CFE-Cmstatistics 2020 Book of Abstracts
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Robust Statistics Part 3: Regression Analysis
Robust Statistics Part 3: Regression analysis Peter Rousseeuw LARS-IASC School, May 2019 Peter Rousseeuw Robust Statistics, Part 3: Regression LARS-IASC School, May 2019 p. 1 Linear regression Linear regression: Outline 1 Classical regression estimators 2 Classical outlier diagnostics 3 Regression M-estimators 4 The LTS estimator 5 Outlier detection 6 Regression S-estimators and MM-estimators 7 Regression with categorical predictors 8 Software Peter Rousseeuw Robust Statistics, Part 3: Regression LARS-IASC School, May 2019 p. 2 Linear regression Classical estimators The linear regression model The linear regression model says: yi = β0 + β1xi1 + ... + βpxip + εi ′ = xiβ + εi 2 ′ ′ with i.i.d. errors εi ∼ N(0,σ ), xi = (1,xi1,...,xip) and β =(β0,β1,...,βp) . ′ Denote the n × (p + 1) matrix containing the predictors xi as X =(x1,..., xn) , ′ ′ the vector of responses y =(y1,...,yn) and the error vector ε =(ε1,...,εn) . Then: y = Xβ + ε Any regression estimate βˆ yields fitted values yˆ = Xβˆ and residuals ri = ri(βˆ)= yi − yˆi . Peter Rousseeuw Robust Statistics, Part 3: Regression LARS-IASC School, May 2019 p. 3 Linear regression Classical estimators The least squares estimator Least squares estimator n ˆ 2 βLS = argmin ri (β) β i=1 X If X has full rank, then the solution is unique and given by ˆ ′ −1 ′ βLS =(X X) X y The usual unbiased estimator of the error variance is n 1 σˆ2 = r2(βˆ ) LS n − p − 1 i LS i=1 X Peter Rousseeuw Robust Statistics, Part 3: Regression LARS-IASC School, May 2019 p. 4 Linear regression Classical estimators Outliers in regression Different types of outliers: vertical outlier good leverage point • • y • • • regular data • ••• • •• ••• • • • • • • • • • bad leverage point • • •• • x Peter Rousseeuw Robust Statistics, Part 3: Regression LARS-IASC School, May 2019 p. -
Bainetal19 Sdgs FINAL.Pdf
Citation for published version: Bain, P, Kroonenberg, PM, Johansson, L-O, Milfont, T, Crimston, C, Kurz, TR, Bushina, E, Calligaro, C, Demarque, C, Guan, Y & Park, J 2019, 'Public views of the Sustainable Development Goals across countries', Nature Sustainability, vol. 2, no. 9, pp. 819-825. https://doi.org/10.1038/s41893-019-0365-4 DOI: 10.1038/s41893-019-0365-4 Publication date: 2019 Document Version Peer reviewed version Link to publication This is a post-peer-review, pre-copyedit version of an article published in Nature Sustainability. The final authenticated version is available online at: https://doi.org/10.1038/s41893-019-0365-4 University of Bath Alternative formats If you require this document in an alternative format, please contact: [email protected] General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. Take down policy If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. Download date: 24. Sep. 2021 Public views of the Sustainable Development Goals across countries Paul G. Bain1, Pieter M. Kroonenberg2, Lars-Olof Johansson3, Taciano L. Milfont4, Charlie R. Crimston5, Tim Kurz1, Ekaterina Bushina6, Carolina Calligaro7, Christophe Demarque8, Yanjun Guan9, Joonha Park10 1 Department -
2020 Yearbook
2020 YEARBOOK 1 QS World University Rankings 2020 Yearbook Published by QS Quacquarelli Symonds Limited. 1 Tranley Mews, Fleet Road, London NW3 2DG United Kingdom qs.com 1st edition, May 2020 Book ISBN: 978-981-14-5329-8 eBook ISBN: 978-981-14-5330-4 Copyright © QS Quacquarelli Symonds Limited 2020 All rights reserved. The entire content of this publication is protected by international copyright. No part of it may be copied or reproduced, stored in a retrieval system or transmitted, in any form, without the prior written permission of the publisher. Any permitted reproduction of QS Rankings data must be sourced: QS World University Rankings® 2020. Any other permitted reproduction must be sourced: QS World University Rankings 2020 Yearbook, QS Quacquarelli Symonds Limited 2020. For permission, please write to Monica Hornung Cattan [email protected] Acknowledgements