of Computer & Emerging Sciences, Pakistan), Kifayat Ullah Khan (National University of Computer & Emerging Sciences, Pakistan), Asad Masood Khattak (Zayed University, UAE), Waqas Nawaz (Islamic University of Madinah, Kingdom of Saudi Arabia)
Transparent Data Dealing: Hyperledger Fabric Based Biomedical Engineering Supply Chain
5-2 Md. Ratul Amin (Universiti Kuala Lumpur, Malaysia), Megat F. Zuhairi (Universiti Kuala Lumpur, Malaysia), Md Nazmus Saadat (Universiti Kuala Lumpur, Malaysia)
Performance Analyzing System Based on Visualization of Packet Transfers and Method Calls on Object Storage System 5-3 Makoto Nakagami (Kogakuin University, Japan), Shunpei Hayakawa (Kogakuin University, Japan), Saneyasu Yamaguchi (Kogakuin University, Japan)
Session 6: Generative Deep Learning Room: Virtual Room 2 09:00-09:45, Tuesday, January 05, 2021 Session Chairs: Feng Xia
Generative Adversarial Networks for Retinal Image Enhancement with Pathological Information
6-1 Quang T. M. Pham (Sungkyunkwan University, Korea), Jitae Shin (Sungkyunkwan University, Korea)
Manipulating Retinal OCT data for Image Segmentation based on Encoder-Decoder Network
6-2 Mingue Song (Towson University, United States), Yanggon Kim (Towson University, United States),
Learning for Free: Object Detectors Trained on Synthetic Data
6-3 Charles Thane MacKay (San Jose State University, United States), Teng-Sheng Moh (San Jose State University, United States)
17 http://www.IMCOM.org IMCOM 2021 Day 2 Conference Program | 11:45-12:30, Monday, January 05, 2021 |
Session 7: Deep Classification Room: Virtual Room 1 11:45-12:30, Monday, January 05, 2021 Session Chairs: Feng Xia
A Reconcile of Density Based and Hierarchical Clustering Based on the Laws of Physics
7-1 Nader Bazyari (University of Tehran, Iran), Hedieh Sajedi (University of Tehran, Iran)
Eff-YNet: A Dual Task Network for DeepFake Detection and Segmentation
7-2 Eric Tjon (San Jose State University, United States), Melody Moh (San Jose State University, United States), Teng-Sheng Moh (San Jose State University, United States)
EnvBERT: Multi-label Text Classification for Imbalanced, Noisy Environmental News Data
7-3 Dohyung Kim (Sungkyunkwan University, Korea), Jahwan Koo (Sungkyunkwan University, Korea), Ung-Mo Kim (Sungkyunkwan University, Korea)
Session 8: Time Series Data Learning Room: Virtual Room 2 11:45-12:30, Monday, January 05, 2021 Session Chairs: Taketoshi Ushiama
Recommendation System with Reasoning Path Based on DQN and Knowledge Graph
8-1 Wenyi Xu (Shanghai Jiao Tong University, China), Xiaofeng Gao (Shanghai Jiao Tong University, China), Yin Sheng (State Key Laboratory of Air Traffic Management System and Technology, Nanjing, China), Guihai Chen (Shanghai Jiao Tong University, China)
Time Series Prediction Based on Recursive Update Gaussian Kernel Function Networks
8-2 Kyu Min Yoo (Sungkyunkwan University, Korea), Rhee Man Kil(Sungkyunkwan University, Korea), Hee Yong Youn (Sungkyunkwan University, Korea)
Online State of Health Estimation of Batteries under Varying Discharging Current Based on a Long Short Term Memory 8-3 Areum Kim (Sungkyunkwan University, Korea), Sukhan Lee (Sungkyunkwan University, Korea)
