ken-system: Advance Program - 2019-06-NC-IBISML-IPSJ-MPS-IPSJ-BIO

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Technical Committee on Neurocomputing (NC)
Chair: Hayaru Shouno (UEC) Vice Chair: Kazuyuki Samejima (Tamagawa Univ)
Secretary: Junichiro Yoshimoto (NAIST), Naotoshi Abekawa (NTT)
Assistant: Takashi Shinozaki (NICT), Ken Takiyama (TUAT)

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Technical Committee on Infomation-Based Induction Sciences and Machine Learning (IBISML)
Chair: Hisashi Kashima (Kyoto Univ.)
Vice Chair: Masashi Sugiyama (Univ. of Tokyo), Koji Tsuda (Univ. of Tokyo)
Secretary: Ichiro Takeuchi (Nagoya Inst. of Tech.), Toshihiro Kamishima (AIST)
Assistant: Tomoharu Iwata (NTT), Shigeyuki Oba (Kyoto Univ.)

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IPSJ Special Interest Group on Mathematical Modeling and Problem Solving (IPSJ-MPS)
Chair: Masakazu Sekijima (Tokyo Tech)
Secretary: Tomohiro Yoshikawa (Nagoya Univ.), Yoshiaki Okubo (Hokkaido Univ.), Hitoshi Koyano (Tokyo Tech), Shinya Watanabe (Muroran Inst. Tech.), Hiroyuki Sato (UEC), Masami Takata (Nara Women's Univ.)

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IPSJ Special Interest Group on Bioinformatics and Genomics (IPSJ-BIO)
Chair: Hiroyuki Kurata (Kyutech)
Secretary: Yoshihiro Taguchi (Chuo Univ.), Junichiro Yoshimoto (NAIST), Kimihito Ito (Hokkaido Univ.)

DATE:
Mon, Jun 17, 2019 13:00 - 18:00
Tue, Jun 18, 2019 10:00 - 17:45
Wed, Jun 19, 2019 10:00 - 16:30

PLACE:
Okinawa Institute of Science and Technology Graduate University (OIST)(1919-1 Tancha, Onna-son, Kunigami-gun Okinawa, Japan 904-0495. https://www.oist.jp/access-map)

TOPICS:
Neurocomputing, Machine Learning Approach to Biodata Mining, and General

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Mon, Jun 17 PM IBISML General Session (1) (Room A) (13:00 - 14:40)
Chair: Daichi Mochihashi (ISM)
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(1)/IBISML 13:00 - 13:25
Reliability Assessment by Bayesian Deep Learning for Image-Caption Retrieval Task
Kenta Hama, Takashi Matsubara, Kuniaki Uehara (Kobe Univ.)

(2)/IBISML 13:25 - 13:50
Adversarial Day-to-Night Conversion Supporting Object Detection for Autonomous Driving
Kazuki Fujioka (Kobe Univ.), Takashi Machida (Toyota CRDL), Takashi Matsubara, Kuniaki Uehara (Kobe Univ.)

(3)/IBISML 13:50 - 14:15
Aleatoric Uncertainty-Aware Score for Deep Unsupervised Anomaly Segmentation
Kazuki Sato, Kenta Hama, Takashi Matsubara, Kuniaki Uehara (Kobe Univ.)

(4)/IBISML 14:15 - 14:40
Triple GANs with adversarial disturbances for discriminative anomaly detection
Hirotaka Hachiya (Wakayama Univ.)

----- Break ( 20 min. ) -----

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Mon, Jun 17 PM IBISML General Session (2) (Room A) (15:00 - 16:40)
Chair: Shotaro Akaho (AIST)
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(5)/IBISML 15:00 - 15:25
A model selection criterion for LASSO estimate with scaling
Katsuyuki Hagiwara (Mie Univ.)

(6)/IBISML 15:25 - 15:50
Optimal Estimating the Number of Change Points for Sources with Piecewise Constant parameters under Bayesian Criterion
Kairi Suzuki, Akira Kamatsuka, Toshiyasu Matsushima (Waseda Univ.)

