Advances in Intelligent Informatics, Smart Technology and Natural Language Processing

Advances in Intelligent Systems and Computing 807

Thanaruk Theeramunkong

Rachada Kongkachandra · Mahasak Ketcham

Narit Hnoohom · Pokpong Songmuang

Thepchai Supnithi · Kiyota Hashimoto

Editors

Advances in Intelligent

Informatics, Smart

Technology and Natural

Language Processing

Selected Revised Papers from the Joint

International Symposium on Artificial

Intelligence and Natural Language

Processing (iSAI-NLP 2017)

Advances in Intelligent Systems and Computing

Volume 807

Series editor

Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,

Warsaw, Poland

e-mail: [email protected]

The series “Advances in Intelligent Systems and Computing” contains publications on theory,

applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all

disciplines such as engineering, natural sciences, computer and information science, ICT, economics,

business, e-commerce, environment, healthcare, life science are covered. The list of topics spans all the

areas of modern intelligent systems and computing such as: computational intelligence, soft computing

including neural networks, fuzzy systems, evolutionary computing and the fusion of these paradigms,

social intelligence, ambient intelligence, computational neuroscience, artificial life, virtual worlds and

society, cognitive science and systems, Perception and Vision, DNA and immune based systems,

self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric

computing, recommender systems, intelligent control, robotics and mechatronics including

human-machine teaming, knowledge-based paradigms, learning paradigms, machine ethics, intelligent

data analysis, knowledge management, intelligent agents, intelligent decision making and support,

intelligent network security, trust management, interactive entertainment, Web intelligence and multimedia.

The publications within “Advances in Intelligent Systems and Computing” are primarily

proceedings of important conferences, symposia and congresses. They cover significant recent

developments in the field, both of a foundational and applicable character. An important characteristic

feature of the series is the short publication time and world-wide distribution. This permits a rapid and

broad dissemination of research results.

Advisory Board

Chairman

Nikhil R. Pal, Indian Statistical Institute, Kolkata, India

e-mail: [email protected]

Members

Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa

Clara, Cuba

e-mail: [email protected]

Emilio S. Corchado, University of Salamanca, Salamanca, Spain

e-mail: [email protected]

Hani Hagras, School of Computer Science & Electronic Engineering, University of Essex, Colchester, UK

e-mail: [email protected]

László T. Kóczy, Department of Information Technology, Faculty of Engineering Sciences, Győr, Hungary

e-mail: [email protected]

Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA

e-mail: [email protected]

Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan

e-mail: [email protected]

Jie Lu, Faculty of Engineering and Information, University of Technology Sydney, Sydney, NSW, Australia

e-mail: [email protected]

Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico

e-mail: [email protected]

Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro, Rio de Janeiro, Brazil

e-mail: [email protected]

Ngoc Thanh Nguyen, Wrocław University of Technology, Wrocław, Poland

e-mail: [email protected]

Jun Wang, Department of Mechanical and Automation, The Chinese University of Hong Kong, Shatin,

Hong Kong

e-mail: [email protected]

More information about this series at http://www.springer.com/series/11156

Thanaruk Theeramunkong

Rachada Kongkachandra

Mahasak Ketcham • Narit Hnoohom

Pokpong Songmuang • Thepchai Supnithi

Kiyota Hashimoto

Editors

Advances in Intelligent

Informatics, Smart

Technology and Natural

Language Processing

Selected Revised Papers from the Joint

International Symposium on Artificial

Intelligence and Natural Language Processing

(iSAI-NLP 2017)

123

Editors

Thanaruk Theeramunkong

Sirindhorn International Institute of

Technology (SIIT)

Thammasat University

Bangkadi Muang Pathumthani, Thailand

Rachada Kongkachandra

Faculty of Science and Technology,

Department of Computer Science

Thammasat University

Pathumthani, Thailand

Mahasak Ketcham

Department of Information Technology

Management, Faculty of Information

Technology

King Mongkut’s University of Technology

North Bangkok (KMUTNB)