http://www.IMCOM.org 18 IMCOM 2021 Day 2
Conference Program | 12:35-13:10, Tuesday, January 05, 2021 |
Short Presentation Session 3: System on Chip Room: Virtual Room 1 12:35-13:10, Tuesday, January 05, 2021 Session Chair: Tien-Dzung Nguyen
Water Leakage Detection based on Automatic Meter Reading
S3-1 Fuead Ali (Universiti Kuala Lumpur, Malaysia), Mohamad Firdaus Hafifi Saidi (Universiti Kuala Lumpur, Malaysia)
Development of Robotic Sorting System for Small Parts Using SCARA Robot
S3-2 Kyu Man Shin (Sungkyunkwan University, Korea), Dong Min Lee (Samsung Electronics Co., Korea), Jae Wook Jeon (Sungkyunkwan University, Korea)
Stabilization of Floor Projection Image with Soft Unmanned Aerial Vehicle Projector
S3-3 Joonhyung Lee (Sungkyunkwan University, Korea), Seung Hwan Song (Sungkyunkwan University, Korea), Byeungwoo Jeon (Sungkyunkwan University, Korea), Hyouk Ryeol Choi (Sungkyunkwan University, Korea)
Writing Reprogramming Data from RAM to Flash Memory Using Multicore Electronic Control Units
S3-4 Do Yeon Kim (Sungkyunkwan University, Korea), Jun Young Moon (Sungkyunkwan University, Korea), Jae Wook Jeon (Sungkyunkwan University, Korea),
Design of Miniaturized On-chip SIW Cavity Filter and Diplexer in 65nm CMOS Process
S3-5 Amir Altaf (Sungkyunkwan University, Korea), Waseem Abbas (Sungkyunkwan University, Korea), Munkyo Seo (Sungkyunkwan University, Korea)
19 http://www.IMCOM.org IMCOM 2021 Day 2
Conference Program | 12:35-13:10, Tuesday, January 05, 2021 |
Short Presentation Session 4: Data Extraction and Transformation Room: Virtual Room 2 12:35-13:10, Tuesday, January 05, 2021 Session Chair: Xiaofeng Gao
Utilizing CNN for Object Detection in LiDAR Data for Autonomous Driving
S4-1 Vinay Ponnaganti (San Jose State University, United States), Melody Moh(San Jose State University, United States), Teng-Sheng Moh(San Jose State University, United States)
Chinese Triple Extraction Based on BERT Model
S4-2 Weidong Deng (Beijing Jiao Tong University, China), Yun Liu (Beijing Jiao Tong University, China)
Dual Approach to Handling Imbalanced Class in Datasets Using Oversampling and Ensemble Learning Techniques
S4-3 Yoga Pristyanto (Universitas Amikom Yogyakarta, Indonesia), Anggit Ferdita Nugraha (Universitas Amikom Yogyakarta, Indonesia), Irfan Pratama (Universitas Amikom Yogyakarta, Indonesia), Akhmad Dahlan (Universitas Amikom Yogyakarta, Indonesia), Lucky Adhikrisna Wirasakti (Universitas Amikom Yogyakarta, Indonesia)
An Efficient Scheme for the Generation of Ordered Trees in Constant Amortized Time
S4-4 Victor Parque (Waseda University, Japan), Tomoyuki Miyashita (Waseda University, Japan)
Crowd Worker Selection with Wide Learning and Narrow Evaluation
Jeon-Pyo Hong (Sungkyunkwan University, Korea), S4-5 Yoon-Yeol Lee (Sungkyunkwan University, Korea), Ja-Hwan Koo (Sungkyunkwan University, Korea), Ung-Mo Kim (Sungkyunkwan University, Korea)
http://www.IMCOM.org 20 IMCOM 2021 Day 2 Conference Program | 13:10-13:45, Tuesday, January 05, 2021 |
Lightning Session 2: Data Operation Algorithms 13:10-13:45, Tuesday, January 05, 2021
Reduction of Data Dimensions in The PLA Process
L2-1 Nurmalitasari (Universiti Kuala Lumpur, Malaysia), Zalizah Awang Long (Universiti Kuala Lumpur, Malaysia), Mohammad Faizuddin Mohd Noor (Universiti Kuala Lumpur, Malaysia)
