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ORCID5th DS 2002: Lübeck, Germany
- Steffen Lange, Ken Satoh, Carl H. Smith:
Discovery Science, 5th International Conference, DS 2002, Lübeck, Germany, November 24-26, 2002, Proceedings. Lecture Notes in Computer Science 2534, Springer 2002, ISBN 3-540-00188-3
Invited Talks
- Susumu Hayashi:
Mathematics Based on Learning. 1 - Rudolf Kruse, Christian Borgelt:
Data Mining with Graphical Models. 2-11 - John Shawe-Taylor
, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola:
On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum. 12 - Gerhard Widmer:
In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project. 13-21 - Ian H. Witten:
Learning Structure from Sequences, with Applications in a Digital Library. 33
Regular Papers
Application of Discovery to Natural Science
- Luigi Palopoli, Giorgio Terracina:
Discovering Frequent Structured Patterns from String Databases: An Application to Biological Sequences. 34-46 - Judith Ellen Devaney, John G. Hagedorn:
Discovery in Hydrating Plaster Using Machine Learning Methods. 47-58 - Kazumi Saito, Stephen D. Bay, Pat Langley:
Revising Qualitative Models of Gene Regulation. 59-70
Knowledge Discovery from Unstructured and Semi-structured Data
- Shayan Ghazizadeh, Sudarshan S. Chawathe:
SEuS: Structure Extraction Using Summaries. 71-85 - Shunsuke Inenaga, Hideo Bannai, Ayumi Shinohara, Masayuki Takeda, Setsuo Arikawa:
Discovering Best Variable-Length-Don't-Care Patterns. 86-97
Meta-learning and Analysis of Machine Learning Algorithms
- Kai Ming Ting:
A Study on the Effect of Class Distribution Using Cost-Sensitive Learning. 98-112 - Melanie Hilario:
Model Complexity and Algorithm Selection in Classification. 113-126 - Tapio Elomaa, Jussi T. Lindgren:
Experiments with Projection Learning. 127-140 - Yonghong Peng, Peter A. Flach, Carlos Soares, Pavel Brazdil:
Improved Dataset Characterisation for Meta-learning. 141-152
Combining Machine Learning Algorithms
- Eibe Frank, Geoffrey Holmes, Richard Kirkby, Mark Hall:
Racing Committees for Large Datasets. 153-164 - César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana:
From Ensemble Methods to Comprehensible Models. 165-177
Neural Networks and Statistical Methods
- David Danks:
Learning the Causal Structure of Overlapping Variable Sets. 178-191 - Martin Holena:
Extraction of Logical Rules from Data by Means of Piecewise-Linear Neural Networks. 192-205 - Kazumi Saito, Ryohei Nakano:
Structuring Neural Networks through Bidirectional Clustering of Weights. 206-219
New Approaches to Knowledge Discovery
- Osamu Maruyama, Takayoshi Shoudai, Satoru Miyano:
Toward Drawing an Atlas of Hypothesis Classes: Approximating a Hypothesis via Another Hypothesis Model. 220-232 - Takashi Okada:
Datascape Survey Using the Cascade Model. 233-246 - Ryutaro Ichise, Daniel G. Shapiro, Pat Langley:
Learning Hierarchical Skills from Observation. 247-258
Poster Papers
Applications of Knowledge Discovery to Natural Science
- Salla Ruosaari, Jaakko Hollmén:
Image Analysis for Detecting Faulty Spots from Microarray Images. 259-266 - Michiel J. L. de Hoon, Seiya Imoto, Satoru Miyano:
Inferring Gene Regulatory Networks from Time-Ordered Gene Expression Data Using Differential Equations. 267-274 - Daniele Masotti:
DNA-Tract Curvature Profile Reconstruction: A Fragment Flipping Algorithm. 275-282 - Asanobu Kitamoto:
Evolution Map: Modeling State Transition of Typhoon Image Sequences by Spatio-Temporal Clustering. 283-290 - Jaroslava Halova, Premysl Zak, Pavel Stopka, Tomoaki Yuzuri, Yukino Abe, Kazuhisa Sakakibara, Hiroko Suezawa, Minoru Hirota:
Structure-Sweetness Relationships of Aspartame Derivatives by GUHA. 291-296
Knowledge Discovery from Texts
- Xiaoshan Fang, Huanye Sheng:
A Hybrid Approach for Chinese Named Entity Recognition. 297-301 - Yoo-Jin Moon, Minkoo Kim, Youngho Hwang, Pankoo Kim, Kijoon Choi:
Extraction of Word Senses from Human Factors in Knowledge Discovery. 302-309 - Fang Li, Huanye Sheng, Dongmo Zhang:
Event Pattern Discovery from the Stock Market Bulletin. 310-315 - Jihoon Yang, Sung-Yong Park:
Email Categorization Using Fast Machine Learning Algorithms. 316-323 - Makoto Haraguchi, Shigetora Nakano, Masaharu Yoshioka:
Discovery of Maximal Analogies between Stories. 324-331 - Yasuhiro Yamada, Daisuke Ikeda, Sachio Hirokawa:
Automatic Wrapper Generation for Multilingual Web Resources. 332-339 - Yongguang Bao, Naohiro Ishii:
Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts. 340-347 - John Kontos, Areti Elmaoglou, Ioanna Malagardi:
ARISTA Causal Knowledge Discovery from Texts. 348-355
Applications of Knowledge Discovery to Social Science
- Francis Rousseaux, Alain Bonardi:
Knowledge Discovery as Applied to Music: Will Music Web Retrieval Revolutionize Musicology? 356-363 - Laura Maruster, A. J. M. M. Weijters, Wil M. P. van der Aalst, Antal van den Bosch:
Process Mining: Discovering Direct Successors in Process Logs. 364-373 - Makoto Nakamura, Satoshi Tojo:
The Emergence of Artificial Creole by the EM Algorithm. 374-381 - Olivier Lartillot:
Generalized Musical Pattern Discovery by Analogy from Local Viewpoints. 382-389
Machine Learning Approaches
- Zhiwei Fu:
Using Genetic Algorithms-Based Approach for Better Decision Trees: A Computational Study. 390-397 - Frank Höppner:
Handling Feature Ambiguity in Knowledge Discovery from Time Series. 398-405 - Haiyan Zhao, Zhenjiang Hu, Masato Takeichi:
A Compositional Framework for Mining Longest Ranges. 406-413 - Alípio Jorge, João Poças, Paulo J. Azevedo:
Post-processing Operators for Browsing Large Sets of Association Rules. 414-421 - Takashi Matsuda, Hiroshi Motoda, Tetsuya Yoshida, Takashi Washio:
Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction. 422-429 - Mark-A. Krogel, Stefan Wrobel:
Feature Selection for Propositionalization. 430-434 - Masaki Narahashi, Einoshin Suzuki:
Subspace Clustering Based on Compressibility. 435-440
New Approaches to Knowledge Discovery
- Lorenzo Magnani, Matteo Piazza, Riccardo Dossena:
The Extra-Theoretical Dimension of Discovery. Extracting Knowledge by Abduction. 441-448 - Hitomi Saito, Kazuhisa Miwa:
Discovery Process on the WWW: Analysis Based on a Theory of Scientific Discovery. 449-456 - Carlotta Piscopo, Mauro Birattari:
Invention vs. Discovery. 457-462
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