Bangkok, Thailand

Narit Hnoohom

Department of Computer Engineering,

Faculty of Engineering

Mahidol University

Nakorn Pathom, Thailand

Pokpong Songmuang

Faculty of Science and Technology,

Department of Computer Science

Thammasat University

Pathum Thani, Thailand

Thepchai Supnithi

National Science and Technology

Development Agency

Language and Semantic Technology

Laboratory, National Electronics and

Computer Technology Center

Pathum Thani, Thailand

Kiyota Hashimoto

Prince of Songkla University

Phuket, Thailand

ISSN 2194-5357 ISSN 2194-5365 (electronic)

Advances in Intelligent Systems and Computing

ISBN 978-3-319-94702-0 ISBN 978-3-319-94703-7 (eBook)

https://doi.org/10.1007/978-3-319-94703-7

Library of Congress Control Number: 2018958463

© 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, express 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

Preface

The Twelfth Series of Symposium on Natural Language Processing (SNLP2017),

which biannually held since 1993, has broadened to cover the knowledge in arti￾ficial Intelligence together with the knowledge in natural language processing. The

new name becomes The Joint International Symposium on Artificial Intelligence

and Natural Language Processing (iSAI-NLP 2017).

The iSAI-NLP 2017 is the collaboration of a number of universities in Thailand

with the purpose to promote researches in artificial intelligence, natural language

processing, and other related fields. As a unique, premier meeting of researchers,

professionals, and practitioners, iSAI-NLP 2017 provides a place and an opportu￾nity for them to discuss various current and advanced issues of interests in such

areas. The iSAI-NLP 2017 is hosted by College of Information and Communication

Technology, Rangsit University, and the Project of Administrative Corporation in

Media Arts and Media Technology Curriculum, King Mongkut’s University of

Technology Thonburi, with the great support from Artificial Intelligence

Association of Thailand (AIAT).

We accepted three special session proposals with the goal of exploring focused

issues across various themes. Each paper in these proceedings was peer-reviewed

by international reviewers in their respective areas to ensure the highest quality

work. Forty-one papers are accepted to present in the conference. After an intense

discussion during the conference, we selected 19 high-quality papers (38% of the

41 submitted papers) for this volume.

The volume contains the 19 papers were presented at the Joint International

Symposium on Artificial Intelligence and Natural Language Processing Conference

(August 27–29, 2017, in Prachuap Khiri Khan, Thailand, http://www.isai-nlp.org)

and the three papers were presented at the Tenth International Conference on

Knowledge, Information and Creativity Support Systems (November 12–14, 2015,

in Phuket, Thailand).

v

Finally, we would like to thank the iSAI-NLP 2017 Executive Committees and

Program Co-Chairs for entrusting us with the important task of chairing the main

track and special session program, thus giving us an opportunity to grow through

valuable academic learning experiences. We also would like to thanks all Co-Chairs

for their tremendous and excellent work.

