行動の意図を把握するソーシャルセンサ～物理センサ融合マイニング基盤

2021 Fiscal Year Annual Research Report

• Project/Area Number: 18H03340
• Research Institution: The University of Electro-Communications
• Principal Investigator: 大須賀 昭彦 電気通信大学, 大学院情報理工学研究科, 教授 (90393842)
• Co-Investigator(Kenkyū-buntansha): 清 雄一 電気通信大学, 大学院情報理工学研究科, 准教授 (20700157) ; 吉岡 信和 早稲田大学, 理工学術院, 上級研究員(研究院教授) (20390601) ; 鄭 顕志 早稲田大学, 理工学術院, 准教授(任期付) (40434295)
• Project Period (FY): 2018-04-01 – 2022-03-31
• Keywords: マイニング基盤 / IoT / ソーシャルデータ

Outline of Annual Research Achievements

令和2，3年度は，(1) 匿名加工されたデータから，普遍的パターン及び雑音（物理データの本来の雑音及び，匿名化によって与えられた雑音）の除去アルゴリズムの改良と評価を行い，(2) 個々のソーシャルデータに対して，状況・行動のそれぞれの正解ラベルを人手で付与し，また，ソーシャルデータは粒度や精度が異なるデータが混在しているため，入力値の粒度や精度を考慮した階層的な深層学習アルゴリズムの改良と評価を行い，(3) 匿名化された物理データとソーシャルデータを，位置情報や日時等の情報を用い，同一人物の情報である可能性が高いデータ同士を多対多で紐付けるための異種混合Linked Data の改良と評価を行い，(4) ゴールに向けた行動を基にBayesian Belief Networkを構築することにより，ゴールを達成する可能性を高める行動及び低める行動の抽出を継続し，(5) ソーシャルメディアデータ，物理センサデータから，最適な行動を推薦するアプリケーション例を改良し，実験により評価した．