(7)/IBISML 15:50 - 16:15
A Comparison of Surrogate Models in Bayesian Optimization
Sho Shimoyama (Meiji Univ.), Masahiro Nomura (CA)

(8)/IBISML 16:15 - 16:40
Imputation of Missing Time-Series Multimodal Data with Variational Autoencoder
Ryoichi Kojima, Shinya Wada, Kiyohito Yoshihara (KDDI Research)

----- Break ( 20 min. ) -----

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Mon, Jun 17 PM IBISML General Session (3) (Room A) (17:00 - 17:50)
Chair: Daichi Mochihashi (ISM)
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(9)/IBISML 17:00 - 17:25
Adaptive Discretization based Predictive Sequence Mining for Continuous Time Series
Yoshikazu Shibahara, Takuto Sakuma (NIT), Ichiro Takeuchi (NIT/RIKEN/NIMS), Masayuki Karasuyama (NIT/NIMS)

(10)/IBISML 17:25 - 17:50
Predicting Demographic Attributes for Individual Viewing Behavior
Yusuke Kumagae, Ryoma Yasunaga, Ryo Fujii, Ryo Domoto (Hakuhodo)

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Mon, Jun 17 PM NC General Session (1) (Room B) (13:00 - 14:40)
Chair: Kazuyuki Samejima (Tamagawa Univ)
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(11)/NC 13:00 - 13:25
Analysis and application of periodic orbits in dynamic binary neural networks
Shota Anzai, Seitaro Koyama, Toshimichi Saito (HU)

(12)/NC 13:25 - 13:50
Analysis of periodic orbits in digital maps by a self-organizaition synthesis method
Yuya Sawano, Toshimichi Saito (HU)

(13)/NC 13:50 - 14:15
Small-workd networks enhance the inter-brain synchronization
Kentaro Suzuki, Jihoon Park, Yuji Kawai, Minoru Asada (Osaka Univ.)

(14)/NC 14:15 - 14:40
Effects of excitatory/inhibitory balance of a spiking neuron model on the organization of neural network
Jihoon Park, Motohiro Ogura, Yuji Kawai, Minoru Asada (Osaka Univ.)

----- Break ( 20 min. ) -----

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Mon, Jun 17 PM NC General Session (2) (Room B) (15:00 - 16:25)
Chair: Naotoshi Abekawa (NTT)
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(15)/NC 15:00 - 15:25
Meta-analysis fMRI data helps robust source reconstruction of MEG measurements
Keita Suzuki (NAIST), Okito Yamashita (ATR)

(16)/NC 15:25 - 15:40
Evaluation of relationship between EEG and visual field characteristics in visual cognition
Tatsuya Maruno, Kota Yamamoto, Keiichiro Inagaki (Chubu Univ)

(17)/NC 15:40 - 15:55
Gaze behavior analysis in source code comprehension through comparison with attention models
Kiyoka Ikea (Kyoto Women's Univ.), Takatomi Kubo, Yoshiharu Ikutani, Hideaki Hata, Nishanth Koganti, Takeshi Itoh, Kenichi Matsumoto (NAIST), Yuki Maruno (Kyoto Women's Univ.), Kazushi Ikeda (NAIST)

(18)/NC 15:55 - 16:10
Evaluation of Emotional Impact of Music Based on Sentiment Polarity of Lyrics and Heart Rate Variability Analysis
Marie Ohki, Takatomi Kubo (NAIST), Yuki Maruno (Kyoto Women's Univ.), Kouichi Fujiwara (Nagoya Univ.), Toshitaka Yamakawa (Kumamoto Univ.), Kazushi Ikeda (NAIST)

(19)/NC 16:10 - 16:25
An exploratory study on morphological features of brain MRI relevant to subtypes of psychiatric depression
Midori Sakai (NAIST), Masahiro Takamura, Naho Ichikawa, Alan Fermin, Go Okada, Yasumasa Okamoto, Shigeto Yamawaki (Hiroshima University), Yuki Maruno (Kyoto Women's University), Takashi Nakano, Junichiro Yoshimoto (NAIST)

----- Break ( 20 min. ) -----

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Mon, Jun 17 PM NC General Session (3) (Room B) (16:45 - 18:00)
Chair: Hayaru Shouno (UEC)
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(20)/NC 16:45 - 17:10
Embedded AI implementation
Tadaaki Shiraishi (MMS), Koji Kinoshita (Ehime Univ)

(21)/NC 17:10 - 17:35
MCMC for Value-at-Risk estimation
Igor Zavialov, Kazushi Ikeda (NAIST)

(22)/NC 17:35 - 18:00
Mental Disorder Diagnosis Based on fMRI Images by Deep Privileged Attribute Model
Koki Kusano, Tetsuo Tashiro, Takashi Matsubara, Kuniaki Uehara (Kobe Univ.)