Intermediate Data Format for the Elastic Data Conversion Framework
L2-2 Tran Khanh Dang (Ho Chi Minh City University of Technology, Vietnam), Ta Manh Huy (Ho Chi Minh City University of Technology, Vietnam), Nguyen Le Hoang (Ho Chi Minh City University of Technology, Vietnam)
Search Method of Number of Trees for Genetic Programming with Multiple Trees
L2-3 Takashi Ito (Aoyama Gakuin University, Japan)
A Frequency Estimation Algorithm under Local Differential Privacy
L2-4 Desong Qin (Beijing Jiaotong University, China), Zhenjiang Zhang (Beijing Jiaotong University, China)
A Byzantine Fault-Tolerant Raft Algorithm Combined with Schnorr Signature
L2-5 Sihan Tian (Beijing Jiaotong University, China), Yun Liu (Beijing Jiaotong University, China), Yansong Zhang (Beijing Jiaotong University, China), Yingsi Zhao (Beijing Jiaotong University, China)
Automatic Event Extraction Method for Analyzing of Text Narrative Structure
L2-6 Hye-Yeon Yu (Sungkyunkwan University, Korea), Moon-Hyun Kim (Sungkyunkwan University, Korea)
Generalizing and Processing Topological Data using Sentence Data Structure
L2-7 San Kim (Sungkyunkwan University, Korea), Eunjung Joo (Sungkyunkwan University, Korea), Jusung Ha (Sungkyunkwan University, Korea), Jaekwang Kim (Sungkyunkwan University, Korea)
21 http://www.IMCOM.org IMCOM 2021 Day 3 Conference Program | 09:00-09:45, Wednesday, January 06, 2021 |
Session 9: Network Reliability Room: Virtual Room 1 09:00-09:45, Wednesday, January 06, 2021 Session Chairs: Masato Oguchi
A Predictive ECMP Routing Protocol for Fat-Tree Enabled Data Centre Networks
9-1 Edward Nepolo (Namibia University of Science and Technology, Namibia), Guy-Alain Lusilao Zodi (Namibia University of Science and Technology, Namibia)
Hierarchical Cooperative Intrusion Detection Method for MANETs (HCIDM)
9-2 Teresia Ankome (Namibia University of Science and Technology, Namibia), Guy-Alain Lusilao Zodi (Namibia University of Science and Technology, Namibia)
On a Partially Verifiable Multi-party Multi-argument Zero-knowledge Proof
9-3 Hoil Ryu (Markany, Korea), Dongwoo Kang (Sungkyunkwan University, Korea), Dongho Won (Sungkyunkwan University, Korea)
Session 10: Virtual Education Room: Virtual Room 2 09:00-09:45, Wednesday, January 06, 2021 Session Chairs: Byung-Seok Kang
Tactile-Color System for Accessibility of Color Education: 2.5D UV Printed Supplementary Material for Visually Impaired Students
10-1 Jaeeun Shin (Sungkyunkwan University, Korea), Jundong Cho (Sungkyunkwan University, Korea), Sangwon Lee (Sungkyunkwan University, Korea)
Viewpoint of Class Subject and Classroom Space on Face-to-face Course and Online Course 10-2 Toyohide Watanabe (Nagoya Industrial Science Research Institute, Japan)
The Overview of Software and Information Support Services for Distance Learning
10-3 Sergey Kratov (ICMMG SB RAS, Russia), Alexey Podsadnikov (ICMMG SB RAS, Russia)
http://www.IMCOM.org 22 IMCOM 2021 Day 3 Conference Program | 10:50-11:35, Wednesday, January 06, 2021 |
Session 11: Network Availability Room: Virtual Room 1 10:50-11:35, Wednesday, January 06, 2021 Session Chairs: Masato Oguchi