QS would like to thank the advertisers in this edition, the main editorial contributors (see page 9), and the many other QS and external colleagues who have contributed, particularly including the QS Intelligence Unit team behind the QS World University Rankings®: Ben Sowter, Jason Newman, Leigh Kamolins, Monica Hornung Cattan, Anton John Crace, Samuel Ang, Ana Marie Banica, Effie Chen, E Way Chong, Juan Carlos Mejia Cuartas, Alloysius Ching, Alex Chisholm, Ashwin Fernandes, Tony Fregoli, Selina Griffin, Ludovic Highman, Elena Ilie, Daniel Kahn, Yea Yin Kek, Taewan Kim, Andrew MacFarlane, Gabriel Maschião da Costa, David Myers, Larisa Osipova, Ajita Rane, Shiloh Rose, Nicholas Sequeira, Rashmi Sharma, Padmashree Sorate, Violeta Surugiu, Ken Trinh, Jia Ying Wong, Samuel Wong, Yuh Ming Yap, Dennis Yu, Zoya Zaitseva. -
BOOK of the NIGHT HEADLINE SPONSOR 29 January 2021 3
The AMBA & BGA Excellence Awards2021 OFFICIAL BOOK OF THE NIGHT HEADLINE SPONSOR 29 January 2021 WELCOME FROM CONTENTS It is my great pleasure to welcome you all to our 2021 AMBA & BGA Excellence Awards, which we are SPONSORS 04 hosting virtually. RUNNING ORDER OF THE AWARDS CEREMONY 05 On behalf of the entire AMBA & BGA team, I would like to thank you for joining us to celebrate our JUDGING PANEL 06 shared successes throughout the past year, in spite of global turbulence, and to congratulate all the shortlisted entrants and winners of this year’s Excellence Awards. We are also celebrating BGA’s second anniversary. Since BGA’s launch in late January 2019, the network THE CHIEF EXECUTIVE OFFICER BEST INNOVATION STRATEGY, has grown at lightning speed – we have already welcomed 150 Business Schools as BGA members and accredited 12 BGA Schools. Our AMBA-accredited Schools network has now grown to 286 Schools Sponsored by Barco 08 and we have been delighted to continue receiving positive feedback on our decision to strengthen the quality and exclusivity of the AMBA network further, by limiting the network to just 300 high-quality BEST LIFELONG LEARNING INITIATIVE, . Business Schools worldwide. Sponsored by Studious Digital Education 12 AMBA student and graduate membership has grown to 55,000, and our BGA student and graduate network will, in time, grow to be even larger than this. BEST CORPORATE SOCIAL RESPONSIBILITY INITIATIVE 16 This is our largest-ever AMBA & BGA Excellence Awards, featuring 11 categories. We have had a record number of entries, representing all six continents, and the competition was stronger than ever. -
Asia Pacific Conference for Deans and Directors 2019 Programme
ASIA PACIFIC CONFERENCE FOR DEANS AND DIRECTORS 2019 PROGRAMME 13 – 15 November | Chengdu, China | #AMBA19 Host School Host School Partner 2 ASIA PACIFIC CONFERENCE FOR DEANS AND DIRECTORS 2019 WELCOME TO CHENGDU I would like to welcome you all to the beautiful city of Chengdu and AMBA & BGA’s Asia Pacific Conference for Deans and Directors – the 12th instalment of this annual event. As the year draws to a close, I am very pleased to say that 2019 has been the most successful year in our history. The AMBA-accredited School network has grown to 272 Schools and 46,000 student and graduate members. In addition, since launching the Business Graduates Association (BGA) in January, we have recruited 100 BGA member Schools in just 10 months. During the conference, we will present, discuss and debate key issues which will impact Business Schools in the Asia Pacific region over the next five years, including: action learning and industry- focused education in the MBA; student recruitment trends in the Asia Pacific region; practical strategies for upgrading business education; the Silk Road Entrepreneurship Education Network; digitisation in teaching and learning platforms; the future of leadership development; and innovative course development. In addition, the conference will provide updates on new market innovations that are impacting the future development of Business Schools globally, and the progress of BGA since its recent launch. We want our networks of Business Schools, throughout the Asia Pacific region and the rest of the world, to stay abreast of the latest developments in business education and for our supporters to provide the thought leadership and industry knowledge that is required. -
