2019 IEEE International Conference on Big Data and Smart Computing (BigComp 2019) - Kyoto, Japan 27 February - 2 March
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2019 IEEE International
Conference on Big Data
and Smart Computing
(BigComp 2019)
Kyoto, Japan
27 February – 2 March
IEEE Catalog Number: CFP1940X-POD
ISBN: 978-1-5386-7790-2Copyright © 2019 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. Some format issues inherent in the e-media version may also appear in this print version. IEEE Catalog Number: CFP1940X-POD ISBN (Print-On-Demand): 978-1-5386-7790-2 ISBN (Online): 978-1-5386-7789-6 ISSN: 2375-933X Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: curran@proceedings.com Web: www.proceedings.com
Table of Contents Session 1A: Social Media Predicting Time-Bounded Purchases During a Mega Shopping Festival..................................................1 Muzhi Guan, Meeyoung Cha, Yong Li, Yue Wang, and Jiajie Yu Topic Model-based Freshness Estimation Towards Diverse Tweet Recommendation............................9 Makoto Yokoyama and Qiang Ma Polarized Topic Modeling for User Characteristics in Online Discussion Community ............................17 Sung-Hwan Kim, Haesung Tak, and Hwan-Gue Cho A Behavioral Facilitation Tweet Detection Method .................................................................................21 Keiichi Mizuka, Yu Suzuki, and Akiyo Nadamoto Session 1B: Query Processing Predictive Query Processing Considering the Movement of Both User and Objects .............................25 So-Hye Yoon, Sehwa Park, Taewan Kim, Jae Won Kim, and Seog Park Magic Cube Bloom Filter: Answering Membership Queries for Multiple Sets.........................................32 Zhouyi Sun, Siang Gao, Bingqing Liu, Yufei Wang, Tong Yang, and Bin Cui P-Index: A Novel Index Based on Prime Factorization for Similarity Search..........................................40 Jianquan Liu, Shoji Nishimura, and Takuya Araki Session 2A: Bigdata & Cloud Systems InferSpark: Statistical Inference at Scale ................................................................................................48 Zhuoyue Zhao, Jialing Pei, Kenny Q. Zhu, Eric Lo, and Chris Liu IDEL: In-Database Neural Entity Linking ................................................................................................56 Torsten Kilias, Alexander Löser, Felix Gers, Ying Zhang, Richard Koopmanschap, and Martin Kersten Introspection of Virtual Machine Memory Resource in the Virtualized Systems.....................................64 Minho Lee, Sujin Park, Yongju Song, and Young Ik Eom LESS: Logging Exploiting SnapShot.......................................................................................................68 Hanseung Sung, Minhwa Jin, Mincheol Shin, Hongchan Roh, Wongi Choi, and Sanghyun Park Overlit: New Storage Driver for Localization and Specialization.............................................................72 Inhyeok Kim, Kwon Je Oh, and Young Ik Eom Session 3A: Time Series Time Series Topic Transition based on Micro-Clustering .......................................................................76 Takako Hashimoto, Takeaki Uno, Tetsuji Kuboyama, Kilho Shin, and Dave Shepard Learning Representations from Healthcare Time Series Data for Unsupervised Anomaly Detection.................................................................................................................................................84 João Pereira and Margarida Silveira Time Series Link Prediction using NMF..................................................................................................91 Faith W. Mutinda, Atsuhiro Nakashima, Koh Takeuchi, Yuya Sasaki, and Makoto Onizuka