Deep Learning-Aided 5G Channel Estimation
An Le Ha (Seoul National University, Korea), 11-1 Trinh Van Chien (Hanoi University of Science and Technology, Vietnam), Tien Hoa Nguyen (Hanoi University of Science and Technology, Vietnam), Wan Choi (Seoul National University, Korea), Van Duc Nguyen (Hanoi University of Science and Technology, Vietnam)
Enhanced Random Access with Beamforming Techniques in 5G Networks
11-2 Jun-Woo Won (Sungkyunkwan University, Korea), Kyoung Min Kim (Sungkyunkwan University, Korea), Tae-Jin Lee (Sungkyunkwan University, Korea)
Redundancy method to solve CAN-FD bus line breakage problem
11-3 Young Soo Do (Sungkyunkwan University, Korea), Chang Young Jo (Sungkyunkwan University, Korea), Jae Wook Jeon (Sungkyunkwan University, Korea)
Session 12: Intelligent Image Exploration Room: Virtual Room 2 10:50-11:35, Wednesday, January 06, 2021 Session Chairs: Syed M. Raza
A novel translation estimation for essential matrix based stereo visual odometry
12-1 Huu-Hung Nguyen (Le Quy Don Technical University, Vietnam), The-Tien Nguyen(Le Quy Don Technical University, Vietnam), Cong-Manh Tran (Le Quy Don Technical University, Vietnam), Kim-Phuong Phung (Le Quy Don Technical University, Vietnam), Quang-Thi Nguyen (Le Quy Don Technical University, Vietnam)
Evolutionary Algorithms and Efficient Data Analytics for Image Processing
12-2 Farid Ghareh Mohammadi (University of Georgia, United States), Farzan Shenavarmasouleh (University of Georgia, United States), M. Hadi Amini (Florida International University, United States), Hamid R. Arabnia (University of Georgia, United States)
Bangla Handwritten Word Recognition System Using Convolutional Neural Network
12-3 Md. Tanvir Hossain (East West University, Bangladesh), Md. Wahid Hasan (East West University, Bangladesh), Amit Kumar Das (East West University, Bangladesh)
23 http://www.IMCOM.org IMCOM 2021 Day 3 Conference Program | 11:45-12:30, Wednesday, January 06, 2021 |
Session 13: Collaborative Edge Computing Room: Virtual Room 1 11:45-12:30, Wednesday, January 06, 2021 Session Chairs: Van Duc Nguyen
An Energy Management System with Edge Computing for Industrial Facility
13-1 Min Wei (Chongqing University of Posts and Telecommunications, China), Caiqin Li (Chongqing University of Posts and Telecommunications, China), Xu Yang (Chongqing University of Posts and Telecommunications, China)
Smart Manufacturing Scheduling System: DQN based on Cooperative Edge Computing
13-2 Junhyung Moon (Sungkyunkwan University, Korea), Jongpil Jeong (Sungkyunkwan University, Korea)
FTTH Zero-Touch Multi-service Provisioning on CORD-Based Access Network Virtualization Platform
Tri Trinh (Vietnam Post and Telecommunication Groups, Vietnam), 13-3 Nguyen Viet Bang (Vietnam Post and Telecommunication Groups, Vietnam), Manabu Yoshino (NTT Corporation, Japan), Hiro Suzuki (NTT Corporation, Japan), Nguyen Huu Thanh (Hanoi University of Science and Technology, Vietnam)
Session 14: Image Processing and Detection Room: Virtual Room 2 11:45-12:30, Wednesday, January 06, 2021 Session Chairs: Tien-Dzung Nguyen
Lightweight Deep Extraction Networks for Single Image De-raining
