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1.

図書

図書
Belur V. Dasarathy, editor ; sponsored and published by SPIE--the International Society for Optical Engineering
出版情報: Bellingham, Wash. : SPIE, c2007  1 v. (various pagings) ; 28 cm
シリーズ名: Proceedings / SPIE -- the International Society for Optical Engineering ; v.6570
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2.

図書

図書
Jingming Chen, Yingxia Pu, editors
出版情報: Bellingham, Wash. : SPIE, c2007  1 v. (various pagings) ; 28 cm
シリーズ名: Proceedings / SPIE -- the International Society for Optical Engineering ; v. 6753
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3.

図書

図書
Jingming Chen, Yingxia Pu, editors
出版情報: Bellingham, Wash. : SPIE, c2007  1 v. (various pagings) ; 28 cm
シリーズ名: Proceedings / SPIE -- the International Society for Optical Engineering ; v. 6753
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4.

図書

図書
Jean-François Boulicaut ... [et al.] (eds.)
出版情報: Berlin : Springer, c2004  xix, 560 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3202 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
Invited Papers
Random Matrices in Data Analysis / Dmitris Achlioptas
Data Privacy / Rakesh Agrawal
Breaking Through the Syntax Barrier: Searching with Entities and Relations / Soumen Chakrabarti
Real-World Learning with Markov Logic Networks / Pedro Domingos
Strength in Diversity: The Advance of Data Analysis / David J. Hand
Contributed Papers
Mining Positive and Negative Association Rules: An Approach for Confined Rules / Maria-Luiza Antonie ; Osmar R. Zaïane
An Experiment on Knowledge Discovery in Chemical Databases / Sandra Berasaluce ; Claude Laurenço ; Amedeo Napoli ; Gilles Niel
Shape and Size Regularization in Expectation Maximization and Fuzzy Clustering / Christian Borgelt ; Rudolf Kruse
Combining Multiple Clustering Systems / Constantinos Boulis ; Mari Ostendorf
Reducing Data Stream Sliding Windows by Cyclic Tree-Like Histograms / Francesco Buccafurri ; Gianluca Lax
A Framework for Data Mining Pattern Management / Barbara Catania ; Anna Maddalena ; Maurizio Mazza ; Elisa Bertino ; Stefano Rizzi
Spatial Associative Classification at Different Levels of Granularity: A Probabilistic Approach / Michelangelo Ceci ; Annalisa Appice ; Donato Malerba
AutoPart: Parameter-Free Graph Partitioning and Outlier Detection / Deepayan Chakrabarti
Properties and Benefits of Calibrated Classifiers / Ira Cohen ; Moises Goldszmidt
A Tree-Based Approach to Clustering XML Documents by Structure / Gianni Costa ; Giuseppe Manco ; Riccardo Ortale ; Andrea Tagarelli
Discovery of Regulatory Connections in Microarray Data / Michael Egmont-Petersen ; Wim de Jonge ; Arno Siebes
Learning from Little: Comparison of Classifiers Given Little Training / George Forman
Geometric and Combinatorial Tiles in 0-1 Data / Aristides Gionis ; Heikki Mannila ; Jouni K. Seppänen
Document Classification Through Interactive Supervision of Document and Term Labels / Shantanu Godbole ; Abhay Harpale ; Sunita Sarawagi
Classifying Protein Fingerprints / Melanie Hilario ; Alex Mitchell ; Jee-Hyub Kim ; Paul Bradley ; Terri Attwood
Finding Interesting Pass Patterns from Soccer Game Records / Shoji Hirano ; Shusaku Tsumoto
Discovering Unexpected Information for Technology Watch / François Jacquenet ; Christine Largeron
Scalable Density-Based Distributed Clustering / Eshref Januzaj ; Hans-Peter Kriegel ; Martin Pfeifle
Summarization of Dynamic Content in Web Collections / Adam Jatowt ; Mitsuru Ishizuka
Mining Thick Skylines over Large Databases / Wen Jin ; Jiawei Han ; Martin Ester
Ensemble Feature Ranking / Kees Jong ; Jérémie Mary ; Antoine Cornuéjols ; Elena Marchiori ; Michèle Sebag
Privately Computing a Distributed k-nn Classifier / Murat Kantarcio&gcaron;lu ; Chris Clifton
Incremental Nonlinear PCA for Classification / Byung Joo Kim ; Il Kon Kim
A Spectroscopy of Texts for Effective Clustering / Wenyuan Li ; Wee-Keong Ng ; Kok-Leong Ong ; Ee-Peng Lim
Constraint-Based Mining of Episode Rules and Optimal Window Sizes / Nicolas Méger ; Christophe Rigotti
Analysing Customer Churn in Insurance Data - A Case Study / Katharina Morik ; Lianna Köpeke
Nomograms for Visualization of Naive Bayesian Classifier / Martin Možina ; Janez Demšar ; Michael Kattan ; Blaž Zupan
Using a Hash-Based Method for Apriori-Based Graph Mining / Phu Chien Nguyen ; Takashi Washio ; Kouzou Ohara ; Hiroshi Motoda
Evaluation of Rule Interestingness Measures with a Clinical Dataset on Hepatitis / Miho Ohsaki ; Shinya Kitaguchi ; Kazuya Okamoto ; Hideto Yokoi ; Takahira Yamaguchi
Classification in Geographical Information Systems / Salvatore Rinzivillo ; Franco Turini
Digging into Acceptor Splice Site Prediction: An Iterative Feature Selection Approach / Yvan Saeys ; Sven Degroeve ; Yves Van de Peer
Itemset Classified Clustering / Jun Sese ; Shinichi Morishita
Combining Winnow and Orthogonal Sparse Bigrams for Incremental Spam Filtering / Christian Siefkes ; Fidelis Assis ; Shalendra Chhabra ; William S. Yerazunis
Asynchronous and Anticipatory Filter-Stream Based Parallel Algorithm for Frequent Itemset Mining / Adriano Veloso ; Wagner Meira Jr. ; Renato Ferreira ; Dorgival Guedes Neto ; Srinivasan Parthasarathy
A Quantification of Cluster Novelty with an Application to Martian Topography / Ricardo Vilalta ; Tom Stepinski ; Muralikrishna Achari ; Francisco Ocegueda-Hernandez
Density-Based Spatial Clustering in the Presence of Obstacles and Facilitators / Xin Wang ; Camilo Rostoker ; Howard J. Hamilton
Text Mining for Finding Functional Community of Related Genes Using TCM Knowledge / Zhaohui Wu ; Xuezhong Zhou ; Baoyan Liu ; Junli Chen
Dealing with Predictive-but-Unpredictable Attributes in Noisy Data Sources / Ying Yang ; Xindong Wu ; Xingquan Zhu
A New Scheme on Privacy Preserving Association Rule Mining / Nan Zhang ; Shengquan Wang ; Wei Zhao
Posters
A Unified and Flexible Framework for Comparing Simple and Complex Patterns / Ilaria Bartolini ; Paolo Ciaccia ; Irene Ntoutsi ; Marco Patella ; Yannis Theodoridis
Constructing (Almost) Phylogenetic Trees from Developmental Sequences Data / Ronnie Bathoorn
Learning from Multi-source Data / Élisa Fromont ; Marie-Odile Cordier ; René Quiniou
The Anatomy of SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets / Paolo Ferragina ; Antonio Gullì
COCOA: Compressed Continuity Analysis for Temporal Databases / Kuo-Yu Huang ; Chia-Hui Chang ; Kuo-Zui Lin
Discovering Interpretable Muscle Activation Patterns with the Temporal Data Mining Method / Fabian Mörchen ; Alfred Ultsch ; Olaf Hoos
A Tolerance Rough Set Approach to Clustering Web Search Results / Chi Lang Ngo ; Hung Son Nguyen
Improving the Performance of the RISE Algorithm / Aloísio Carlos de Pina ; Gerson Zaverucha
Mining History of Changes to Web Access Patterns / Qiankun Zhao ; Sourav S. Bhowmick
Demonstration Papers
Visual Mining of Spatial Time Series Data / Gennady Andrienko ; Natalia Andrienko ; Peter Gatalsky
Detecting Driving Awareness / Bruno Apolloni ; Andrea Brega ; Dario Malchiodi ; Cristian Mesiano
An Effective Recommender System for Highly Dynamic and Large Web Sites / Ranieri Baraglia ; Francesco Merlo ; Fabrizio Silvestri
SemanticTalk: Software for Visualizing Brainstorming Sessions and Thematic Concept Trails on Document Collections / Chris Biemann ; Karsten Böhm ; Gerhard Heyer ; Ronny Melz
Orange: From Experimental Machine Learning to Interactive Data Mining / Gregor Leban ; Tomaz Curk
Terrorist Detection System / Yuval Elovici ; Abraham Kandel ; Mark Last ; Bracha Shapira ; Omer Zaafrany ; Moti Schneider ; Menahem Friedman
Experimenting SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets
HIClass: Hyper-interactive Text Classification by Interactive Supervision of Document and Term Labels
Balios - The Engine for Bayesian Logic Programs / Kristian Kersting ; Uwe Dick
SEWeP: A Web Mining System Supporting Semantic Personalization / Stratos Paulakis ; Charalampos Lampos ; Magdalini Eirinaki ; Michalis Vazirgiannis
SPIN! Data Mining System Based on Component Architecture / Alexandr Savinov
Author Index
Invited Papers
Random Matrices in Data Analysis / Dmitris Achlioptas
Data Privacy / Rakesh Agrawal
5.