Detection of Bursty and Significant Keyphrases from Wikipedia Edit History.........................................99 Zihang Chen and Mizuho Iwaihara Session 4A: Data Mining (1) Regular Expression Pattern Matching with Sliding Windows Over Probabilistic Event Streams..........103 Kento Sugiura and Yoshiharu Ishikawa Categorizing User Sessions at Pinterest ..............................................................................................111 Dorna Bandari, Shuo Xiang, Jolie Martin, and Jure Leskovec Unsupervised Method for Discovering Expert Traders on Social Trading Services..............................119 Zimao Liu and Qiang Ma A Skipping FP-Tree for Incrementally Intersecting Closed Itemsets in On-Line Stream Mining ...........127 Takumi Nishina, Koji Iwanuma, and Yoshitaka Yamamoto Session 4B: Embedding & Ontology SPENT: A Successive POI Recommendation Method Using Similarity-Based POI Embedding and Recurrent Neural Network with Temporal Influence ......................................................................131 Mu-Fan Wang, Yi-Shu Lu, and Jiun-Long Huang Disaggregate Hotel Evaluation by Using Diverse Aspects from User Reviews....................................139 Bidur Devkota, Chenyi Zhuang, Kyoung-Sook Kim, and Hiroyuki Miyazaki Transfer Learning from Automatically Annotated Data for Recognizing Named Entities in Recent Generated Texts ...................................................................................................................................147 Juae Kim, Youngmin Park, Sangwoo Kang, and Jungyun Seo Deep Neural Architectures for Joint Named Entity Recognition and Disambiguation...........................152 Qianwen Wang and Mizuho Iwaihara Shared Rules: Knowledge Sharing Service by RIF Rules ....................................................................156 Jaehoon Kim and Hojin Seo Session 5A: Machine Learning (1) Accelerating Deep Reinforcement Learning Using Human Demonstration Data based on Dual Replay Buffer Management and Online Frame Skipping......................................................................160 Sangho Yeo, Sangyoon Oh, and Minsu Lee Towards Robust Compressed Convolutional Neural Networks ............................................................168 Arie Wahyu Wijayanto, Jun Jin Choong, Kaushalya Madhawa, and Tsuyoshi Murata Pre-Training a Neural Model to Overcome Data Scarcity in Relation Extraction from Text..................176 Seokwoo Jung and Sung-Hyon Myaeng The Structure of Deep Neural Network for Interpretable Transfer Learning .........................................181 Dowan Kim, Woohyun Lim, Minye Hong, and Hyeoncheol Kim An Implementation of Health Prediction in SMT Solder Joint via Machine Learning ............................185 Yi-Ming Chang, Chia-Chen Wei, Jeffrey Chen, and Pack Hsieh Session 5B: Network & IoT A Downlink Resource Scheduling Strategy for URLLC Traffic .............................................................189 Shashi Raj Pandey, Madyan Alsenwi, Yan Kyaw Tun, and Choong Seon Hong
Cost and Latency Tradeoff in Mobile Edge Computing: A Distributed Game Approach.......................195 Chit Wutyee Zaw, Nway Nway Ei, Han Yeo Reum Im, Yan Kyaw Tun, and Choong Seon Hong Low-latency K-means based Multicast Routing Algorithm and Architecture for Three Dimensional Spiking Neuromorphic Chips............................................................................................202 The H. Vu and Abderazek Ben Abdallah A Smart Device Using Low-Cost Sensors to Detect Earthquakes........................................................210 Jangsoo Lee, Jae-Seon Kim, Seonhwa Choi, and Young-Woo Kwon Session 6A: Data Mining (2) An Optimization Scheme for Non-Negative Matrix Factorization under Probability Constraints ...........214 Hiroyoshi Ito and Toshiyuki Amagasa Accuracy Evaluation of Overlapping and Multi-resolution Clustering Algorithms on Large Datasets................................................................................................................................................222 Artem Lutov, Mourad Khayati, and Philippe Cudré-Mauroux Identification of Possible Common Causes by Intrinsic Dimension Estimation ....................................230 Jing Song, Satoshi Oyama, and Masahito Kurihara Combining Outlier Detection and Reconstruction Error Minimization for Label Noise Reduction.........238 Weining Zhang and Xiaoyang Tan Session 6B: Text & Natural Language Hierarchical Topic Models for Expanding Category Hierarchies...........................................................242 Kohei Yamamoto, Koji Eguchi, and Atsuhiro Takasu Query-focused Summarization Enhanced with Sentence Attention Mechanism ..................................250 Tasuku Kimura, Ryo Tagami, and Hisashi Miyamori Extensive Use of Morpheme Features in Korean Dependency Parsing...............................................258 Hwijeen Ahn, Minyoung Seo, Chanmin Park, Juae Kim, and Jungyun Seo Transitivity of Transformation Matrices to Bridge Word Vector Spaces Over Time..............................262 Katsurou Takahashi and Hiroaki Ohshima Question Understanding based on Sentence Embedding on Dialog Systems for Banking Service ..................................................................................................................................................266 Kyo-Joong Oh, Ho-Jin Choi, Sungtae Kwon, and Suhwan Park Session 7A: Spatial Data & Query Efficient Encoding and Decoding Extended Geocodes for Massive Point Cloud Data.........................269 Taehoon Kim, Kyoung-Sook Kim, Jun Lee, Akiyoshi Matono, and Ki-Joune Li Route Recommendation with Dynamic User Preference on Road Networks .......................................277 Juwon Jung, Sehwa Park, Yongjune Kim, and Seog Park Performance Evaluation of Querying Point Clouds in RDBMS.............................................................284 Gen IKAWA, Yousuke WATANABE, Shunya YAMADA, and Hiroaki TAKADA Balanced Nearest Neighborhood Query in Spatial Database...............................................................288 Sang Le, Yuyang Dong, Hanxiong Chen, and Kazutaka Furuse
Session 7B: Face Recognition & Speech Real-Time Facial Feature Extraction Scheme Using Cascaded Networks...........................................292 Hyeonwoo Kim, Hyungjoon Kim, and Eenjun Hwang SpeechLens: A Visual Analytics Approach for Exploring Speech Strategies with Textural and Acoustic Features .................................................................................................................................299 Linping Yuan, Yuanzhe Chen, Siwei Fu, Aoyu Wu, and Huamin Qu Deep Explanation Model for Facial Expression Recognition Through Facial Action Coding Unit.........307 Sunbin Kim and Hyeoncheol Kim Neural Networks for Compressing and Classifying Speaker-Independent Paralinguistic Signals........311 Seokhyun Byun, Seunghyun Yoon, and Kyomin Jung Session 8A: Traffic Analysis Calculation of Average Road Speed Based on Car-to-Car Messaging ................................................315 Ahmed Ramzy, Ahmed Awad, Amr A. Kamel, Osman Hegazy, and Sherif Sakr Roo: Route Planning Algorithm for Ride Sharing Systems on Large-Scale Road Networks................323 Bilong Shen, Bo Cao, Ying Zhao, Haojia Zuo, Weimin Zheng, and Yan Huang Improving Urban Traffic Speed Prediction Using Data Source Fusion and Deep Learning .................331 Aniekan Essien, Ilias Petrounias, Pedro Sampaio, and Sandra Sampaio Session 8B: Visual Data & VR Force Arrow 2: A Novel Pseudo-Haptic Interface for Weight Perception in Lifting Virtual Objects .......339 Jun Lee, Jee-In Kim, and HyungSeok Kim PESSN: Precision Enhancement Method for Semantic Segmentation Network ..................................347 Jungeun Park, Chaewon Shin, and Chulyun Kim Plane based Visual Odometry for Structural and Low-texture Environments Using RGB-D Sensors.................................................................................................................................................351 Ruibin Guo, Dongxiang Zhou, Keju Peng, and Yunhui Liu Multiple Videos Captioning Model for Video Storytelling ......................................................................355 Seung-Ho Han, Bo-Won Go, and Ho-Jin Choi BTBUFood-60: Dataset for Object Detection in Food Field ..................................................................359 Qiang Cai, Jing Li, Haisheng Li, and Yunxuan Weng Session 9A: Machine Learning (2) Modified VS3-NET for Reading Comprehension and Question Answering with No-Answers ..............363 Cheoneum Park and Changki Lee DeepFunNet: Deep Learning for Gene Functional Similarity Network Construction ............................371 Hongryul Ahn, Seunghyun Son, and Sun Kim Evaluation of Stratified Validation in Neural Network Training with Imbalanced Data ..........................379 Tomoumi Takase, Satoshi Oyama, and Masahito Kurihara
