Privacy Preserving Data Mining in Distributed Cloud Computing Environment

• Project/Area Number: 23500180
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Hiroshima University
• Principal Investigator: Morimoto Yasuhiko 広島大学, 工学(系)研究科(研究院), 准教授 (00363010)
• Project Period (FY): 2011-04-28 – 2016-03-31
• Project Status: Completed (Fiscal Year 2015)
• Budget Amount: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000); Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
• Keywords: Skyline Query / Data Mining / Privacy / Distributed Databases / MapReduce / Cloud / Big Data

Outline of Final Research Achievements

We have studied methods for querying a large-scale database to find and select some clues or to grasp trends and tendencies. Among them, we have intensively studied “skyline query”, which is one of popular queries used in an early stage of database analysis. We have developed an efficient and secure distributed algorithm for computing “skyline query” that works in MapReduce framework. There are some related works that can compute a skyline query in MapReduce framework. Different from others, ours is designed so that privacy information in a database are preserved.

Research Products

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