Research Progress Status

令和3年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

令和3年度が最終年度であるため、記入しない。

Research Products

• [Journal Article] 組込みシステム向け障害解析環境の効率改善 (2022)
  • Author(s): 長野岳彦, 小口琢夫，吉岡信和，田原康之，大須賀昭彦
  • Journal Title: 情報処理学会論文誌：コンシューマ・デバイス＆システム Volume: Vol.12, No.2 Pages: -
  • Peer Reviewed
• [Journal Article] Step-by-Step Acquisition of Cooperative Behavior in Soccer Task (2022)
  • Author(s): Takashi Abe, Ryohei Orihara, Yuichi Sei, Yasuyuki Tahara, and Akihiko Ohsuga
  • Journal Title: Journal of Advances in Information Technology Volume: Vol.13, No.2 Pages: 147-154
  • DOI: 10.12720/jait.13.2.147-154
  • Peer Reviewed / Open Access
• [Journal Article] Detecting Vicious Cycles in Urban Problem Knowledge Graph using Inference Rules (2022)
  • Author(s): Shusaku Egami, Takahiro Kawamura, Kouji Kozaki, Akihiko Ohsuga
  • Journal Title: Data Intelligence Volume: Vol.4, No.1 Pages: 88-111
  • DOI: 10.1162/dint_a_00113
  • Peer Reviewed / Open Access
• [Journal Article] コーパス間の類似語の差異に着目したマイクロブログにおける隠語検出 (2022)
  • Author(s): 羽田拓朗，清雄一，田原康之，大須賀昭彦
  • Journal Title: 電気学会論文誌C Volume: Vol.142, No.2 Pages: 177-189
  • DOI: 10.1541/ieejeiss.142.177
  • Peer Reviewed / Open Access
• [Journal Article] Private True Data Mining: Differential Privacy Featuring Errors to Manage Internet-of-Things Data (2022)
  • Author(s): Yuichi Sei and Akihiko Ohsuga
  • Journal Title: IEEE Access Volume: Vol.10 Pages: 8738-8757
  • DOI: 10.1109/ACCESS.2022.3143813
  • Peer Reviewed / Open Access
• [Journal Article] キャンパスオントロジーに基づく異種データ間の相関検出 (2021)
  • Author(s): 塚越雄登，江上周作，清雄一，田原康之，大須賀昭彦
  • Journal Title: 電気学会論文誌C Volume: Vol.141, No.11 Pages: 1222-1233
  • DOI: 10.1541/ieejeiss.141.1222
  • Peer Reviewed / Open Access
• [Journal Article] The design of secure IoT applications using patterns: State of the art and directions for research (2021)
  • Author(s): Eduardo B.Fernandez, Hironori Washizaki, Nobukazu Yoshioka, and Takao Okubo
  • Journal Title: Internet of Things Volume: Vol.15 Pages: -
  • DOI: 10.1016/j.iot.2021.100408
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Tracing CVE Vulnerability Information to CAPEC Attack Patterns Using Natural Language Processing Techniques (2021)
  • Author(s): Kenta Kanakogi, Hironori Washizaki, Yoshiaki Fukazawa, Shinpei Ogata, Takao Okubo, Takehisa Kato, Hideyuki Kanuka, Atsuo Hazeyama, and Nobukazu Yoshioka
  • Journal Title: Information, MDPI Volume: Vol.12, No.8 Pages: 2078-2489
  • DOI: 10.3390/info12080298
  • Peer Reviewed / Open Access
• [Journal Article] A Countermeasure Method Using Poisonous Data Against Poisoning Attacks on IoT Machine Learning (2021)
  • Author(s): Tomoki Chiba, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Journal Title: International Journal of Semantic Computing Volume: Vol.15, No.2 Pages: 215-240
  • DOI: 10.1142/S1793351X21400043
  • Peer Reviewed / Open Access
• [Journal Article] Computed Tomography Image Reconstruction using Stacked U-Net (2021)
  • Author(s): Satoru Mizusawa, Yuichi Sei, Ryohei Orihara and Akihiko Ohsuga
  • Journal Title: Computerized Medical Imaging and Graphics Volume: Vol.90, No.101920 Pages: 1-10
  • DOI: 10.1016/j.compmedimag.2021.101920
  • Peer Reviewed
• [Journal Article] 送信ドメイン認証を用いた送信者レピュテーション構築手法の提案 (2021)
  • Author(s): 櫻庭秀次, 依田みなみ, 清雄一, 田原康之, 大須賀昭彦
  • Journal Title: 情報処理学会論文誌 Volume: Vol.62, No.5 Pages: 1173-1183
  • DOI: 10.20729/00211077
  • Peer Reviewed / Open Access
