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Lecture Notes in Arti ficial Intelligence 11717

Subseries of Lecture Notes in Computer Science

Series Editors

Randy Goebel

University of Alberta, Edmonton, Canada Yuzuru Tanaka

Hokkaido University, Sapporo, Japan Wolfgang Wahlster

DFKI and Saarland University, Saarbrücken, Germany

Founding Editor

Jörg Siekmann

DFKI and Saarland University, Saarbrücken, Germany

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More information about this series athttp://www.springer.com/series/1244

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Kazuhiro Kojima

Maki Sakamoto

Koji Mineshima

Ken Satoh (Eds.)

New Frontiers

in Arti ficial Intelligence

JSAI-isAI 2018 Workshops, JURISIN, AI-Biz, SKL, LENLS, IDAA

Yokohama, Japan, November 12 –14, 2018 Revised Selected Papers

123

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Editors

Kazuhiro Kojima

National Institute of Advanced Industrial Science and Technology Ibaraki, Japan

Maki Sakamoto

University of Electro-Communications Tokyo, Japan

Koji Mineshima Ochanomizu University Tokyo, Japan

Ken Satoh

National Institute of Informatics Tokyo, Japan

ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Artificial Intelligence

ISBN 978-3-030-31604-4 ISBN 978-3-030-31605-1 (eBook) https://doi.org/10.1007/978-3-030-31605-1

LNCS Sublibrary: SL7– Artificial Intelligence

© Springer Nature Switzerland AG 2019

This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.

The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.

The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

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Preface

The Japanese Society for Artificial Intelligence (JSAI) is a premier academic society that focuses on artificial intelligence (AI) in Japan and was established in 1986. The International Symposium on AI (JSAI-isAI) is supported by the JSAI and this year was the tenth edition. JSAI-isAI 2018 was successfully held during November 12–14, 2018, at Raiosha in Hiyoshi Campus of Keio University in Yokohama, Japan. In all, 160 people from 17 countries participated.

JSAI-isAI 2018 included 5 workshops, where 9 invited talks and 85 papers were presented. This volume, New Frontiers in Artificial Intelligence: JSAI-isAI 2018 Workshops, is the proceedings of JSAI-isAI 2018. From thefive workshops (JURISIN 2018, AI-Biz 2018, SKL 2018, LENLS 15, and IDAA 2018) 33 papers were carefully selected and revised according to the comments of the workshop Program Committees.

The acceptance rate was about 34%. This resulted in the excellent selection of papers that are representative of some of the topics of AI research both in Japan and in other parts of the world.

JURISIN 2018 was the 12th International Workshop on Juris-informatics.

Juris-informatics is a new research area that studies legal issues from the perspective of informatics. The purpose of this workshop was to discuss both fundamental and practical issues among people from various backgrounds such as law, social science, information and intelligent technology, logic and philosophy, including the conven- tional“AI and law” area.

AI-Biz 2018 (Artificial Intelligence of and for Business) was the third workshop held to foster the concepts and techniques of business intelligence (BI) in AI. BI should include such cutting-edge techniques as data science, agent-based modeling, complex adaptive systems, and IoT. The main purpose of this workshop is to provide a forum for participants to discuss important research questions and practical challenges in BI, business informatics, data analysis, and agent-based modeling, to exchange the latest results, and to join efforts in solving common challenges.

SKL 2018 (the 5th International Workshop on Skill Science) aimed to interna- tionalize research on skill sciences by organizing the meeting. Human skills involve well-attuned perception and fine motor control, often accompanied by thoughtful planning. The involvement of body, environment, and tools mediating them makes the study of skills unique among research on human intelligence.

LENLS 15 was the 15th event in the series, and it focused on the formal and theoretical aspects of natural language. LENLS (Logic and Engineering of Natural Language Semantics) is an annual international workshop recognized internationally in the formal syntax-semantics-pragmatics community. It has been bringing together for discussion and interdisciplinary communication researchers working on formal theories of natural language syntax, semantics and pragmatics, (formal) philosophy, AI, and

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computational linguistics. Additionally, two selected papers which were supposed to be included in the post proceedings of LENLS 14 are also included in this volume.