Environmental Noise Robustness for Korean Fricatives Using Speech Enhancement Generative Adversarial Networks ............................................................................................................................383 Soonshin Seo, Minkyu Lim, Donghyun Lee, Hosung Park, Junseok Oh, Daniel Jun Rim, and Ji-Hwan Kim Decoding Two-Class Motor Imagery EEG with Capsule Networks ......................................................387 Kwon-Woo Ha and Jin-Woo Jeong Session 9B: Smart City Voltage Sag Classification Based on PDT-SVM ...................................................................................391 Haoyuan Sha, Chenyu Zhang, Mingming Shi, and Jianyong Zheng Optimized Luminaire Allocation and Configuration with Luminaire Failure Compensation...................397 Chen-Shu Wang, Bo-Yi Li, Chao-Wei Yang, Wei-Chieh Lin, Shang-Chih Hung, Song-Bor Chiang, and Chih-Hsuan Tsuei Quantifying the Presence of Graffiti in Urban Environments.................................................................405 Eric K. Tokuda, Roberto M. Cesar, and Claudio T. Silva An Electricity Load Forecasting Approach Combining DBN-based Deep Neural Network and NAR Model for the Integrated Energy Systems.............................................................................................409 Pan Yi, Zheng Jianyong, Yang Yun, Zhu Rui, Zhou Cheng, and Shi Tian Economical Energy Storage Systems Scheduling based on Load Forecasting using Deep Learning................................................................................................................................................413 Seon Hyeog Kim, Gyul-Lee, and Yong-June Shin Session 10A: Mobility & Location Data Road Segment Interpolation for Incomplete Road Data .......................................................................420 Yuya Sasaki, Jiahao Yu, and Yoshiharu Ishikawa A Method for Analyzing Pick-up/Drop-off Distribution of Taxi Passengers' in Urban Areas based on Dynamical Network View .................................................................................................................428 Yirong Zhou, Hao Chen, Ye Wu, Jiangjiang Wu, Jun Li, and Luo Chen People Flow Prediction by Multi-Agent Simulator .................................................................................436 Daisuke Sato, Tatsushi Matsubayashi, Shoichi Nagano, and Hiroyuki Toda A Tale of Location-Based User Authentication .....................................................................................440 Eric Falk, Vendel Toth, Alexandre Knaff, and Radu State The First International Workshop on Smart Finance (IWSF 2019) Diagnosis of Corporate Insolvency Using Massive News Articles for Credit Management..................444 Hoon JIN, Jeoung-Pyo Hong, Kang-Ho Lee, and Dong-Won Joo Node Scheduling: A Blockchain-Based Node Selection Approach on Sapiens Chain..........................450 Yue Wu, Zhongru Wang, Qiang Ruan, Jinyu Shi, and Binxing Fang Neural Network Based Relation Extraction of Enterprises in Credit Risk Management .......................457 Chenwei Yan, Xiangling Fu, Weiqiang Wu, Shilun Lu, and Ji Wu Network-Based Feature Extraction Method for Fraud Detection via Label Propagation ......................463 Pengya Zhao, Xiangling Fu, Weiqiang Wu, Da Li, and Jing Li
CEAM: A Novel Approach Using Cycle Embeddings with Attention Mechanism for Stock Price Prediction..............................................................................................................................................469 Mu-Hui Yu and Jheng-Long Wu The First International Workshop on Practical Issues, Systems & Applications for Disaster Risk Reduction in Smart Computing (DRRSC 2019) An Effective Multi-UAVs-Based Evacuation Guidance Support for Disaster Risk Reduction ...............473 Kenta Katayama, Hideyuki Takahashi, Nobuhide Yokota, Kazuya Sugiyasu, Gen Kitagata, and Tetsuo Kinoshita A Route Search System Considering Urgency and Efficient Coverage Without Complete Information ............................................................................................................................................479 Masaki Matsubara, Yuta Nakamura, Nobutaka Suzuki, Munenari Inoguchi, and Atsuyuki Morishima