• [Journal Article] An Efficient Clustering-Based Anonymization Scheme for Privacy-Preserving Data Collection in IoT based Healthcare Services (2021)
  • Author(s): J. Andrew Onesimu, J. Karthikeyan, and Yuichi Sei
  • Journal Title: Peer-to-Peer Networking and Applications Volume: Vol.14, issue 3 Pages: 1629-1649
  • DOI: 10.1007/s12083-021-01077-7
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Count Estimation with A Low-Accuracy Machine Learning Model (2021)
  • Author(s): Yuichi Sei and Akihiko Ohsuga
  • Journal Title: IEEE Internet of Things Journal Volume: Vol.8, Issue 8 Pages: 7079-7088
  • DOI: 10.1109/JIOT.2020.3038273
  • Peer Reviewed / Open Access
• [Journal Article] Codeword Detection, Focusing on Differences in Similar Words Between Two Corpora of Microblogs (2021)
  • Author(s): Takuro Hada, Yuichi Sei, Yasuyuki Tahara, and Akihiko Ohsuga
  • Journal Title: Annals of Emerging Technologies in Computing (AETiC) Volume: Vol.5, No.2 Pages: -
  • DOI: 10.33166/AETiC.2021.02.008
  • Peer Reviewed / Open Access
• [Presentation] Versatile Automatic Piano Reduction Generation System by Deep Learning (2022)
  • Author(s): Yuki Hoshi, Ryohei Orihara, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Organizer: 2nd International Conference on Advanced Research in Computing (ICARC)
  • Int'l Joint Research
• [Presentation] Prosody Transfer from a Small Amount of Voice using Fine Tuning (2022)
  • Author(s): Taiga Tokushima, Ryohei Orihara, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Organizer: 2nd International Conference on Advanced Research in Computing (ICARC)
  • Int'l Joint Research
• [Presentation] ネコからアニメキャラクターへの 画像翻訳手法の検討 (2022)
  • Author(s): 徐江林，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH22 Winter Symposium
• [Presentation] 人の存在確率を考慮した位置情報プライバシ保護手法の提案 (2022)
  • Author(s): 石禾里帆，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH22 Winter Symposium
• [Presentation] 業界の関係性を考慮したアニメ作品の特徴量の再抽出 (2022)
  • Author(s): 齋藤悠貴，大須賀昭彦，田原康之，清雄一
  • Organizer: SMASH22 Winter Symposium
• [Presentation] レシピフローグラフによる調理後食材の抽出を用いたレシピのカロリー推定の検討 (2022)
  • Author(s): 匹田祐平，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH22 Winter Symposium
• [Presentation] 空間的なスタイル転送を利用したアイコン線画彩色 (2022)
  • Author(s): 宮内洸希，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH22 Winter Symposium
• [Presentation] レビューテキストとアイテムスコアを用いた項目別スコアによるアイテム推薦手法の提案 (2022)
  • Author(s): 馬場菜摘，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH22 Winter Symposium
• [Presentation] Beat Cat ~ 人の動きを転移して猫を操る手法の提案 ~ (2022)
  • Author(s): 赤塚哲丸, 清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 着手予測に基づくトレーディングカードゲームAIの提案 (2022)
  • Author(s): 大河内幸太郎，折原良平，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 深層強化学習を用いたサッカータスクにおける組織的な守備の獲得 (2022)
  • Author(s): 酒井佑旗，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 人のプレイを元にした深層強化学習による格闘ゲームAIの生成 (2022)
  • Author(s): 安藤拓人，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 深層学習による汎用性の高いピアノリダクション自動生成技術 (2022)
  • Author(s): 星雄輝，折原良平，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] ファインチューニングを利用した少量音声からの訛りに注目した韻律転送の試み (2022)
  • Author(s): 徳島大河, 折原良平, 清雄一, 田原康之, 大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] Detecting Hardcoded Login Information from User Input (2022)
  • Author(s): Minami Yoda, Shuji Sakuraba, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Organizer: 40th IEEE International Conference on Consumer Electronics (ICCE)
  • Int'l Joint Research
• [Presentation] 開発エンジニア向け機械学習セキュリティ脅威分析技術 (2022)
  • Author(s): 矢嶋純, 及川孝徳, 森川郁也, 笠原史禎, 乾真季, 吉岡信和