IDAA 2018 (the First International Workshop of Intelligent Data Analytics and Applications) began in 2018. This workshop aims to bring researchers and practitioners across different AI research and application communities together in a unique forum to present and exchange ideas, results, and experiences in AI technologies and applica- tions. The scope of this workshop focuses on application inspired novel findings, methods, systems, and solutions which demonstrate the impact of data analytics by AI.

It is our great pleasure to be able to share some highlights of these fascinating workshops in this volume. We hope this book will introduce readers to the state-of-the-art research outcomes of JSAI-isAI 2018, and motivate them to participate in future JSAI-isAI events.

July 2018 Kazuhiro Kojima

Maki Sakamoto Ken Satoh Koji Mineshima vi Preface

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Organization

Al-Biz 2018

Chairs

Takao Terano Chiba University of Commerce, Japan Setsuya Kurahashi University of Tsukuba, Japan

Hiroshi Takahashi Keio University, Japan

Steering Committee

Reiko Hishiyama Waseda University, Japan

Manabu Ichikawa Shibaura Institute of Technology, Japan Yoko Ishino Yamaguchi University, Japan

Hajime Kita Kyoto University, Japan

Hajime Mizuyama Aoyama Gakuin University, Japan Chathura Rajapaksha University of Kelaniya, Sri Lanka Masakazu Takahashi Yamaguchi University, Japan Shingo Takahashi Waseda University, Japan Takashi Yamada Yamaguchi University, Japan

IDAA 2018

Chairs

Chih-Chieh Hung Tamkang University, Taiwan Chun-Hao Chen Tamkang University, Taiwan Hui-Huang Hsu Tamkang University, Taiwan

JURISIN 2018

Chair

Katsumi Nitta National Institute of Informatics, Japan

Steering Committee

Takehiko Kasahara Toin Yokohama University, Japan Makoto Nakamura Nagoya University, Japan

Katsumi Nitta National Institute of Informatics, Japan Seiichiro Sakurai Meji Gakuin University, Japan

Ken Satoh National Institute of Informatics and Sokendai, Japan Satoshi Tojo Japan Advanced Institute of Science and Technology,

Japan

Katsuhiko Toyama Nagoya University, Japan

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Advisory Committee

Trevor Bench-Capon The University of Liverpool, UK Tomas Gordon Fraunfoher FOKUS, Germany

Henry Prakken University of Utrecht and University of Groningen, The Netherlands

John Zeleznikow Victoria University, Australia Robert Kowalski Imperial College London, UK Kevin Ashley University of Pittsburgh, USA

Program Committee

Thomas Agotnes University of Bergen, Norway Natasha Alechina University of Nottingham, UK

Ryuta Arisaka National Institute of Informatics, Japan Kristijonas Cyras Imperial College London, UK

Mehdi Dastani Utrecht University, The Netherlands Marina De Vos University of Bath, UK

Juergen Dix Clausthal University of Technology, Germany Phan Minh Dung Asia Institute of Technology, Thailand Randy Goebel University of Alberta, Canada

Guido Governatori Commonwealth Scientific and Industrial Research Organization, Australia

Tatsuhiko Inatani Kyoto University, Japan Tokuyasu Kakuta Chuo University, Japan Yoshinobu Kano Shizuoka University, Japan

Tetsuro Kawamoto National Institute of Advanced Industrial Science and Technology, Japan

Mi-Young Kim University of Alberta, Canada

Nguyen Le Minh Japan Advanced Institute of Science and Technology, Japan

Beishui Liao Zhejiang University, China Brian Logan The University of Nottingham, UK Hatsuru Morita Tohoku University, Japan

Yoichi Motomura National Institute of Advanced Industrial Science and Technology, Japan

Makoto Nakamura Niigata Institute of Technology, Japan Yoshiaki Nishigai Nihon University, Japan

Konatsu Nishigai Tokyo Metropolitan University, Japan Katsumi Nitta National Institute of Informatics, Japan Paulo Novais University of Minho, Portugal