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Tue, Jun 18 AM NC/IBISM Joint Session (1) (Room A) (10:25 - 11:40)
Chair: Kazushi Ikeda (NAIST)
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(23) 10:25 - 10:50
Spatial-Temporal decomposition to resting and task MEG using DMD
Fumiya Nakai (NAIST), Okito Yamashita (ATR)

(24) 10:50 - 11:15
A sleep state analysis from calcium imaging data using non-negative matrix factorization
Mizuo Nagayama, Toshimitsu Aritake (Waseda Univ.), Hideitsu Hino (ISM), Takeshi Kanda, Takehiro Miyazaki, Masashi Yanagisawa (Univ. of Tsukuba), Shotaro Akaho (AIST), Noboru Murata (Waseda Univ.)

(25) 11:15 - 11:40
Detection of Syntactic Anomalies in Spoken Sentences from Single-trial EEG Signals with Neural Networks
Shunnosuke Motomura, Hiroki Tanaka, Satoshi Nakamura (NAIST)

----- Lunch Break ( 110 min. ) -----

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Tue, Jun 18 PM NC/IBISM Joint Session (2) (Room A) (13:30 - 15:10)
Chair: Takashi Shinozaki (NICT)
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(26) 13:30 - 13:55
Hybrid Reinforcement and Imitation Learning for Human-Like Agents
Rousslan Fernand Julien Dossa, Xinyu Lian (Kobe Uni), Hirokazu Nomoto (EQUOS RESEARCH), Takashi Matsubara, Kuniaki Uehara (Kobe Uni)

(27) 13:55 - 14:20
Additive or Concatenating Skip-connections Overcome the Degradation Problem of the Classic Feedforward Neural Network
Yasutaka Furusho, Kazushi Ikeda (NAIST)

(28) 14:20 - 14:45
ResNet and Batch-normalization Improve Data Separation Ability
Yasutaka Furusho, Kazushi Ikeda (NAIST)

(29) 14:45 - 15:10
Theoretical Analysis of the Fixup Initialization for Fast Convergence and High Generalization Ability
Yasutaka Furusho, Kazushi Ikeda (NAIST)

----- Break ( 20 min. ) -----

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Tue, Jun 18 PM Special Symposium: Past and Future of Neuroinformatics Research (15:30 - 17:45)
Chair: Junichiro Yoshimoto (NAIST)
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Invited Speakers & Panelists
- Tsuyoshi Miyakawa (Fujita Health Univ.)
- Takeru Honda (Tokyo Metropolitan Institute of Medical Science)
- Yoshiyuki Asai (Yamaguchi Univ.)

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Tue, Jun 18 AM MPS/BIO Joint Session (1) (Room B) (10:00 - 11:40)
Chair: Hiroyuki Kurata (Kyutech)
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(30) 10:00 - 10:25
[BIO] Secure and Fine-Grained Accessible Data Mining Platform Using Attribute-Based Encryption and Intel SGX
○Daiki Iwata, Kana Shimizu (Waseda Univ., AIST)

(31) 10:25 - 10:50
[BIO] BioVM on SGX: Secure Cloud Computing for Bioinformatics
○Ao Sakurai, Kana Shimizu (Waseda Univ.)

(32) 10:50 - 11:15
[MPS] ブレーク数最小となる対戦可能HAT作成とチーム割当ーJ1リーグ2018年に対するスケジューリングー
仲田周平, ○呉偉, 池上敦子（成蹊大）

(33) 11:15 - 11:40
[MPS] ベンフォードの法則による障害者雇用状況集計結果の誤り箇所推定
○Yusuke Tozaki, Takahiko Suzuki, Sachio Hirokawa (Kyushu Univ.)

