Akinori Abe


From Data Mining to Chance Discovery

Since I have joined ATR, I started to research for data mining. I analyzed medical data, data of nursing activities, music composition data, etc. to discover a certain significant phenomenon. I think, this research will be a step to Chance Discovery. Currently, I work on these tasks under the context of Active Mining.

References:

  1. Abe A., Kogure K. and Hagita N.: Discovery of Hidden Relations from Medical Data, Proc. of HCI2003 3rd. Int'l Workshop on Chance Discovery, pp. 37-43 (2003)
  2. Abe A., Berry R., Suzuki M., and Hagita N.: Augmented Music Composition Support as Active Mining, Technical Report of IEICE, Vol. 103, No. 304, pp.59-64 (2003) or Technical Report of JSAI, SIG-KBS-A301, pp.59-64 (2003) paper
  3. Makino M., Berry R., Abe A., Hikawa N., Suzuki M.: The Augumented Computer Project --- The Music Table ---, Technical Report of IEICE, MVE2003-59, pp. 9-14 (2003) in Japanese
  4. Abe A., Naya F., Kogure K. and Hagita N.: Rule Acquisition from small and heterogeneous data set, Tecnical Report of JSAI, SIG-KBS-A304-32, pp. 189-194 (2004) in Japanese
  5. Abe A., Kogure K., Hagita N. and Iseki H.: Integrated Data Mining System for Analysis of Nursing Accidents and Incidents, Proc. of SCI2004, Vol. VII, pp. 265--270 (2004)
  6. Abe A. and Oehlmann: From Data Mining to Interpersonal Communication for Scenario Developmant, Proc. of ECAI2004 Workshop on Chance Discovery, pp. 1--8 (2004)
  7. Abe A., Kogure K. and Hagita N.: Determination of A Chance in Nursing Risk Management, Proc. of ECAI2004 Workshop on Chance Discovery, pp. 222-231 (2004)
  8. Abe A., Kogure K. and Hagita N.: Nursing Risk Prediction as Chance Discovery, Proc. of KES2004 Vol. II, pp. 815--822 (2004).
  9. Abe A, Hagita N, Furutani M, Furutani Y, and Matsuoka R.: Possibility of Integrated Data Mining of Clinical Data, Data Science Journal, Vol. 6, Supplement, pp. S104--S115 (2007)
  10. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: An interface for medical diagnosis support, Proc. of KES2007 (LNAI4693), Vol. II. pp. 909--916, Springer Verlag (2007)
  11. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: Data mining of Multi-categorized Data, Proc. of MCD07, pp. 209--220 (2007)
  12. Hagita N., Abe A. Furutani M., Furutani Y., and Matsuoka R.: Data Mining of Medical Data, Future Aspect of Medical Science and Education (Nadal-Ginard B. and Takakura K. eds.), 2nd IREIIMS Open Symposium, pp. 182--184 (2007)
  13. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: Data mining of Multi-categorized Data, Mining Complex Data, Post-Proceedings of the ECML/PKDD'07 Third International Workshop, MCD2007 (Ras Z.W., Tsumoto S., Zighed D. eds.) (LNAI4944), Springer Verlag (2008)
  14. Abe A., Ohsawa Y., Ozaku H.I., Sagara K., Kuwahara N., and Kogure K.: Communication error determination model for multi-layered or chained situations, Proc. of PAKDD 2008 Working Notes of Workshops on Data Mining for Decision Making and Risk Management, pp. 305--316 (2008)
  15. Abe A, Hagita N, Furutani M, Furutani Y, and Matsuoka R.: Categorized and Integrated Data Mining of Clinical Data, in Communications and Discoveries from Multidisciplinary Data (Iwata S., Ohsawa Y., Tsumoto S., Zhong N., Shi Y., Magnani L. eds.), Studies in Computational Intelligence, Vol. 123, pp. 315--330, Springer Verlag (2008)
  16. Yoshikawa A., Suzuki K., Abe A., Tanaka T., Yamaguchi K., Tanaka T., Ishikawa Y., Minegishi K., Gotanda Y., Yugi H., Uchida S., Satake M., Mizoguchi H., and Tadokoro K.: Effect of selective vaccination on rate of hepatitis B virus-positive Japanese first-time blood donors, Transfusion Medicine (2009)
  17. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: An Interface for Medical Diagnosis Support ---from the viewpoint of Chance Discovery, International Journal of Advanced Intelligence Paradigms, Vol. 2, No. 2/3, pp. 283--302 (2010)
  18. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: Categorized and Integrated Data Mining of Medical Data from the Viewpoint of Chance Discovery, Proc. of KES2010 (LNAI6278), Part III, pp. 307--314, Springer Verlag (2010)
  19. Abe A., Hagita N., Furutani M., Furutani Y., and Matsuoka R.: An interactive interface for medical diagnosis support, in Sequence and Genome Analysis: Methods and Applications (Zhongming Zhao eds.), Chap. 17, iConcept Press (2011)
  20. Abe A.: Visualization as Curation with a holistic communication, Proc. of TAAI2012, pp. 266--271 (2012)
  21. Abe A.: Data Mining in the Age of Curation, Proc. of IEEE International Workshop on Data Mining for Service (DMS2012), pp. 273--279 (2012)
  • Abe A.: Curating and mining (big) data, Proc. of ICDM2013 Workshop on MoDAT, pp. 664--671 (2013)
  • Abe A.: Data mining considering curation, Proc. of WIC2014, pp. 386--391 (2014)