ISBN: 3-540-65390-2
TITLE: Discovery Science
AUTHOR: Arikawa, Setsuo; Motoda, Hiroshi (Eds.)
TOC:

Philosophical Aspects of Scientific Discovery A Historical Survey 1
Keiichi No
Learning, Mining, or Modeling? A Case Study from Paleoecology 12
Heikki Mannila, Hannu Toivonen, Atte Korhola and Heikki Olander
The Computer-Aided Discovery of Scientific Knowledge 25
Pat Langley
On Classification and Regression 40
Shinichi Morishita
Knowledge Discovery in Biological and Chemical Domains 58
Stephen Muggleton
Random Case Analysis of Inductive Learning Algorithms 60
Kuniaki Uehara
On Variants of Iterative Learning 72
Steffen Lange and Gunter Grieser
Uniform Characterizations of Polynomial-Query Learnabilities 84
Yosuke Hayashi, Satoshi Matsumoto, Ayumi Shinohara and Masayuki Takeda
Inferring a Rewriting System from Examples 93
Yasuhito Mukouchi, Ikuyo Yamaue and Masako Sato
Toward Genomic Hypothesis Creator: View Designer for Discovery 105
Osamu Maruyama, Tomoyuki Uchida, Takayoshi Shoudai and Satoru Miyano
Visualization of Community Knowledge Interaction Using Associative Representation 117
Takashi Hirata, Harumi Maeda and Toyoaki Nishida
Discovering Characteristic Patterns from Collections of Classical Japanese Poems 129
Mayumi Yamasaki, Masayuki Takeda, Tomoko Fukuda and Ichir Nanri
Approximate Retrieval of High-dimensional Data by Spatial Indexing 141
Takeshi Shinohara, Jiyuan An and Hiroki Ishizaka
Practical Algorithms for On-line Sampling 150
Carlos Domingo, Ricard Gavald and Osamu Watanabe
Discovering Conceptual Diffrences among People from Cases 162
Tetsuya Yoshida and Teruyuki Kondo
Discovery of Unknown Causes from Unexpected Co-occurrence of Inferred Known Causes 174
Yukio Ohsawa and Masahiko Yachida
Refining Search Expression by Discovering Hidden User's Interests 186
Wataru Sunayama, Yuji Nomura, Yukio Ohsawa and Masahiko Yachida
The Discovery of Rules from Brain Images 198
Hiroshi Tsukimoto and Chie Morita
Instance Guided Rule Induction 210
Nobuhiro Yugami, Yuiko Ohta and Seishi Okamoto
Learning with Globally Predictive Tests 220
Michael J. Pazzani
Query-Initiated Discovery of Interesting Association Rules 232
Jongpil Yoon and Larry Kerschberg
Boosting Cost-Sensitive Trees 244
Kai Ming Ting and Zijian Zheng
On the Boosting Algorithm for Multiclass Functions based on Information-Theoretic Criterion for Approximation 256
Eiji Takimoto and Akira Maruoka
The Continuous{Function Attribute Class in Decision Tree Induction 268
Michael Boronowsky
Feature Transformation and Multivariate Decision Tree Induction 279
Huan Liu and Rudy Setiono
Formal Logics of Discovery and Hypothesis Formation by Machine 291
Petr Hjek and Martin Holena
Finding Hypotheses from Examples by Computing the Least Generalization of Bottom Clauses 303
Kimihito Ito and Akihiro Yamamoto
On the Completion of the Most Specific Hypothesis Computation in Inverse Entailment for Mutual Recursion 315
Koichi Furukawa
Biochemical Knowledge Discovery Using Inductive Logic Programming 326
Stephen Muggleton, Ashwin Srinivasan, R.D. King and M.J.E. Sternberg
Computational Characteristics of Law Discovery Using Neural Networks 342
Ryohei Nakano and Kazumi Saito
Development of SDS2: Smart Discovery System for Simultaneous Equation Systems 352
Takashi Washio and Hiroshi Motoda
Discovery of Differential Equations from Numerical Data 364
Koichi Niijima, Hidemi Uchida, Eiju Hirowatari and Setsuo Arikawa
Automatic Transaction of Signal via Statistical Modeling 375
Genshiro Kitagawa and Tomoyuki Higuchi
Empirical Comparison of Competing Query Learning Methods 387
Naoki Abe , Hiroshi Mamitsuka and Atsuyoshi Nakamura
Abstracting a Human's Decision Process by PRISM 389
Yoshitaka Kameya and Taisuke Sato
Mechanisms of Self-Organized Renormalizability 391
Hiroshi H. Hasegawa and Yoshikazu Ohtaki