----- Lunch Break ( 110 min. ) -----

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Tue, Jun 18 PM MPS/BIO Joint Session (2) (Room B) (13:30 - 14:50)
Chair: Masahito Ohue (Tokyo Tech.)
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(34) 13:30 - 13:45
[BIO] 細胞全代謝のメカニズムに基づく数理モデリング
○Hiroyuki Kurata (Kyutech)

(35) 13:45 - 14:10
[MPS] Bolassoを用いたびまん性肺疾患画像の特徴選択
○遠藤瑛泰（電通大）, 永田賢二（物質・材料研究機構）, 木戸尚治（大阪大）, 庄野逸（電通大）

(36) 14:10 - 14:35
[MPS] パラメータ多様体の記述手法の提案とウイルスダイナミクスの解析への応用
○Mizuka Komatsu, Takaharu Yaguchi (Kobe Univ.)

(37) 14:35 - 14:50
[MPS] 移動行動モデルに基づくコンビニ商圏の抽出
○Masaya Yazaki, Takayasu Fushimi (Tokyo Univ. Tech.)

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Wed, Jun 19 AM MPS General Session (1) (Room A) (10:00 - 11:40)
Chair: Hayaru Shouno (UEC)
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(38) 10:00 - 10:25
[MPS] 少数異常データを有効活用する部分空間法による異常検知手法
○江渕文人（筑波大）・長谷川隆徳（早稲田大）・村川正宏（筑波大）

(39) 10:25 - 10:50
[MPS] 非負値多重行列因子分解と決定木学習による行動パターンと属性情報の分析
○Seidai Kojima, Hayato Ishigure, Miwa Sakata, Atsuko Mutoh, Koichi Moriyama, Nobuhiro Inuzuka (Nagoya Inst. Tech.)

(40) 10:50 - 11:15
[MPS] 変化点検出に基づく可変ビン幅ヒストグラムの構築
○Takayasu Fushimi （Tokyo Univ. Tech.）, Iwasaki Kiyoto (Industrial Research Institute of Shizuoka Prefecture), Seiya Okubo (Univ. Shizuoka), Kazumi Saito (Kanagawa Univ.)

(41) 11:15 - 11:40
[MPS] 含意関係に注目した概念束分解手法の評価
○石榑隼人・武藤敦子・森山甲一・犬塚信博（名工大）

----- Lunch Break ( 80 min. ) -----

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Wed, Jun 19 PM MPS General Session (2) (Room A) (13:00 - 14:35)
Chair: Yoshiaki Okubo (Hokkaido Univ.)
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(42) 13:00 - 13:25
[MPS] Learning subsequences considering class correspondence based on time series data classification
○ Kento Kotera, Masayuki Numao, Ken-ichi Fukui (Osaka Univ.)

(43) 13:25 - 13:40
[MPS] オンラインニュースサイトにおける類似意見の抽出
○Yuya Yamaguchi, Takayasu Fushimi (Tokyo Univ. Tech.)

(44) 13:40 - 13:55
[MPS] 入門レベルCTF問題解析による入門者向け教材開発
○Masahiro Tanaka, Takeshi Matsuda (Univ. Nagasaki), Michio Sonoda (NICT)

(45) 13:55 - 14:10
[MPS] 飲食店分布を用いた地域コミュニティに対する特性ラベリング
○ Jun Yoshida, Takayasu Fushimi (Tokyo Univ. Tech.)

(46) 14:10 - 14:35
[MPS] 継続学習の安定性向上のためのGenerative Replayの改善
○村田健悟, 豊田哲也, 大原剛三（青山学院大）

----- Break ( 25 min. ) -----

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Wed, Jun 19 PM MPS General Session (3) (Room A) (15:00 - 15:55)
Chair: Takeshi Matsuda (Univ. Nagasaki)
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(47) 15:00 - 15:25
[MPS] 圧縮センシングを用いた測定器の帯域を超える信号の時間波形回復
○Shunsuke Fujisawa, Yoshiki O-oka, Susumu Fukatsu (Univ. Tokyo)

(48) 15:25 - 15:40
[MPS] 特徴出現頻度によるバッファオーバーフロー攻撃検知に関する考察
○Yuuki Kobayashi (Chuo Univ.), Takeshi Matsuda (Univ. Nagasaki), Michio Sonoda (NICT), Jinhui Chao (Chuo Univ.)

