分散クラウドコンピューティング環境における個人情報保護データマイニング

• 研究課題/領域番号: 23500180
• 研究種目: 基盤研究(C)
• 配分区分: 基金
• 応募区分: 一般
• 研究分野: 知能情報学
• 研究機関: 広島大学
• 研究代表者: 森本 康彦 広島大学, 工学(系)研究科(研究院), 准教授 (00363010)
• 研究期間 (年度): 2011-04-28 – 2016-03-31
• 研究課題ステータス: 完了 (2015年度)
• 配分額: 5,200千円 (直接経費: 4,000千円、間接経費: 1,200千円); 2015年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円); 2014年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円); 2013年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円); 2012年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円); 2011年度: 1,040千円 (直接経費: 800千円、間接経費: 240千円)
• キーワード: Skyline Query / Data Mining / Privacy / Distributed Databases / MapReduce / Cloud / Big Data

研究成果の概要

本課題では，データベースに記録されている大量のデータの中から，何らかの知見を獲得したり，データの全体的な傾向を把握したり，必要なデータを選択する際に利用できる問い合わせ機能の研究を行い，特に「スカイライン問い合わせ」を「MapReduce」上で，効率的にかつ安全にスカイライン問い合わせを計算するためのアルゴリズム，および通信プロトコルを，開発した．他の研究機関の先行研究でも，同様のスカイライン問い合わせの事例が数件報告されているが，我々の方法は，他の研究とは異なり個人情報保護を意識したスカイラインであるという特徴がある．

研究成果

• [雑誌論文] <i>k</i>-Dominant Skyline Query Computation in MapReduce Environment (2015)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto
  • 雑誌名: IEICE Transactions on Information and Systems 巻: E98.D 号: 5 ページ: 1027-1034
  • DOI: 10.1587/transinf.2014DAP0010
  • NAID: 130005067747
  • ISSN: 0916-8532, 1745-1361
  • 査読あり / 謝辞記載あり
• [雑誌論文] Recommending Hotels by Social Conditions of Locations (2015)
  • 著者名/発表者名: Md. Shamsul Arefin, Zhichao Chang, Yasuhiko Morimoto
  • 雑誌名: Tourism Informatics - Towards Novel Knowledge Based Approaches 巻: 無し ページ: 91-106
  • DOI: 10.1007/978-3-662-47227-9_7
  • ISBN: 9783662472262, 9783662472279
  • 査読あり / 謝辞記載あり
• [雑誌論文] Efficient Selection of Representative Combinations of Objects from Large Database (2015)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 雑誌名: International Journal on Advances in Software 巻: 8 ページ: 481-490
  • 査読あり / オープンアクセス / 謝辞記載あり
• [雑誌論文] Efficiency of NoSQL Databases under a Moderate Application Load (2015)
  • 著者名/発表者名: Md. Shamsul Arefin, Khondoker Nazibul Hossain, Yasuhiko Morimoto
  • 雑誌名: Springer Lecture Notes in Computer Science 巻: 8999 ページ: 213-227
  • DOI: 10.1007/978-3-319-16313-0_15
  • ISBN: 9783319163123, 9783319163130
  • 査読あり
• [雑誌論文] Skyband-Set for Answering Top-k Set Queries of Any Users (2015)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, and Yasuhiko Morimoto
  • 雑誌名: Springer Lecture Notes in Computer Science 巻: 8999 ページ: 41-55
  • DOI: 10.1007/978-3-319-16313-0_4
  • ISBN: 9783319163123, 9783319163130
  • 査読あり / 謝辞記載あり
• [雑誌論文] Privacy Aware Parallel Computations of Skyline Sets Queries from Distributed Databases (2014)
  • 著者名/発表者名: Md. Shamsul Arefin, Yasuhiko Morimoto
  • 雑誌名: Computing and Informatics 巻: 33 ページ: 831-856
  • 査読あり / 謝辞記載あり
• [雑誌論文] A Spatial Skyline Query for a Group of Users (2014)
  • 著者名/発表者名: Md. Shamsul Arefin, Geng Ma, Yasuhiko Morimoto
  • 雑誌名: Journal of Software 巻: 9 号: 11 ページ: 2938-2947
  • DOI: 10.4304/jsw.9.11.2938-2947
  • 査読あり / オープンアクセス / 謝辞記載あり
• [雑誌論文] Agent-based Privacy Aware Feedback System (2014)
  • 著者名/発表者名: Md. Shamsul Arefin, Rahma Bintey Mufiz Mukta, Yasuhiko Morimoto
  • 雑誌名: Springer Lecture Notes in Computer Science 巻: 8933 ページ: 725-738
  • DOI: 10.1007/978-3-319-14717-8_58
  • ISBN: 9783319147161, 9783319147178
  • 査読あり
• [雑誌論文] Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment (2014)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto
  • 雑誌名: Springer Lecture Notes in Computer Science 巻: 8933 ページ: 560-572
  • DOI: 10.1007/978-3-319-14717-8_44
  • ISBN: 9783319147161, 9783319147178
  • 査読あり / 謝辞記載あり
• [雑誌論文] An Efficient Processing of k-Dominant Skyline Query in MapReduce (2014)
  • 著者名/発表者名: Hao Tian, Md. Anisuzzaman Siddique, Yasuhiko Morimoto
  • 雑誌名: Proceedings of ACM International Workshop on Bringing the Value of Big Data to Users 巻: Data4U ページ: 29-34
