| 1999 | An Appropriate Abstraction for an Attribute-Oriented Induction. | Yoshimitsu Kudoh, Makoto Haraguchi |
| 1999 | Regularization of Linear Regression Models in Various Metric Spaces. | Vladimir V. Krepets |
| 1999 | Smoothness Prior Approach to Explore the Mean Structure in Large Time Series Data. | Genshiro Kitagawa, Tomoyuki Higuchi, Fumiyo N. Kondo |
| 1999 | Mining Association Algorithm Based on ROC Convex Hull Method in Bibliographic Navigation System. | Minoru Kawahara, Hiroyuki Kawano |
| 1999 | A Graphical Method for Parameter Learning of Symbolic-Statistical Models. | Yoshitaka Kameya, Nobuhisa Ueda, Taisuke Sato |
| 1999 | Derivation of the Topology Structure from Massive Graph Data. | Akihiro Inokuchi, Takashi Washio, Hiroshi Motoda |
| 1999 | Developing a Knowledge Network of URLs. | Daisuke Ikeda, Tsuyoshi Taguchi, Sachio Hirokawa |
| 1999 | Characteristic Sets of Strings Common to Semi-structured Documents. | Daisuke Ikeda |
| 1999 | "Thermodynamics" from Time Series Data Analysis. | Hiroshi H. Hasegawa, Takashi Washio, Yukari Ishimiya |
| 1999 | Automatic Acquisition of Image Processing Procedures from Sample Sets of Classified Images Based on Requirement of Misclassification Rate. | Toshihiro Hamada, Akinobu Shimizu, Toyofumi Saito, Jun-ichi Hasegawa, Jun-ichiro Toriwaki |
| 1999 | Iterative Naive Bayes. | Joo Gama |
| 1999 | A Model of Children's Vocabulary Acquisition Using Inductive Logic Programming. | Koichi Furukawa, Ikuo Kobayashi, Tomonobu Ozaki, Mutsumi Imai |
| 1999 | Approximation of Optimal Two-Dimensional Association Rules for Categorical Attributes Using Semidefinite Programming. | Katsuki Fujisawa, Yukinobu Hamuro, Naoki Katoh, Takeshi Tokuyama, Katsutoshi Yada |
| 1999 | CAEP: Classification by Aggregating Emerging Patterns. | Guozhu Dong, Xiuzhen Zhang, Limsoon Wong, Jinyan Li |
| 1999 | Adaptive Sampling Methods for Scaling Up Knowledge Discovery Algorithms. | Carlos Domingo, Ricard Gavald, Osamu Watanabe |
| 1999 | Feature Selection Using Consistency Measure. | Manoranjan Dash, Huan Liu, Hiroshi Motoda |
| 1999 | A Definition of Discovery in Terms of Generalized Descriptional Complexity. | Hideo Bannai, Satoru Miyano |
| 1998 | Toward Effective Knowledge Acquisition with First Order Logic Induction. | Xiaolong Zhang, Tetsuo Narita, Masayuki Numao |
| 1998 | Instance Guided Rule Induction. | Nobuhiro Yugami, Yuiko Ohta, Seishi Okamoto |
| 1998 | Discovering Conceptual Differences among People from Cases. | Tetsuya Yoshida, Teruyuki Kondo |
| 1998 | Query Initiated Discovery of Interesting Association Rules. | Jongpil Yoon, Larry Kerschberg |
| 1998 | Discovering Characteristic Patterns from Collections of Classical Japanese Poems. | Mayumi Yamasaki, Masayuki Takeda, Tomoko Fukuda, Ichiro Nanri |
| 1998 | Development of SDS2: Smart Discovery System for Simultaneous Equation Systems. | Takashi Washio, Hiroshi Motoda |
| 1998 | Random Case Analysis of Inductive Learning Algorithms. | Kuniaki Uehara |
| 1998 | The Discovery of Rules from Brain Images. | Hiroshi Tsukimoto, Chie Morita |