  • Organizer: 2022年 暗号と情報セキュリティシンポジウム（SCIS2022)
• [Presentation] Towards Personalized Autonomous Driving: An Emotion Preference Style Adaptation Framework (2021)
  • Author(s): Jiali Ling, Jialong Li, Kenji Tei, and Shinichi Honiden
  • Organizer: 5th IEEE International Conference on Agents (IEEE ICA2021)
  • Int'l Joint Research
• [Presentation] A Development Method for Safety Node-RED Systems using Discrete Controller Synthesis (2021)
  • Author(s): Takuto Yamauchi, Takanori Hirano, Jialong Li, Takafumi Kawasaki, Yin Chen, Akira Tsuge, Tadashi Okoshi, Jin Nakazawa, Nobukazu Yoshioka, Georgios Palaiokrassas, Antonios Litke, and Kenji Tei
  • Organizer: 14th IEEE International Conference on Internet of Things (IEEE iThings-2021)
  • Int'l Joint Research
• [Presentation] OACAL: Finding Module-consistent Specifications to Secure Systems from Weakened User Obligations (2021)
  • Author(s): Pengcheng Jiang and Kenji Tei
  • Organizer: 2021 IEEE Symposium Series on Computational Intelligence (SSCI 2021)
  • Int'l Joint Research
• [Presentation] Cyber-Security Incident Analysis by Causal Analysis using System Theory (CAST) (2021)
  • Author(s): Tomoko Kaneko, Nobukazu Yoshioka and Ryoichi Sasaki
  • Organizer: 21st IEEE International Conference on Software Quality, Reliability, and Security (QRS 2021)
  • Int'l Joint Research
• [Presentation] Sender Reputation Construction Method using Sender Authentication (2021)
  • Author(s): Shuji Sakuraba, Minami Yoda, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Organizer: 1st IEEE International Conference on Data Science and Computer Application (ICDSCA)
  • Int'l Joint Research
• [Presentation] Blockchain-Based Cooperative Incentive System for Emergency Road Right Transferring (2021)
  • Author(s): Yichen Ding, Jialong Li, Kenji Tei, and Shinichi Honiden
  • Organizer: 10th IEEE Global Conference on Consumer Electronics (GCCE 2021)
  • Int'l Joint Research
• [Presentation] Transfer Learning Method in Reinforcement Learning-based Traffic Signal Control (2021)
  • Author(s): Zhenyu Mao, Jialong Li, Nianzhao Zheng, Kenji Tei, and Shinichi Honiden
  • Organizer: 10th IEEE Global Conference on Consumer Electronics (GCCE 2021)
  • Int'l Joint Research
• [Presentation] Enterprise Architecture based Representation of Architecture and Design Patterns for Machine Learning Systems (2021)
  • Author(s): Hironori Takeuchi, Takuo Doi, Hironori Washizaki, Satoshi Okuda, and Nobukazu Yoshioka
  • Organizer: 13th Workshop on Service oriented Enterprise Architecture for Enterprise Engineering (SOEA4EE), EDOC Workshop
  • Int'l Joint Research
• [Presentation] Goal-Oriented Machine Learning-Based Component Development Process(poster) (2021)
  • Author(s): Jati H. Husen, Hnin Thandar Tun, Nobukazu Yoshioka, Hironori Washizaki and Yoshiaki Fukazawa
  • Organizer: 24th ACM/IEEE International Conference on Model Driven Engineering Languages and Systems (MODELS)
  • Int'l Joint Research
• [Presentation] Software Engineering Patterns for Machine Learning Applications (SEP4MLA) - Part 3 - Data Processing Architectures (2021)
  • Author(s): Jomphon Runpakprakun, Sien Reeve Ordonez Peralta, Hironori Washizaki, Foutse Khomh, Yann-Gael Gueheneuc, Nobukazu Yoshioka, and Yoshiaki Fukazawa
  • Organizer: 28th Conference on Pattern Languages of Programs (PLoP 2021)
  • Int'l Joint Research
• [Presentation] A Meta Reinforcement Learning-based Approach for Self-Adaptive System (2021)
  • Author(s): Mingyue Zhang, Jialong Li, Haiyan Zhao, Kenji Tei, Shinichi Honiden, and Zhi Jin