Julian Padget University of Bath, UK Juliano Rabelo University of Alberta, Canada Monica Palmirani University of Bologna, Italy Seiichiro Sakurai Meiji Gakuin University, Japan Katsuhiko Sano Hokkaido University, Japan

Ken Satoh National Institute of Informatics and Sokendai, Japan viii Organization

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Akira Shimazu Japan Advanced Institute of Science and Technology, Japan

Fumio Shimpo Keio University, Japan

Kazuko Takahashi Kansei Gakuin University, Japan

Satoshi Tojo Japan Advanced Institute of Science and Technology, Japan

Katsuhiko Toyama Nagoya University, Japan Rob van den Hoven

van Genderen

VU University Amsterdam, The Netherlands

Leon van der Torre University of Luxembourg, Luxembourg Bart Verheij University of Groningen, The Netherlands Masaharu Yoshioka Hokkaido University, Japan

Harumichi Yuasa Institute of Information Security, Japan Yueh-Hsuan Weng Tohoku University, Japan

LENLS 2018

Chairs

Osamu Sawada (Chair) Mie University, Japan

Daisuke Bekki (Co-chair) Ochanomizu University and National Institute of Informatics, Japan

Koji Mineshima (Co-chair) Ochanomizu University, Japan Elin McCready (Co-chair) Aoyama Gakuin University, Japan

Program Committee

Alastair Butler Hirosaki University, Japan Richard Dietz University of Tokyo, Japan Naoya Fujikawa University of Tokyo, Japan Yurie Hara Waseda University, Japan Magdalena Kaufmann University of Connecticut, USA Yoshiki Mori University of Tokyo, Japan David Y. Oshima Nagoya University, Japan Katsuhiko Sano Hokkaido University, Japan Wataru Uegaki University of Edinburgh, UK

Katsuhiko Yabushita Naruto University of Education, Japan Tomoyuki Yamada Hokkaido University, Japan

Shunsuke Yatabe Kyoto University, Japan Kei Yoshimoto Tohoku University, Japan

SKIL 2018

Chair

Tsutomu Fujinami Japan Advanced Institute of Science and Technology, Japan

Organization ix

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Program Committee

Ken Hashizume Osaka University, Japan Kentaro Kodama Kanagawa University, Japan

Yoshifusa Matsuura Yokohama National University, Japan Yuta Ogai Tokyo Polytechnic University, Japan

Mihoko Otake Riken, Japan

Daichi Shimizu Tokyo University, Japan Masaki Suwa Keio University, Japan x Organization

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Contents

AI-Biz 2018

Feature Selection on Credit Risk Prediction for Peer-to-Peer Lending . . . 5 Shin-Fu Chen, Goutam Chakraborty, and Li-Hua Li

Capturing Corporate Attributes in a New Perspective Through Fuzzy

Clustering . . . 19 Yusuke Matsumoto, Aiko Suge, and Hiroshi Takahashi

Influences of Diversity on Organizational Performance.*By Using

Faultline Theory* . . . 34 Fumiko Kumada and Setsuya Kurahashi

A Study of New Variable Selection Method Within a Framework

of Real-Coded Genetic Algorithm . . . 50 Takahiro Obata and Setsuya Kurahashi

IDAA 2018

Single Image Dehazing Using Improved Gray World Theory

and Dark Channel Prior . . . 67 Haopeng Zhang, Bo Dong, and Zhiguo Jiang

Analysis of Pulse Diagnosis Data from a TCM Doctor and a Device

by Random Forest. . . 74 Kiichi Tago, Atsushi Ogihara, Shoji Nishimura, and Qun Jin

A Vision Sensor Network to Study Viewers’ Visible Behavior

of Art Appreciation . . . 81 Yilang Wu, Luyi Huang, Zhongyu Wei, and Zixue Cheng

Multi-View Learning of Network Embedding . . . 90 Zhongming Han, Chenye Zheng, Dan Liu, Dagao Duan,

and Weijie Yang

JURISIN 2018

ContractFrames: Bridging the Gap Between Natural Language

and Logics in Contract Law . . . 101 María Navas-Loro, Ken Satoh, and Víctor Rodríguez-Doncel