14-1 Yunseon Jang (Sungkyunkwan University, Korea), Chang-Hwan Son (Kunsan National University, Korea), Hyunseung Choo (Sungkyunkwan University, Korea)
Face Detection using Local Patterns in FPGA
14-2 Jin Young Byun (Sungkyunkwan University, Korea), Jae Wook Jeon (Sungkyunkwan University, Korea)
TSS-Net: Time-based Semantic Segmentation Neural Network for Road Scene Understanding
14-3 Tin Trung Duong (Sungkyunkwan University, Korea), Huy-Hung Nguyen (Sungkyunkwan University, Korea), Jae Wook Jeon (Sungkyunkwan University, Korea)
http://www.IMCOM.org 24 IMCOM 2021 Day 3
Conference Program | 12:35-13:10, Wednesday, January 06, 2021 |
Short Presentation Session 5: Cyber Security and Privacy Room: Virtual Room 1 12:35-13:10, Wednesday, January 06, 2021 Session Chair: Syed M. Raza Differential Privacy using Fuzzy Convolution Neural Network (DP-FCNN) with Laplace Mechanism and Authenticated Access in Edge Computing
S5-1 Jhilakshi Sharma (Kennesaw State University, United States), Donghyun Kim (Georgia State University, United States), Ahyoung Lee (Kennesaw State University, United States), Daehee Seo (Sangmyung University, Korea)
Non-Invertibility for Random Projection based Biometric Template Protection Scheme
S5-2 Thi Ai Thao Nguyen (HCMC University of Technology, Vietnam), Tran Khanh Dang (HCMC University of Technology, Vietnam), Dinh Thanh Nguyen (HCMC University of Technology, Vietnam)
A Feature Selection Based DNN for Intrusion Detection System
Li-Hua Li (Chaoyang Univ. of Technology, Taiwan), S5-3 Ramli Ahmad (Chaoyang Univ. of Technology, Taiwan), Wen-Chung Tsai (Chaoyang Univ. of Technology, Taiwan), Alok Kumar Sharma (Chaoyang Univ. of Technology, Taiwan)
Improving the Two-stage Detection of Cyberattacks in SDN Environment Using Dynamic Thresholding
S5-4 Tao Wang (Kyushu University, Japan), Yaokai Feng (Kyushu University, Japan), Kouichi Sakurai (Kyushu University, Japan)
Security Analysis of Blockchain-based Anonymous Authentication with Key Management for Smart Grid Edge Computing Infrastructure Hakjun Lee (Sungkyunkwan University, Korea), S5-5 Jihyeon Ryu (Sungkyunkwan University, Korea), Youngsook Lee (Howon University, Korea), Dongho Won (Sungkyunkwan University, Korea)
25 http://www.IMCOM.org IMCOM 2021 Day 3
Conference Program | 12:35-13:10, Wednesday, January 06, 2021 |
Short Presentation Session 6: Virtual Resource Orchestration Room: Virtual Room 2 12:35-13:10, Wednesday, January 06, 2021 Session Chair: Van Duc Nguyen
Time-Series Data Regression Modeling Method for Efficient Operation of Virtual Environments
S6-1 Yuriko Takahashi (Ochanomizu University, Japan), Shigeto Suzuki (FUJITSU LABOLATORIES LTD., Japan), Takuji Yamamoto (FUJITSU LABOLATORIES LTD., Japan), Hiroyuki Fukuda (FUJITSU LABOLATORIES LTD., Japan), Masato Oguchi (Ochanomizu University, Japan),
Authentication and Trustful Communication Protocol for IoT Devices
S6-2 Seiya Kobayashi (The University of Aizu, Japan), Toshiaki Miyazaki (The University of Aizu, Japan)
On Modeling Air Pollution Detection With Internet of Vehicles
S6-3 Vladimir Shakhov (Mathematical Geophysics SB RAS, Russia), Olga Sokolova (Mathematical Geophysics SB RAS, Russia)
Edge Orchestration Based Computation Peer Offloading in MEC-Enabled Networks: A Fuzzy Logic Approach
