TY - GEN
T1 - Spiral discovery of a separate prediction model from chronic hepatitis data
AU - Jumi, Masatoshi
AU - Suzuki, Einoshin
AU - Ohshima, Muneaki
AU - Zhong, Ning
AU - Yokoi, Hideto
AU - Takabayashi, Katsuhiko
PY - 2007
Y1 - 2007
N2 - In this paper, we summarize our endeavor for spiral discovery of a separate prediction model from chronic hepatitis data. We have initially proposed various learning/discovery methods including time-series decision tree, PrototypeLines, and peculiarity-oriented mining method for mining the data. This experience has motivated us to model physicians as considering typical cases with the specific disease and ruling out clearly exceptional cases. We have developed a spiral discovery system which learns a prediction model for each type of cases, and obtained promising results from experiments.
AB - In this paper, we summarize our endeavor for spiral discovery of a separate prediction model from chronic hepatitis data. We have initially proposed various learning/discovery methods including time-series decision tree, PrototypeLines, and peculiarity-oriented mining method for mining the data. This experience has motivated us to model physicians as considering typical cases with the specific disease and ruling out clearly exceptional cases. We have developed a spiral discovery system which learns a prediction model for each type of cases, and obtained promising results from experiments.
UR - http://www.scopus.com/inward/record.url?scp=36349017650&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=36349017650&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-71009-7_44
DO - 10.1007/978-3-540-71009-7_44
M3 - Conference contribution
AN - SCOPUS:36349017650
SN - 3540710086
SN - 9783540710080
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 464
EP - 473
BT - New Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers
PB - Springer Verlag
T2 - 17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004)
Y2 - 23 June 2003 through 27 June 2003
ER -