(49) 15:40 - 15:55
[MPS] 文字コードの分布を考慮した特定データ検知手法の検討
○Kaito Nishiyama, Kaito Suzuki, Takeshi Matsuda (Univ. Nagasaki), Michio Sonoda (NICT)

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Wed, Jun 19 AM BIO General Session (1) (Room B) (10:00 - 11:40)
Chair: Takashi Ishida (Tokyo Tech.)
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(50) 10:00 - 10:25
[BIO] Accelerating a clustering method for aptamer estimation using HT-SELEX
○Takayoshi Ono (Tohoku Univ.), Shintaro Kato (Tohoku Univ, NEC Solution Innovators), Koichi Ito (Tohoku Univ.), Hirotaka Minagawa, Katsunori Horii, Ikuo Shiratori, Iwao Waga (NEC Solution Innovators), Takafumi Aoki (Tohoku Univ.)

(51) 10:25 - 10:50
[BIO] A Method for the Inverse QSAR/QSPR Based on Artificial Neural Networks and Mixed Integer Linear Programming
○Chiewvanichakorn Rachaya, Wang Chenxi, Zhang Zhe, Shurbevski Aleksandar, Hiroshi Nagamochi, Tatsuya Akutsu (Kyoto Univ.)

(52) 10:50 - 11:15
[BIO] 機械学習を用いた環状ペプチドの体内安定性予測手法の改良
○李佳男・吉川寧・大上雅史・秋山泰（東工大）

(53) 11:15 - 11:40
[BIO] 相互作用残基ペア予測を利用したマルチドメインタンパク質立体構造予測手法の改良
○松野駿平・大上雅史・秋山泰（東工大）

----- Lunch Break ( 80 min. ) -----

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Wed, Jun 19 PM BIO General Session (2) (Room B) (13:00 - 14:35)
Chair: Takeshi Obayashi (Tohoku Univ.)
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(54) 13:00 - 13:25
[BIO] 深層学習を用いたタンパク質複合体予測構造に対するリランキングシステムの開発
○色川雅崇・石田貴士（東工大）

(55) 13:25 - 13:50
[BIO] Acceleration of sequence alignment generation method for structure prediction using k nearest neighbor method
○Masato Narui, Shuichiro Makigaki, Takashi Ishida (Tokyo Tech.)

(56) 13:50 - 14:05
[BIO] 配列類似性ネットワークに基づく高感度な遠縁タンパク質検索
○牧垣秀一朗・石田貴士（東工大）

(57) 14:05 - 14:20
[BIO] 口内及び腸内細菌メタゲノムの確率モデリング
○細田至温（早稲田大）・浜田道昭（早稲田大／CBBD-OIL）

(58) 14:20 - 14:35
[BIO] Growth-coupled overproduction is theoretically possible for most metabolites in Saccharomyces cerevisiae under anaerobic conditions
○Takeyuki Tamura (Kyoto Univ.)

----- Break ( 25 min. ) -----

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Wed, Jun 19 PM BIO General Session (3) (Room B) (15:00 - 16:30)
Chair: Takeyuki Tamura (Kyoto Univ.)
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(59) 15:00 - 15:25
[BIO] Computation of atomic-level pathways for complete biosynthesis in metabolic networks
○Jun Ohta (Okayama Univ.)

(60) 15:25 - 15:50
[BIO] 乳がんデータセットを用いた主成分分析を用いた教師なし学習による変数選択法の評価
○藤澤孝太・中村晃輔・宮田龍太（琉球大）

(61) 15:50 - 16:15
[BIO] Tensor decomposition-based and principal-component-analysis-based unsupervised feature extraction applied to the gene expression and methylation profiles in the brains of social insects with multiple
○ Y-h. Tacguhi (Chuo Univ.)

(62) 16:15 - 16:30
[BIO] 地球環境の定量的記述のためのWikipediaデータ活用の試み
○Takeshi Obayashi (Tohoku Univ.)

# Information for speakers
General Talk will have 20 minutes for presentation and 5 minutes for discussion.

# CONFERENCE SPONSORS:
- This conference is co-sponsored by Japanese Neural Network Society, IEEE Computational Intelligence Society Japan Chapter and Okinawa Institute of Science and Technology.

=== Technical Committee on Neurocomputing (NC) ===

# SECRETARY:
Hayaru Shouno (UEC)
E-mail: s