S6-4 Md Delowar Hossain (Kyung Hee University, Korea), Tangina Sultana (Kyung Hee University, Korea), Md Alamgir Hossain (Kyung Hee University, Korea), Eui-Nam Huh (Kyung Hee University, Korea)
UAV-aided Sensory Data Aggregation: Incremental Clustering and Scheduling Approach
Tien-Dung Nguyen (Sungkyunkwan University, Korea), S6-5 Duc-Tai Le (Sungkyunkwan University, Korea), Nguyen Pham-Van (Sungkyunkwan University, Korea), Hyunseung Choo (Sungkyunkwan University, Korea), Tien Pham Van (Hanoi University of Science and Technology, Vietnam)
http://www.IMCOM.org 26 IMCOM 2021 Day 3 Conference Program | 13:10-13:45, Wednesday, January 06, 2021 |
Lightning Session 3: Interaction Studies 13:10-13:45, Wednesday, January 06, 2021
Examining a Twitter Conversation Network during the Covid-19 Outbreak: a Social Network Analysis Approach
L3-1 Stevanus Wisnu Wijaya (Universitas Prasetiya Mulya, Indonesia), Indria Handoko (Universitas Prasetiya Mulya, Indonesia)
Census Data Analytics for Detecting Home Language Shifts
Christian M. Choy (University of Manitoba, Canada), L3-2 M. Kiefer Co (University of Manitoba, Canada), Matthew J. Fogel (University of Manitoba, Canada), Clarke D. Garrioch (University of Manitoba, Canada), Carson K. Leung (University of Manitoba, Canada), Ekaterina Martchenk (University of Manitoba, Canada)
A Cross-Cultural Comparative Study on the Startup Discourse in 2000-2019 between United States and China
L3-3 Jaeyeon Jang (Sungkyunkwan University, Korea), Byungjun Kim (Sungkyunkwan University, Korea), Kyeo Re Lee (Sungkyunkwan University, Korea), Jang Hyun Kim (Sungkyunkwan University, Korea)
Developing a Ophthalmic Chatbot System
Jung Hoon Lee (Sungkyunkwan University, Korea), Min-Su Jeong (Sungkyunkwan University, Korea), L3-4 Jin-Uk Cho (Sungkyunkwan University, Korea), Hyun-Kyu Jeon (Sungkyunkwan University, Korea), Jong-Hyeok Park (Sungkyunkwan University, Korea), Kyoung-Deok Shin (Sungkyunkwan University, Korea), Su-Jeong Song (Sungkyunkwan University, Korea), Yun-Gyung Cheong (Sungkyunkwan University, Korea)
Investigating Network Performance of a Multi-userVirtual Reality Environment for Mining Education L3-5 Andreas Lindblom (Lulea University of Technology, Sweden), Teemu H. Laine (Ajou University, Korea), Henrique Souza Rossi (Lulea University of Technology, Sweden)
Research Issues & State of the Art Challenges in Event Detection
Md Nazmus Saadat (Universiti Kuala Lumpur, Malaysia), Hasibul Kabir (Universiti Kuala Lumpur, Malaysia), L3-6 Muhammad Shuaib (Universiti Kuala Lumpur, Malaysia), Rasheed Mohammad Nassr (Universiti Kuala Lumpur, Malaysia), Mohd Nizam Husen (Universiti Kuala Lumpur, Malaysia), Husna Osman (Universiti Kuala Lumpur, Malaysia),
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Sungkyunkwan University
College of Computing
College of Information Computing and Engineering
(Brain Korea) 4단계 BK21사업
ICT Research and Education Foundation ICT명품인재양성사업단
Intelligent ICT Convergence Research Center 판교 SW융합대학원 그랜드ICT연구센터사업
IoT Semiconductor Research Center
Convergence Research Institute
Department of AI
Universiti Kuala Lumpur
Malaysian Institute of Information Technology (MIIT)
http://www.IMCOM.org 32