August 2017 Thanaruk Theeramunkong

Thepchai Supnithi

Rachada Kongkachandra

Mahasak Ketcham

Narit Hnoohom

Kiyota Hashimoto

Pokpong Songmuang

vi Preface

Organization

Organizing Committee

Honorary Co-chairs

Kulthorn Kasemsan Rangsit University, Thailand

Paiboon Kiattikomol King Mongkut’s University of Technology

Thonburi, Thailand

Vilas Wuwongse Mahidol University, Thailand

General Co-chairs

Bulent Topcuoglu Akdeniz University, Antalya, Turkey

Pranesh Kumar University of Northern British Columbia, Canada

Thanaruk Theeramunkong Sirindhorn International Institute of Technology,

Thammasat University, Thailand

Thepchai Supnithi National Electronics and Computer Technology

Center, Thailand

Technical Program Co-chairs

Abid-UlRazzaq l Abu-Tair British University, UAE

Kai Way Li Chung Hua University, Taiwan

Kazuaki Maeda Chubu University, Japan

Yoshinori Sagisaka Waseda University, Japan

Kiyota Hashimoto Prince of Songkla University, Thailand

vii

Kritsada Sriphaew Rangsit University, Thailand

Pokpong Songmuang Thammasat University, Thailand

Thaweesak Yingthawornsuk King Mongkut’s University of Technology

Thonburi, Thailand

Special Session Co-chairs

Chai Wutiwiwatchai National Electronics and Computer Technology

Center, Thailand

Sanparith Marukatat National Electronics and Computer Technology

Center, Thailand

Publicity Co-chairs

Kobkrit Viriyayudhakorn Sirindhorn International Institute of Technology,

Thammasat University, Thailand

Patiyuth Pramkeaw King Mongkut’s University of Technology

Thonburi, Thailand

Publication Co-chairs

Chuleerat Jaruskulchai Kasetsart University, Thailand

Mahasak Ketcham King Mongkut’s University of Technology

North Bangkok, Thailand

Narit Hnoohom Mahidol University, Thailand

Rachada Kongkachandra Thammasat University, Thailand

Organizing Chair

Chutima Beokhaimook Rangsit University, Thailand

Special Session Organizers

Rise of Innovative Applications of Artificial Intelligence

Conference (RIAA)

Sakorn Mekruksavanich University of Phayao, Thailand

Narit Hnoohom Mahidol University, Thailand

viii Organization

Anuchit Jitpattanakul King Mongkut’s University of Technology

North Bangkok, Thailand

Mahasak Ketcham King Mongkut’s University of Technology

North Bangkok, Thailand

Kirk Scott University of Alaska Anchorage, USA

Business Intelligence System (OBIS)

Kritchana Wongrat Phetchaburi Rajabhat University, Thailand

Wiwit Suksangaram Phetchaburi Rajabhat University, Thailand

Information Security and Privacy (ISA)