An Efficient Tool for Discovering Simple Combinatorial Patterns from Large Text Databases 393
Hiroki Arimura, Atsushi Wataki, Ryoichi Fujino, Shinichi Shimozono and Setsuo Arikawa
A Similarity Finding System under a Goal Concept 395
Makoto Haraguchi and Tokuyasu Kakuta
Parallel Induction Algorithms for Large Samples 397
Tohgoroh Matsui, Nobuhiro Inuzuka, Hirohisa Seki and Hidenori Itoh
Toward Effective Knowledge Acquisition with First Order Logic Induction 399
Xiaolong Zhang, Tetsuo Narita and Masayuki Numao
A Logic of Discovery 401
Janis Barzdins and Rusins Freivalds and Carl H. Smith
A Strong Relevant Logic Model of Epistemic Processes in Scientific Discovery 403
Jingde Cheng
Four-Fold Table Calculi for Discovery Science 405
Jan Rauch
Parallel Organization Algorithm for Graph Matching and Subgraph Isomorphism Detection 407
Yoshinori Nakanishi and Kuniaki Uehara
Visualizing Semantic Clusters in the Internet Information Space 409
Etsuya Shibayama, Jun Yabe, Shin Takahashi and Mitsuru Matsuda
KN on ZK - Knowledge Network on Network Note Pad ZK 411
Sachio Hirokawa and Tsuyoshi Taguchi
Virtual Integration of Distributed Database by Multiple Agents 413
Takao Mohri and Yuji Takada
Development of Some Methods and Tools for Discovering Conceptual Knowledge 415
Tu Bao Ho, Trong Dung Nguyen, Ngoc Binh Nguyen and Takuyu Ito
Reducing the Dimensions of Attributes by Selection and Aggregation 417
Akiko Aizawa
On the Number of Clusters in Cluster Analysis 419
Atsuhiro Takasu
Geometric Clustering Models in Feature Space 421
Mary Inaba and Hiroshi Imai
Efficient Mining of Association Rules with Item Constraints 423
Shin-Mu Tseng
GDT-RS: A Probabilistic Rough Induction Approach 425
Juzhen Dong, Ning Zhong and Setsuo Ohsuga
A Constructive Fuzzy NGE Learning System 427
Maria do Carmo Nicoletti and Flavia Oliveira Santos
Composing Inductive Applications Using Ontologies for Machine Learning 429
Akihiro Suyama, Naoya Negishi and Takahira Yamagchi
TDDA, a Data Mining Tool for Text Databases: A Case History in a Lung Cancer Text Database 431
Jeffrey A. Goldman, Wesley Chu, D. Stott Parker and Robert M. Goldman
Crowww Classification and Retrieval on WWW 433
Phyllis Anwyl, Atsushi Itoh and Ayako Oono
Extracting Knowledge Patterns from Ticket Data 435
Maria de Fatima Rodrigues, Carlos Ramos and Pedro Rangel Henriques
Automatic Acquisition of Phoneme Models and Its Application to Phoneme Labeling of a Large Size of Speech Corpus 437
Motoyuki Suzuki, Teruhiko Maeda, Hiroki Mori and Shozo Makino
An Experimental Agricultural Data Mining System 439
Kazunori Matsumoto
Data Mining Oriented System for Business Applications 441
Yukinobu Hamuro, Naoki Katoh and Katsutoshi Yada
Moving Object Recognition Using Wavelets and Learning of Eigenspaces 443
Shigeru Takano, Teruya Minamoto and Koichi Niijima
Search for New Methods for Assignment of Complex Molecular Spectra and a Program Package for Simulation of Molecular Spectra 445
Takehiko Tanaka and Takashi Imajo
Computer Aided Hypotheses Based Drug Discovery Using CATALYST RTM and PC GUHA Software Systems (A Case Study of Catechol Analogs Against Malignant Melanoma) 447
Jaroslava Halova, Oldrich Strouf, Premysl Zak, Anna Sochorova, Noritaka Uchida, Hiroshi Okimoto, Tomoaki Yuzuri, Kazuhisa Sakakibara and Minoru Hirota
Knowledge Discovery through the Navigation Inside the Human Body 449
Toyofumi Saito, Jun-ichiro Toriwaki and Kensaku Mori
Application of Discovery Science to Solar-Terrestrial Physics 451
Tohru Araki, Toshihiko Iyemori, Masahito Nose, Takaaki Wada,
Yoshifumi Futaana, Genta Ueno, Toyohisa Kamei and Akinori Saito
Incorporating a Navigation Tool into a WWW Browser 453
Hiroshi Sawai, Hayato Ohwada and Fumio Mizoguchi
Author Index 455
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