Analysis of Electric Vehicle Route Optimization....................................................................................484 Hyunjin Joo and Yujin Lim A markov-Based Prediction Algorithm for User Mobility at Heterogeneous Cloud Radio Access Network ................................................................................................................................................489 Hyebin Park and Yujin Lim Effect of Data Representation Method for Effective Mining of Time Series Data .................................494 Kotaro Nakano and Basabi Chakraborty Earthquake Aftershock Prediction Based Solely on Seismograph Data...............................................500 Yuching Lu, Erika Sawada, and Goutam Chakraborty Proactive Service Management in Disaster Recovery Phase with Non-Destructive Benchmarking Technique .............................................................................................................................................506 Yusuke Tanimura, Kazuto Sasai, and Tetsuo Kinoshita An Analysis of Tweets Posted During 2018 Western Japan Heavy Rain Disaster...............................512 Sanetoshi Yamada, Keisuke Utsu, and Osamu Uchida Investigation into Feasibility of Data Assimilation Approach for Flood Level Estimation using Temporal-spatial State Space Model....................................................................................................520 Kei Hiroi, Daisuke Murakami, Kazumi Kurata, and Takashi Tashiro Proposal on Refuge Management System for Large Scale Disaster for Persons Requiring Special Care by using Triage.............................................................................................................................525 Kosuke Akasaka, Kouki Kanisawa, Toui Kanemaru, Masao Isshiki, Takayo Namba, and Keiichi Abe Applicability Assessment of An Emergency Management Support System “KADAN” .........................532 Naoko Kosaka, Akira Koyama, Tsuneko Kura, Kouji Kishi, Tomohiro Kokogawa, and Yuji Maeda Collaboration Mechanism Between Human Administrators and Agent-Oriented Network Management Systems..........................................................................................................................539 Kazuto Sasai, Takuya Hoshino, Ryota Fukutani, and Tetsuo Kinoshita
Second Workshop on Software Foundations for Data Interoperability (SFDI 2019) Controlling and Sharing Distributed Data for Implementing Service Alliance .......................................544 Yasuhito Asano, Zhenjiang Hu, Yasunori Ishihara, Hiroyuki Kato, Makoto Onizuka, and Masatoshi Yoshikawa Toward BX-Based Architecture for Controlling and Sharing Distributed Data ......................................548 Yasunori Ishihara, Hiroyuki Kato, Keisuke Nakano, Makoto Onizuka, and Yuya Sasaki Flexible Framework for Data Integration and Update Propagation: System Aspect.............................553 Yasuhito Asano, Dennis-Florian Herr, Yasunori Ishihara, Hiroyuki Kato, Keisuke Nakano, Makoto Onizuka, and Yuya Sasaki Towards Bidirectional Synchronization Between Communicating Processes and Session Types .......558 Liye Guo, Hsiang-Shang Ko, Keigo Imai, Nobuko Yoshida, and Zhenjiang Hu International Workshop on Big Data, Cloud, and IoT Technologies for Smart Cities (IWBigDataCity 2019) A Novel Approach for Clinical Data Harmonization ..............................................................................563 Efthymios Chondrogiannis, Vassiliki Andronikou, Efstathios Karanastasis, and Theodora Varvarigou Evaluating Feature Selection Methods for Short-Term Load Forecasting ............................................571 Aida Mehdipour Pirbazari, Antorweep Chakravorty, and Chunming Rong Patent Quality Classification System Using the Feature Extractor of Deep Recurrent Neural Network.................................................................................................................................................579 Jheng-Long Wu Multi-Source Feature Extraction and Visualization for Driving Behavior Analysis ................................587 Guoliang Yuan, Yafei Wang, Yuxiao Yan, Tianyi Shen, Weitao Wang, Zetian Mi, and Xianping Fu Predicting Visitor Distribution for Large