  • DOI: 10.1145/2658840.2658846
  • 査読あり / 謝辞記載あり
• [雑誌論文] Distributed Skyline Computation of Vertically Splitted Databases by Using MapReduce (2014)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto
  • 雑誌名: Springer Lecture Notes in Computer Science 巻: 8505 ページ: 33-45
  • DOI: 10.1007/978-3-662-43984-5_3
  • ISBN: 9783662439838, 9783662439845
  • 査読あり / 謝辞記載あり
• [雑誌論文] Efficient Selection of Various k-objects for a Keyword Query based on ManReduce Skyline Algorithm (2014)
  • 著者名/発表者名: M. A. Siddique, Y. Morimoto
  • 雑誌名: Springer LNCS (Lecture Notes in Computer Science) 巻: 8381 ページ: 40-52
  • DOI: 10.1007/978-3-319-05693-7_3
  • ISBN: 9783319056920, 9783319056937
  • 査読あり
• [雑誌論文] Skyline Queries for Selecting Spatial Objects by Utilizing Surrounding Environment (2013)
  • 著者名/発表者名: Md. Shamsul Arefin, Jinhao Xu, Zhiming Chen, Yasuhiko Morimoto
  • 雑誌名: Journal of Computers 巻: 8 号: 7 ページ: 1742-1749
  • DOI: 10.4304/jcp.8.7.1742-1749
  • 査読あり
• [雑誌論文] Place Recommendation Based On Users Check-in History for Location-based Services (2013)
  • 著者名/発表者名: Hongbo Chen, Md. Shamsul Arefin, Zhiming Chen, Yasuhiko Morimoto
  • 雑誌名: International Journal of Networking and Computing 巻: 3 ページ: 228-243
  • NAID: 130005475368
  • 査読あり
• [雑誌論文] Distributed Spatial k-dominant Skyline Maintenance Using Computational Object (2013)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, Md. Mahbubul Islam, Yasuhiko Morimoto
  • 雑誌名: International Journal of Networking and Computing 巻: 3 ページ: 244-263
  • 査読あり
• [雑誌論文] Agent-based Anonymous Skyline Set Computation in Cloud Databases (2012)
  • 著者名/発表者名: Yasuhiko Morimoto, Md. Anisuzzaman Siddique, Md. Shumsul Arefin
  • 雑誌名: International Journal of Computational Science and Engineering 巻: 7 号: 1 ページ: 73-81
  • DOI: 10.1504/ijcse.2012.046182
  • 査読あり
• [雑誌論文] Management of Multilingual Contents in Web Environment (2012)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto
  • 雑誌名: International Journal of Computing Communication and Networking Research 巻: 1 ページ: 18-37
  • 査読あり
• [雑誌論文] Efficient k-dominant Skyline Computation for High Dimensional Space with Domination Power Index (2012)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Yasuhiko Morimoto
  • 雑誌名: Journal of Computers 巻: 7 号: 3 ページ: 608-615
  • DOI: 10.4304/jcp.7.3.608-615
  • 査読あり
• [雑誌論文] Skyline Sets Queries for Incomplete Data (2012)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto
  • 雑誌名: International Journal of Computer Sciences and Information Technology 巻: 4 号: 5 ページ: 67-80
  • DOI: 10.5121/ijcsit.2012.4506
  • 査読あり
• [学会発表] Selecting Key Person of Social Network Using Skyline Query in MapReduce Framework (2015)
  • 著者名/発表者名: Asif Zaman, Md. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
  • 学会等名: Proceedings of the International Symposium on Computing and Networking (CANDAR2015)
  • 発表場所: Sapporo, Japan
  • 年月日: 2015-12-09
  • 国際学会
• [学会発表] Find top-k representative skyline points by using grid data structure (2015)
  • 著者名/発表者名: Cheng Chang, Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: International Workshop of Networking, Computing, Systems, and Software (NCSS2015)
  • 発表場所: Sapporo, Japan
  • 年月日: 2015-12-09
  • 国際学会
• [学会発表] Friend Recommendation by Using Skyline Query and Location Information (2015)
  • 著者名/発表者名: Shufeng Zheng, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: International Workshop of Networking, Computing, Systems, and Software (NCSS2015)
  • 発表場所: Sapporo, Japan
  • 年月日: 2015-12-09
  • 国際学会
• [学会発表] A Method for Selecting Desirable Unfixed Shape Areas from Integrated Geographic Information System (2015)
  • 著者名/発表者名: Annisa, Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: IIAI International Congress on Advanced Applied Informatics
  • 発表場所: Okayama Convention Center, Okayama, Japan
