I am a first year PhD student in the University of Tsukuba. My advisor is Prof. Hiroyuki Kitagawa. I am also a Senior Researcher at Data Mining Technology Group, Data Science Research Laboratories, NEC Corporation.

I love coding. Several spin-off stuffs are available on GitHub.

Feel free to contact me via E-mail: stillpedant _at_ gmail.com

Research Interests

I am interested in data science related stuffs. Previously, I worked on middlewares that support huge data processing such as relational database systems and distributed computing frameworks.

  • Machine Learning
    • Statistical Relational Learning
    • Bayesian Models (Regularized Bayes, Bayesian Nonparametrics, ...)
    • Machine Learning on Compressed Data
  • Recommender Systems
  • Database Systems
    • Database Physical Design
    • Query Optimization
    • Data Streams
  • Information Extraction
    • Relation Extraction

Publications

  1. Masafumi Oyamada, Jianquan Liu, Shinji Ito, Kazuyo Narita, Takuya Araki, Hiroyuki Kitagawa, "Compressed Vector Set: A Fast and Space-Efficient Data Mining Framework", IPSJ Transaction on Databases (IPSJ-TOD) vol.77 (to appear), 2017.
  2. Masafumi Oyamada and Shinji Nakadai, "Relational Mixture of Experts: Explainable Demographics Prediction with Behavioral Data", IEEE International Conference on Data Mining (ICDM 2017), 2017. [PDF] (Regular paper, Acceptance rate: 72/778 = 9.25%)
  3. Katsufumi Tomobe, Masafumi Oyamada, and Shinji Nakadai, "Link Prediction for Isolated Nodes in Heterogeneous Network by Topic-based Co-Clustering", In Proceedings of the 21st Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2017), 2017.
  4. Masafumi Oyamada, Jianquan Liu, Kazuyo Narita, and Takuya Araki. "MOARLE: Matrix Operation Accelerator based on Run-Length Encoding", In Proceedings of the 16th Asia-Pacific Web Conference (APWeb 2014), pages 425-436, 2014 (Best paper runner up).
  5. Masafumi Oyamada , Hideyuki Kawashima, and Hiroyuki Kitagawa, "Data Stream Processing with Concurrency Control", ACM SIGAPP Applied Computing Review (ACM SIGAPP ACR), Vol. 13, No. 2, pp. 54-65, June 2013. [URL]
  6. Masafumi Oyamada , Hideyuki Kawashima, and Hiroyuki Kitagawa, "Continuous Query Processing with Concurrency Control: Reading Updatable Resources Consistently", Proc. 28th ACM Symposium on Applied Computing (SAC 2013), Coimbra, Portugal, pp. 788-794, March 18-22, 2013. [PDF] [DBLP] (Acceptance rate: 23.98%)
  7. Masafumi Oyamada , Hideyuki Kawashima, and Hiroyuki Kitagawa, "Efficient Invocation of Transaction Sequences Triggered by Data Streams" The 2nd International Workshop on Streaming Media Delivery and Management Systems (SMDMS 2011), Proceedings of 3PGCIC, Barcelona, Spain, pp. 332-337, October 26-28, 2011. [PDF] [DBLP]
  8. Masafumi Oyamada , Hideyuki Kawashima, and Hiroyuki Kitagawa, "Integration of Data Streams and Relations with Main Memory Database", Proc. 8th International Conference on Networked Sensing Systems (INSS 2011), Penghu, Taiwan, June 13-15, 2011.

Honors

  • JSAI Annual Conference Award, 2016
  • Best honorable poster in DEIM, 2015
  • Best paper runner up award in APWeb, 2015
  • Honorable poster in DEIM, 2014
  • Chair of department of computer science award from University of Tsukuba, 2013
  • Honorable student talk in DEIM, 2013

Services

  • JSAI (2018 PC, 2017 PC, 2016 Session Chair), DEIM (2017 Commentator, 2016 Local Committee)
  • Reviewer: DBSJ Journal (2017), IEICE Transactions (2014, 2016), ADMS (2014, External)

Misc

Jothelloc
An othello game written in JavaScript and C++
Letter counter
A crappy letter counter