Events in Smart Cities ............................................................591 John Violos, Sotiris Pelekis, Anastasis Berdelis, Stylianos Tsanakas, Konstantinos Tserpes, and Theodora Varvarigou Event Venue Navigation for Visually Impaired People..........................................................................599 Chiemi Watanabe and Jun Minagawa A Video Surveillance System based on Permissioned Blockchains and Edge Computing...................605 Rong Wang, Wei-Tek Tsai, Juan He, Can Liu, Qi Li, and Enyan Deng StreamingCube-Based Analytical Framework for Environmental Data Analysis ..................................611 Savong Bou, Hiroaki Shiokawa, Yasuhiro Hayase, and Hiroyuki Kitagawa Privacy-Preserving Pre-Consensus Protocol for Blockchains ..............................................................619 Yuki Yasusaka, Chiemi Watanabe, and Hiroyuki Kitagawa Efficient Partitioning of On-Cloud Remote Executable Code and On-Chip Software for Complex-Connected IoT .......................................................................................................................627 Dongkyu Lee, Jeonghun Cho, and Daejin Park
CityFlow: Exploiting Edge Computing for Large Scale Smart City Applications ...................................631 Nam Ky Giang, Victor C.M. Leung, Makoto Kawano, Takuro Yonezawa, Jin Nakazawa, Rodger Lea, and Matt Broadbent The Joint Workshop of IWDS 2019 and ASC 2019 Detecting Basic Level Categories by Term Weighting and Feature Entropy ........................................635 Junze Li, Qing Du, Yi Cai, Jialin Wu, and Da Ren Augmentative and Alternative Communication System Using Information Priority and Retrieval ........641 Yoonseok Heo and Sangwoo Kang Korean Time Information Analysis of Hierarchical Annotation Rules from Natural Language Text......645 Chae-Gyun Lim and Ho-Jin Choi Automatic Speech Recognition Dataset Augmentation with Pre-Trained Model and Script.................649 Minsu Kwon and Ho-Jin Choi Word Embedding Method of SMS Messages for Spam Message Filtering ..........................................652 Hyun-Young Lee and Seung-Shik Kang Word-Level Emotion Embedding based on Semi-Supervised Learning for Emotional Classification in Dialogue......................................................................................................................656 Young-Jun Lee, Chan-Yong Park, and Ho-Jin Choi Improving Response Quality in a Knowledge-Grounded Chat System based on a Sequence-to-Sequence Neural Network ..............................................................................................660 Sihyung Kim, Harksoo Kim, Oh-Woog Kwon, and Young-Gil Kim Scenery-Based Fashion Recommendation with Cross- Domain Geneartive Adverserial Networks ...............................................................................................................................................664 Sang-Young Jo, Sun-Hye Jang, Hee-Eun Cho, and Jin-Woo Jeong The 2nd International Workshop on Driving Computing Platform for Autonomous Vehicles (DrivComp 2019) Distributed Logging System for ROS-Based Systems ..........................................................................668 Yongbon Koo and SungHoon Kim Driving Scene Understanding Using Hybrid Deep Neural Network ......................................................671 Hyeok-june Jeong, Suh-yong Choi, Sung-su Jang, and Young-guk Ha Open-Source Tool of Vector Map for Path Planning in Autoware Autonomous Driving Software.........675 Wai Nwe Tun, Sangho Kim, Jae-Woo Lee, and Hatem Darweesh HW Implementation of Real-Time Road & Lane Detection in FPGA-Based Stereo Camera................678 Jung-Gu Kim and Jae-Hyung Yoo Roadway Image Preprocessing for Deep Learning-Based Driving Scene Understanding ...................682 Kyeong-SikPark, Sung-Su Jang, Hyeok-June Jeong, and Young-Guk Ha Hardware Acceleration Technology for Deep-Learning in Autonomous Vehicles................................686 Chang-song Oh and Jong-min Yoon Efficient Driving Scene Image Creation Using Deep Neural Network...................................................689 Suh-Yong Choi, Hyeok-June Jeong, Kyeong-SikPark, and Young-Guk Ha
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