  • 年月日: 2015-07-12 – 2015-07-16
• [学会発表] A Method for Selecting Desirable Unfixed Shape Areas from Integrated Geographic Information System (2015)
  • 著者名/発表者名: Annisa, Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: Proceedings of the IIAI International Congress on Advanced Applied Informatics (IIAI AAI)
  • 発表場所: Okayama, Japan
  • 年月日: 2015-07-12
  • 国際学会
• [学会発表] Skyline Objectset: Efficient Selection of Complete Non-dominate Sets from Database (2015)
  • 著者名/発表者名: Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: International Conference on Advances in Databases, Knowledge, and Data Applications
  • 発表場所: H10 ROMA CITTA, Rome, Italy
  • 年月日: 2015-05-24 – 2015-05-29
• [学会発表] Skyline Objectset: Efficient Selection of Complete Non-dominate Sets from Database (2015)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: Proceedings of the International Conference on Advances in Databases, Knowledge, and Data Applications (DBKDA)
  • 発表場所: Rome, Italy
  • 年月日: 2015-05-24
  • 国際学会
• [学会発表] Efficiency of NoSQL Databases under a Moderate Application Load (2015)
  • 著者名/発表者名: Md. Shamsul Arefin, Khondoker Nazibul Hossain, Yasuhiko Morimoto
  • 学会等名: International Workshop on Databases in Networked Information Systems
  • 発表場所: University of Aizu, Aizu-Wakamatsu, Japan
  • 年月日: 2015-03-23 – 2015-03-25
• [学会発表] Skyband-Set for Answering Top-k Set Queries of Any Users (2015)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
  • 学会等名: International Workshop on Databases in Networked Information Systems
  • 発表場所: University of Aizu, Aizu-Wakamatsu, Japan
  • 年月日: 2015-03-23 – 2015-03-25
• [学会発表] Agent-based Privacy Aware Feedback System (2014)
  • 著者名/発表者名: Md. Shamsul Arefin, Rahma Bintey Mufiz Mukta, Yasuhiko Morimoto
  • 学会等名: International Conference on Advanced Data Mining and Applications
  • 発表場所: Guilin Plaza Hotel, Guilin, China
  • 年月日: 2014-12-19 – 2014-12-21
• [学会発表] Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment (2014)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto
  • 学会等名: International Conference on Advanced Data Mining and Applications
  • 発表場所: Guilin Plaza Hotel, Guilin, China
  • 年月日: 2014-12-19 – 2014-12-21
• [学会発表] An Efficient Processing of k-Dominant Skyline Query in MapReduce (2014)
  • 著者名/発表者名: Hao Tian, Md. Anisuzzaman Siddique, Yasuhiko Morimoto
  • 学会等名: ACM International Workshop on Bringing the Value of Big Data to Users
  • 発表場所: Dragon Hotel, Hangzhou, China
  • 年月日: 2014-09-01
• [学会発表] Distributed Skyline Computation of Vertically Splitted Databases by Using MapReduce (2014)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto
  • 学会等名: DASFAA International Workshop on Big Data Management and Analytics
  • 発表場所: Sanur Beach Hotel, Bali, Indonesia
  • 年月日: 2014-04-21
• [学会発表] Efficient Selection of Various k-Objects for a Keyword Query Based on MapReduce Skyline Algorithm (2014)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Yasuhiko Morimoto
  • 学会等名: International Workshop on Databases in Networked Information Systems
  • 発表場所: Aizu Wakamatsu, Japan
• [学会発表] BEBS: A Framework for Bilingual Summary Generation (2013)
  • 著者名/発表者名: Mohammad Shamsul Arefin, Mohammad Amir Sharif, Yasuhiko Morimoto
  • 学会等名: IEEE International Conference on Informatics, Electronics & Vision
  • 発表場所: Dhaka, Bangladesh
• [学会発表] Hotel Recommendation Based On Surrounding Environments (2013)
  • 著者名/発表者名: Zhichao Chang, Mohammad Shamsul Arefin, Yasuhiko Morimoto
  • 学会等名: IIAI International Conference on Advanced Applied Informatics
  • 発表場所: Matsue, Japan
• [学会発表] Skyline Queries for Sets of Spatial Objects by Utilizing Surrounding Environments (2013)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: The 8th International Workshop on Databases in Networked Information Systems (DNIS 2013)
  • 発表場所: Fukushima, Japan