New Renovated B-School Facilities
Business School Facilities: Recent Construction and Renovation Institution Name B-school Name Building/Facility Name Activity Year Status University of Calgary Haskayne School of Business Scurfield Hall New Building 1986 Complete University of Cincinnati School of Business Carl H. Lindner Hall New Building 1987 Complete Brock University Faculty of Business Taro Hall New Building 1990 Complete The University of Arizona Eller College of Management McClelland Hall New Building 1992 Complete University of California, Berkeley Haas School of Business Haas School of Business complex New Building 1995 Complete University of California, Los Angeles Anderson School of Management Management Education Complex New Building 1995 Complete Boston University School of Management Rafik B. Hariri Building New Building 1996 Complete Creighton University College of Business College of Business Building Renovation/Expansion 1996 Complete Northern Kentucky University Haile/US Bank College of Business unknown unknown 1996 Complete University of Georgia The Terry College of Business Brooks Hall Renovation/Expansion 1996 Complete William and Rosemary Gallagher University of Montana School of Business Administration Business Building New Building 1996 Complete University of Virginia-Darden Darden Graduate School of Business Saunders Hall New Building 1996 Complete The Arnold and Mabel Beckman Chapman University Argyros School of Business and Economics Business and Technology Hall New Building 1997 Complete Peter F. Drucker & Masatoshi Ito Graduate Claremont Graduate -
Robustbase: Basic Robust Statistics
Package ‘robustbase’ June 2, 2021 Version 0.93-8 VersionNote Released 0.93-7 on 2021-01-04 to CRAN Date 2021-06-01 Title Basic Robust Statistics URL http://robustbase.r-forge.r-project.org/ Description ``Essential'' Robust Statistics. Tools allowing to analyze data with robust methods. This includes regression methodology including model selections and multivariate statistics where we strive to cover the book ``Robust Statistics, Theory and Methods'' by 'Maronna, Martin and Yohai'; Wiley 2006. Depends R (>= 3.5.0) Imports stats, graphics, utils, methods, DEoptimR Suggests grid, MASS, lattice, boot, cluster, Matrix, robust, fit.models, MPV, xtable, ggplot2, GGally, RColorBrewer, reshape2, sfsmisc, catdata, doParallel, foreach, skewt SuggestsNote mostly only because of vignette graphics and simulation Enhances robustX, rrcov, matrixStats, quantreg, Hmisc EnhancesNote linked to in man/*.Rd LazyData yes NeedsCompilation yes License GPL (>= 2) Author Martin Maechler [aut, cre] (<https://orcid.org/0000-0002-8685-9910>), Peter Rousseeuw [ctb] (Qn and Sn), Christophe Croux [ctb] (Qn and Sn), Valentin Todorov [aut] (most robust Cov), Andreas Ruckstuhl [aut] (nlrob, anova, glmrob), Matias Salibian-Barrera [aut] (lmrob orig.), Tobias Verbeke [ctb, fnd] (mc, adjbox), Manuel Koller [aut] (mc, lmrob, psi-func.), Eduardo L. T. Conceicao [aut] (MM-, tau-, CM-, and MTL- nlrob), Maria Anna di Palma [ctb] (initial version of Comedian) 1 2 R topics documented: Maintainer Martin Maechler <[email protected]> Repository CRAN Date/Publication 2021-06-02 10:20:02 UTC R topics documented: adjbox . .4 adjboxStats . .7 adjOutlyingness . .9 aircraft . 12 airmay . 13 alcohol . 14 ambientNOxCH . 15 Animals2 . 18 anova.glmrob . 19 anova.lmrob . -
(G)ARCH Processes and the Phenomenon of Misleading and Unambiguous Signals