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Reasoning by a Bipolar Argumentation Framework for PROLEG . . . 115 Tatsuki Kawasaki, Sosuke Moriguchi, and Kazuko Takahashi

An Empirical Evaluation of AMR Parsing for Legal Documents . . . 131 Trong Sinh Vu and Le Minh Nguyen

Legal Debugging in Propositional Legal Representation . . . 146 Wachara Fungwacharakorn and Ken Satoh

An Agile Approach to Validate a Formal Representation of the GDPR . . . 160 Cesare Bartolini, Gabriele Lenzini, and Cristiana Santos

COLIEE-2018: Evaluation of the Competition on Legal Information

Extraction and Entailment . . . 177 Yoshinobu Kano, Mi-Young Kim, Masaharu Yoshioka, Yao Lu,

Juliano Rabelo, Naoki Kiyota, Randy Goebel, and Ken Satoh

Legal Question Answering System Using FrameNet . . . 193 Ryosuke Taniguchi, Reina Hoshino, and Yoshinobu Kano

Question Answering System for Legal Bar Examination Using Predicate

Argument Structure . . . 207 Reina Hoshino, Ryosuke Taniguchi, Naoki Kiyota, and Yoshinobu Kano

LENLS 15

Against Grammatical Competition: The Case of MaxElide . . . 225 Pauline Jacobson

The Dog Ate the Damn Cake! The Syntax of Expressive Adjectives . . . 240 Daniel Gutzmann

Applicatives for Anaphora and Presupposition . . . 256 Patrick D. Elliott

Switch Reference and Discourse Anaphora: Lessons from Mbyá. . . 270 Guillaume Thomas

Reconciling Inquisitive Semantics and Generalized Quantifier Theory . . . 282 Ka-fat Chow

Solving the Individuation and Counting Puzzle withk-DRT and MGL:

If I Can Get a Book from the Library, It Saves Me from Needing

to Buy It in the Bookshop. . . 298 Bruno Mery, Richard Moot, and Christian Retoré

xii Contents

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Polynomial Event Semantics: Non-Montagovian Proper Treatment

of Quantifiers . . . 313 Oleg Kiselyov

The Logical Principles of Honorification and Dishonorification

in Japanese. . . 325 David Y. Oshima

On the Deliberative Use of the German Modal sollte . . . 341 Frank Sode and Ayaka Sugawara

Scalar Particles in Comparatives: A QUD Approach . . . 357 Eri Tanaka

Event Quantification in Infinitival Complements: A Free-Logic Approach . . . 372 Yu Tomita

A Probabilistic View on Erotetic Argumentation Within Language . . . 385 Grégoire Winterstein

LENLS 14

Quality as a Speech-Act CI and Presuppositions . . . 403 Lukas Rieser

Explaining Prefix Contributions in Russian Using Frame Semantics

and RSA . . . 416 Yulia Zinova

SKL 2018

Prediction of Basketball Free Throw Shooting by OpenPose. . . 435 Masato Nakai, Yoshihiko Tsunoda, Hisashi Hayashi,

and Hideki Murakoshi

Constraints on Joint Degrees of Freedom Affect Human Postural Dynamics:

A Pilot Study . . . 447 Kentaro Kodama, Kazuhiro Yasuda, and Hideo Yamagiwa

Effects of the Difference in Accented Beat Between Jazz and Classical

Music Styles Through Sight-Reading of a Jazz Ad-Lib Solo. . . 461 Daichi Ando

Detecting Freezing-of-Gait Symptom in Parkinson’s Disease by Analyzing

Vertical Motion from Force Plate . . . 468 Dinh-Khiet Le, Takuma Torii, Tsutomu Fujinami, Wannipat Buated,

and Praween Lolekha

Contents xiii

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Effects of Casual Computer Game on Cognitive Performance Through

Hemodynamic Signals . . . 478 Phetnidda Ouankhamchan and Tsutomu Fujinami

Author Index . . . 493 xiv Contents

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