• [学会発表] Skyline Sets Queries from Databases with Missing Values (2012)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: The 22nd IEEE International Conference on Computer Theory and Applications (ICCTA2012)
  • 発表場所: Alexandria, Egypt
• [学会発表] Multicore based Spatial k-dominant Skyline Computation (2012)
  • 著者名/発表者名: Md. Anisuzzaman Siddique, Asif Zaman, Md. Mahbubul Islam, Yasuhiko Morimoto
  • 学会等名: The IEEE International Conference on Networking and Computing (ICNC 2012)
  • 発表場所: Okinawa, Japan
• [学会発表] Place Recommendation from Check-in Spots on Location-Based Online Social Networks (2012)
  • 著者名/発表者名: Hongbo Chen, Zhiming Chen, Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: The IEEE International Conference on Networking and Computing (ICNC 2012)
  • 発表場所: Okinawa, Japan
• [学会発表] Skyline Queries for Spatial Objects: A Method for Selecting Spatial Objects Based on Surrounding Environments (2012)
  • 著者名/発表者名: Zhiming Chen, Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: The IEEE International Conference on Networking and Computing (ICNC 2012)
  • 発表場所: Okinawa, Japan
• [学会発表] A Spatial Skyline Query for a Group of Users Having Different Positions (2012)
  • 著者名/発表者名: Geng Ma, Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: IEEE International Conference on Networking and Computing (ICNC 2012)
  • 発表場所: Okinawa, Japan
• [学会発表] Real Estate Recommender: Location Query for Selecting Spatial Objects (2012)
  • 著者名/発表者名: Jinhao Xu, Md. Shumsul Arefin, Zhiming Chen, Yasuhiko Morimoto
  • 学会等名: The IEEE International Conference on Networking and Computing (ICNC 2012)
  • 発表場所: Okinawa, Japan
• [学会発表] Developing a Framework for Generating Bilingual English-Bangla Dictionaries from Parallel Text Corpus (2012)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto, Zhiming Chen
  • 学会等名: The International Conference on Electrical, Computer and Telecommunication Engineering (ICECTE 2012)
  • 発表場所: Rajshahi, Bangladesh
• [学会発表] 分散データベースに対するスカイライン問合せ計算アルゴリズム (2012)
  • 著者名/発表者名: 久保孝哉, 森本康彦
  • 学会等名: 電子情報通信学会総合大会講演論文集, p. 44
  • 発表場所: 岡山
• [学会発表] Privacy Aware Parallel Computation of Skyline Sets Queries from Distributed Databases (2011)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto
  • 学会等名: Proceedings of The IEEE International Conference on Natural Computation (ICNC 2011), pp. 186-192
  • 発表場所: Osaka, Japan
• [学会発表] Multilingual Content Management in Web Environment (2011)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto, Afroza Yasmin
  • 学会等名: Proceedings of The IEEE International Conference on Information Science and Applications (ICISA 2011), pp. 1-9
  • 発表場所: Jeju, Korea
• [学会発表] Information Filtering by Using Materialized Skyline Views (2011)
  • 著者名/発表者名: Yasuhiko Morimoto, Md. Shumsul Arefin, Md. Anisuzzaman Siddique
  • 学会等名: Proceedings of the 7th International Workshop on Databases in Networked Information System, Springer LNCS 7108, pp. 179-189
  • 発表場所: Fukushima, Japan
• [学会発表] Bilingual Plagiarism Detector (2011)
  • 著者名/発表者名: Md. Shumsul Arefin, Yasuhiko Morimoto, Afroza Yasmin
  • 学会等名: Proceedings of The IEEE International Conference on Computer and Information Technology (ICCIT 2011), pp. 451-456
  • 発表場所: Dhaka, Bangladesh
• [図書] Intelligent Systems Reference Library, Vol. 90, Tourism Informatics, Chapter: "Recommending Hotels by Social Conditions of Locations" (2015)
  • 著者名/発表者名: Md. Shamsul Arefin, Zhichao Chang, Yasuhiko Morimoto
  • 出版者: Springer
• [備考] 森本康彦研究室ホームページ
  • URL: http://www.morimo.com/morimo-ken/
• [備考] Hiroshima Univ Quarterly Technology Newsletter
  • URL: http://www.hiroshima-u.ac.jp/en/sangaku/HUQTN/
• [備考] もりも研（森本研究室）
  • URL: http://www.morimo.com/morimo-ken/
• [備考] 広島大学森本研究室
  • URL: http://www.morimo.com/morimo-ken
• [備考]
  • URL: http://www.morimo.com/morimo-ken