(G)ARCH processes and the phenomenon of misleading and unambiguous signals Ana Beatriz Torres de Sousa Thesis to obtain the Master of Science Degree in Mathematics and Applications Supervisor: Prof. Manuel Jo˜ao Cabral Morais Examination Committee Chairperson: Prof. Ant´onio Manuel Pacheco Pires Supervisor: Prof. Manuel Jo˜ao Cabral Morais Members of the Committee: Prof. Patr´ıcia Alexandra de Azevedo Carvalho Ferreira e Pereira Ramos December 2015 Acknowledgments During the preparation of this dissertation, I received the help and support of several people to whom I would like to thank. First of all, I want to express my genuine gratitude to my supervisor, Professor Manuel Cabral Morais, for his guidance, constructive criticism, proofreading and specially for his patience during our weekly and stimulating meetings via Skype. My thanks are also extensive to: Professor Yarema Okhrin because without his programming sug- gestion I would have waited much longer for the simulations to end; and Professor Wolfgang Schmid for providing crucial critical values and, thus, saving me from excruciating computations and time consuming simulations. This thesis could not have been written without the support and infinite patience of my family and friends. I am deeply grateful to: my parents, Manuela and Fernando, for always being there pushing me forward; my sister Rita who showed me that even the hardest obstacles can be overcome with persistence; and my grandmother Alice who always believed in me even when I did not. i ii Resumo Uma s´erie temporal ´euma sequˆencia de observa¸c˜oes ordenadas no tempo. No estudo destas sequˆencias, ´enecess´ario reconhecer explicitamente a importˆancia da ordem pela qual as observa¸c˜oes s˜ao recolhidas, logo recorrer `aan´alise e aos modelos de s´eries temporais. -
Master in Management
COMPLETE BROCHURE International Master in Management Master Internacional en Management - Bilingüe General Management and Leadership where business people grow Contents EADA AT A GLANCE 04 TOWARDS A SUSTAINABLE FUTURE 08 Leadership YOUR LEARNING 12 development YOUR PROFESSORS 18 to become the leader you want to work for YOUR CLASSMATES 22 ROLE PLAYS, OUTDOOR TRAINING AND BUSINESS SIMULATIONS TO MAKE YOU A YOUR PROGRAMME 24 MASTER PERSUADER CAPABLE OF BUILDING RELATIONSHIPS AND INSPIRING DIVERSE YOUR SPECIALISATIONS 26 STAKEHOLDERS YOUR INTERNATIONAL BUSINESS TRIP 34 YOUR INNOVATION CHALLENGE 36 Professional know-how YOUR CONFERENCES 38 to maximise your YOUR FINAL PROJECT 40 international career potential PRACTICAL, HANDS-ON CLASSES WITH YOUR OPPORTUNITIES ABROAD 44 EXPERIENCED PROFESSIONALS TO DEVELOP THE STRATEGIC VISION AND YOUR CAREER 48 PROBLEM-SOLVING SKILLS TO EXCEL YOUR COMMUNITY 56 YOUR BARCELONA 58 PRACTICAL INFORMATION 60 2 3 Enjoy the Barcelona Stand out from the lifestyle crowd As the only top-ranked business school At EADA, you stand out just by being yourself. in the Barcelona city centre, EADA is Small class sizes and individual follow-up where you want to be. We offer a unique make the most of your unique potential. Joint learning environment, with the hustle activities with other programmes allow you and bustle of one of the most beautiful to integrate into the larger EADA community cities in Europe waiting to be explored without losing that personal touch. just a few steps away. 25-30 +300 Let our reputation 10 15 PARTICIPANTS MASTER precede us MINUTES MINUTES PER CLASS PEERS FOR EADA’s reputation as a top-ranked business BY FOOT TO BY BIKE NETWORKING PLAZA DE TO THE school guarantees you a level of expertise CATALUÑA BEACH Get your hands dirty consistent with the very best professional qualifications. -
ACAH ACSS 2021 Draft Schedule
ACAH ACSS 2021 Draft Schedule The 12th Asian Conference on Arts & Humanities (ACAH2021) The 12th Asian Conference on the Social Sciences (ACSS2021) Online from Japan May 24-26, 2021 Final Draft Schedule Please Check & Confirm. Please check that all information pertaining to you is correct and notify us at [email protected] if there is any error. Please notify us of any corrections by Monday, May 3 09:00 AM (UTC+9). Please note that all abstracts are printed as submitted. Any errors, typographical or otherwise, are the authors’. Final Schedule After minor changes have been made to the schedule we will send you a link to the final schedule. The final schedule will contain session information and a detailed day-to-day presentation schedule. This, along with details on how to access the online sessions, will