  • Organizer: 2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS2021)
  • Int'l Joint Research
• [Presentation] 要求獲得上の課題特定のセンスメイキング論的アプローチ (2021)
  • Author(s): 中木裕章, 岸本眞一郎, 吉岡信和, 内平直志:機械学習応用システムの要求工学に関する一考察
  • Organizer: 日本ソフトウェア科学会第 38 回大会 (2021年度)
• [Presentation] KPIツリーを用いた機械学習プロジェクト管理フレームワーク (2021)
  • Author(s): 浜田 伸一郎, 吉岡 信和, 内平 直志
  • Organizer: 日本ソフトウェア科学会第 38 回大会 (2021年度)
• [Presentation] Interlayer Augmentation in a Classification Task (2021)
  • Author(s): Satoru Mizusawa and Yuichi Sei
  • Organizer: 4th IEEE International Conference on Computing, Electronics & Communications Engineering (iCCECE)
  • Int'l Joint Research
• [Presentation] xGとPitch Controlを用いた危険度可視化モデルの検討 (2021)
  • Author(s): 神宮司祐哉，大須賀昭彦，田原康之，清雄一
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 歩行者を加味した深層強化学習による信号制御手法の提案 (2021)
  • Author(s): 村田顕祐，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 伝播情報を加味した機械学習によるTwitter上のウワサ判別手法の検討 (2021)
  • Author(s): 竹井拓実，清雄一，大須賀昭彦，田原康之
  • Organizer: 人工知能と知識処理研究会
• [Presentation] StyleMapを用いた事前学習済みStyleGANによる画像編集 (2021)
  • Author(s): 本田爽，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] StyleCLIPを応用した背景画像の生成 ~ 自然言語による潜在空間の編集 ~ (2021)
  • Author(s): 石幡柊介，清雄一，田原康之，大須賀昭彦
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 深層学習を用いた2Dアクションゲームにおけるクリアしやすいステージの生成手法の検討 (2021)
  • Author(s): 高田宗一郎，大須賀昭彦，田原康之，清雄一
  • Organizer: 人工知能と知識処理研究会
• [Presentation] 深層学習による汎用性を考慮したピアノリダクションの自動生成 (2021)
  • Author(s): 星雄輝，折原良平，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH21 Summer Symposium
• [Presentation] ファインチューニングを利用した少量音声からの韻律転送の試み (2021)
  • Author(s): 徳島大河，折原良平，清雄一，田原康之，大須賀昭彦
  • Organizer: SMASH21 Summer Symposium
• [Presentation] Incidents Are Meant for Learning, Not Repeating: Sharing Knowledge About Security Incidents in Cyber-Physical Systems (Journal First) (2021)
  • Author(s): Faeq Rimawi, Liliana Pasquale, Deepak Mehta, Nobukazu Yoshioka, and Bashar Nuseibeh
  • Organizer: ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE) 2021
  • Int'l Joint Research
• [Presentation] Improvement of Legitimate Mail Server Detection Method using Sender Authentication (2021)
  • Author(s): Shuji Sakuraba, Minami Yoda, Yuichi Sei, Yasuyuki Tahara and Akihiko Ohsuga
  • Organizer: 18th IEEE/ACIS International Conference on Software Engineering, Management and Applications (SERA)
  • Int'l Joint Research
• [Presentation] Towards Better Adaptive Systems by Combining MAPE, Control Theory, and Machine Learning (2021)
  • Author(s): Danny Weyns, Bradley Schmerl, Masako Kishida, Alberto Leva, Marin Litoiu, Necmiye Ozay, Colin Paterson, and Kenji Tei
  • Organizer: 16th International Symposium on Software Engineering for Adaptive and Self-Managing Systems (SEAMS2021)
  • Int'l Joint Research
• [Presentation] Analysis of IoT Pattern Descriptions (2021)
  • Author(s): Hironori Washizaki, Atsuo Hazeyama, Takao Okubo, Hideyuki, Kanuka, Shinpei Ogata and Nobukazu Yoshioka
  • Organizer: 3rd International Workshop on Software Engineering Research & Practices for the Internet of Things (SERP4IoT 2021), ICSE workshop
  • Int'l Joint Research
• [Presentation] Differential Controller Synthesis at Runtime Using Changed Parts of Environment Model (2021)
  • Author(s): Takanori Hirano, Kenji Tei, Kazuya Aizawa, and Shinichi Honiden
  • Organizer: 8th IEEE International Conference on Industrial Engineering and Applications (ICIEA 2021)
  • Int'l Joint Research
• [Remarks] 大須賀・田原・清研究室
  • URL: http://www.ohsuga.lab.uec.ac.jp/