Ngoc Hong Tran Vietnamese German University, Viet Nam

Leila Bahri Koç University, Turkey

Special Session Committee

Chai Wutiwiwatchai National Electronics and Computer Technology

Center, Thailand

Sanparith Marukatat National Electronics and Computer Technology

Center, Thailand

Marut Buranarach National Electronics and Computer Technology

Center, Thailand

Choochart Haruechaiyasak National Electronics and Computer Technology

Center, Thailand

Thatsanee Chareonporn Burapha University, Thailand

Program Committee

Ahmad Alsahaf University of Groningen, Netherlands

Amnat Sawatnatee Chandrakasem Rajabhat University, Thailand

Chenyu Shi University of Groningen, Netherlands

Edison Muzenda University of Science and Technology,

South Africa

Estefania Talavera University of Groningen, Netherlands

Hiroya Takamura Tokyo Institute of Technology, Japan

Jiapan Guo University of Groningen, Netherlands

Kei Eguchi Fukuoka Institute of Technology, Japan

Mahasak Ketcham King Mongkut’s University of Technology

North Bangkok, Thailand

Michael Pecht University of Maryland, USA

Organization ix

Michel Plaisent University of Quebec in Montreal, Canada

Narit Hnoohom Mahidol University, Thailand

Narumol Chumuang Muban Chombueng Rajabhat University,

Thailand

Ngoc Hong Tran Vietnamese German University, Viet Nam

Nicola Strisciuglio University of Groningen, Netherlands

Panana Tangwannawit Phetchabun Rajabhat University, Thailand

Patiyuth Pramkeaw King Mongkut’s University of Technology

Thonburi, Thailand

Rachada Kongkachandra Thammasat University, Thailand

Sanon Chimmanee Rangsit University, Thailand

Siriporn Supratid Rangsit University, Thailand

Sven Wohlgemuth Center for Advanced Security Research

Darmstadt, Germany

Thaweesak Yingthawornsuk King Mongkut’s University of Technology

Thonburi, Thailand

Thittaporn Ganokratanaa Chulalongkorn University, Thailand

x Organization

Contents

iSAI-NLP

Building a Multimodal Language Resource for Thai Cuisine ......... 3

Dhanon Leenoi, Wasan Na Chai, Witchawoan Mankhong,

and Thepchai Supnithi

Cloud-Based Services for Cooperative Robot Learning of 3D Object

Detection and Recognition ................................... 14

Parkpoom Chaisiriprasert, Karn Yongsiriwit, Apiporn Simapornchai,

and Matthew Dailey

Detection of Normal and Abnormal ECG Signal Using ANN......... 25

Sourav Mondal and Prakash Choudhary

Dynamic Relation-Based Analysis of Objective Interestingness

Measures in Association Rules Mining .......................... 38

Rachasak Somyanonthanakul and Thannaruk Theeramunkong

Image Encryption Using Cellular Neural Network

and Matrix Transformation .................................. 47

Gangyi Hu, Jian Qu, and Sumeth Yuenyong

Improved Term Weighting Factors for Keyword Extraction

in Hierarchical Category Structure and Thai Text Classification ...... 58

Boonthida Chiraratanasopha, Thanaruk Theeramunkong,

and Salin Boonbrahm

Ontology-Based Classifiers for Wikipedia Article

Quality Classification ....................................... 68

Kanchana Saengthongpattana, Thepchai Supnithi,

and Nuanwan Soonthornphisaj

xi

Thai Named-Entity Recognition Using Variational Long Short-Term

Memory with Conditional Random Field ........................ 82

Can Udomcharoenchaikit, Peerapon Vateekul, and Prachya Boonkwan

Rise of Innovation Applications of Artificial Intelligence

Cardiac Arrhythmia Classification Using Hjorth Descriptors......... 95

Thaweesak Yingthawornsuk and Pawita Temsang

CCTV Face Detection Criminals and Tracking System Using Data

Analysis Algorithm ......................................... 105

Patiyuth Pramkeaw, Pearlrada Ngamrungsiri, and Mahasak Ketcham

Isan Dhamma Characters Segmentation and Reading in Thai ........ 111

Siriya Phattarachairawee, Montean Rattanasiriwongwut,

and Mahasak Ketcham

Ontology-Assisted Structural Design Flaw Detection

of Object-Oriented Software .................................. 119

Sakorn Mekruksavanich

Virtual Reality Application for Animal Cruelty Education .......... 129

Napatt Kuttikun, Pichayaporn Choosakulchart, and Narit Hnoohom

Business Intelligence System

Anti-theft Motorcycle System Using Face Recognition by Deep

Learning Under Concept on Internet of Things ................... 145

Apichat Silsanpisut, Patcharaon Petchsamutr, and Mahasak Ketcham

Balanced Scorecard Quality Information Dashboards Model

for Competitive Business Advantage ........................... 159

Wiwit Suksangaram, Kritchana Wongrat, and Sopaporn Klamsakul

Criminal Background Check Program with Fingerprint ............ 169

Narumol Chumuang, Mahasak Ketcham, and Amnat Sawatnatee

Jobs Analysis for Business Intelligence Skills Requirements

in the ASEAN Region: A Text Mining Study ..................... 187

Waranya Poonnawat, Eakasit Pacharawongsakda,

and Nuttaporn Henchareonlert

The Model of Teenager’s Internet Usage Behavior Analysis Using

Data Mining .............................................. 196

Thidarat Pinthong and Worawut Yimyam

xii Contents

Information Security and Privacy (ISA)

Privacy-Preserving Reputation Management in Fully Decentralized

Systems: Challenges and Opportunities ......................... 207

Ngoc Hong Tran, Leila Bahri, and Binh Quoc Nguyen

Knowledge, Information and Creativity Support Systems (KICSS)

Empirical Testing of a Technique for Assessing Prior Knowledge

in the Field of Research Training .............................. 219

Thomas Köhler, Bahaaeldin Mohamed, Stefanie Seifert,

and Thorsten Claus

Problem Content Table Construction Based on Extracting

Sym-Multi-Word-Co from Texts .............................. 229

Chaveevan Pechsiri

Unpredictable Disaster Evacuation Guide for Weak People

by Real-Time Sensor Network, SNS and Maps ................... 244

Taizo Miyachi, Gulbanu Buribayeva, Saiko Iga, and Takashi Furuhata

Author Index................................................ 255

Contents xiii

iSAI-NLP