be available on Wednesday, May 12. The International Academic Forum 1 ACAH ACSS 2021 Draft Schedule Monday at a Glance May 24, 2021 All times are in Japan Standard Time (UTC+9) 10:00-10:10 Announcements, Recognition of IAFOR Scholarship Winners, & Welcome Address Joseph Haldane, IAFOR, Japan 10:10-10:55 Keynote Presentation Measuring Value: 80 Goals for 7 Stakeholders Philip Sugai, Doshisha Business School, Doshisha University, Japan 10:55-11:05 Break 11:05-12:05 Panel Presentation Academia and Regional Sustainability in the Age of Pandemic Goi Hoe Chin, NUCB Business School, Japan Hakeem Muhammad Mohsin, NUCB Business School, Japan Frendy, NUCB Business School, Japan 12:05-12:15 Break 12:15-13:00 Keynote Presentation The Roma Festival -
Robust Linear Regression: Optimal Rates in Polynomial Time
Robust Linear Regression: Optimal Rates in Polynomial Time Ainesh Bakshi* Adarsh Prasad [email protected] [email protected] CMU CMU Abstract We obtain robust and computationally efficient estimators for learning several linear mod- els that achieve statistically optimal convergence rate under minimal distributional assump- tions. Concretely, we assume our data is drawn from a k-hypercontractive distribution and an ǫ-fraction is adversarially corrupted. We then describe an estimator that converges to the 2 2/k optimal least-squares minimizer for the true distribution at a rate proportional to ǫ − , when the noise is independent of the covariates. We note that no such estimator was known prior to our work, even with access to unbounded computation. The rate we achieve is information- theoretically optimal and thus we resolve the main open question in Klivans, Kothari and Meka [COLT’18]. Our key insight is to identify an analytic condition that serves as a polynomial relaxation of independence of random variables. In particular, we show that when the moments of the noise and covariates are negatively-correlated, we obtain the same rate as independent noise. 2 4/k Further, when the condition is not satisfied, we obtain a rate proportional to ǫ − , and again match the information-theoretic lower bound. Our central technical contribution is to algo- rithmically exploit independence of random variables in the ”sum-of-squares” framework by formulating it as the aforementioned polynomial inequality. arXiv:2007.01394v4 [stat.ML] 4 Dec 2020 *AB would like to thank the partial support from the Office of Naval Research (ONR) grant N00014-18-1-2562, and the National Science Foundation (NSF) under Grant No. -
Computational and Financial Econometrics (CFE 2017)
CFE-CMStatistics 2017 PROGRAMME AND ABSTRACTS 11th International Conference on Computational and Financial Econometrics (CFE 2017) http://www.cfenetwork.org/CFE2017 and 10th International Conference of the ERCIM (European Research Consortium for Informatics and Mathematics) Working Group on Computational and Methodological Statistics (CMStatistics 2017) http://www.cmstatistics.org/CMStatistics2017 Senate House & Birkbeck University of London, UK 16 – 18 December 2017 ⃝c ECOSTA ECONOMETRICS AND STATISTICS. All rights reserved. I CFE-CMStatistics 2017 ISBN 978-9963-2227-4-2 ⃝c 2017 - ECOSTA ECONOMETRICS AND STATISTICS Technical Editors: Gil Gonzalez-Rodriguez and Marc Hofmann. All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted, in any other form or by any means without the prior permission from the publisher. II ⃝c ECOSTA ECONOMETRICS AND STATISTICS. All rights reserved. CFE-CMStatistics 2017 International Organizing Committee: Ana Colubi, Erricos Kontoghiorghes, Marc Levene, Bernard Rachet, Herman Van Dijk. CFE 2017 Co-chairs: Veronika Czellar, Hashem Pesaran, Mike Pitt and Stefan Sperlich. CFE 2017 Programme Committee: Knut Are Aastveit, Alessandra Amendola, Josu Arteche, Monica Billio, Roberto Casarin, Gianluca Cubadda, Manfred Deistler, Jean-Marie Dufour, Ekkehard Ernst, Jean-David Fermanian, Catherine Forbes, Philip Hans Franses, Marc Hallin, Alain Hecq, David Hendry, Benjamin Holcblat, Jan Jacobs, Degui Li, Alessandra Luati, Richard Luger, J Isaac Miller, Claudio Morana, Bent