図書

図書
Takao Terano, Huan Liu, Arbee L.P. Chen (eds.)
出版情報: Berlin : Springer, c2000  xiv, 460 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1805 . Lecture notes in artificial intelligence
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6.

図書

図書
Ning Zhong, Lizhu Zhou, eds
出版情報: Berlin ; Tokyo : Springer, c1999  xv, 533 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1574 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
Invited Talks
KDD as an Enterprise IT Tool: Reality and Agenda / W. Kim
Computer Assisted Discovery of First Principle Equations from Numeric Data / H. Motoda
Emerging KDD Technology
Data Mining: A Rough Set Perspective / Z. Pawlak
Data Mining Techniques for Associations, Clustering and Classification / C. C. Aggarwal ; P. S. Yu
Data Mining: Granular Computing Approach / T. Y. Lin
Rule Extraction from Prediction Models / H. Tsukimoto
Association Rules
Mining Association Rules on Related Numeric Attributes / X. Du ; Z.Liu ; N.Ishii
LGen - A Lattice-Based Candidate Set Generation Algorithm for I/O Efficient Association Rule Mining / C. L. Yip ; K. K. Loo ; B. Kao ; D. W. Cheung ; C. K. Cheng
Extending the Applicability of Association Rules / K. Rajamani ; S. Sung ; A. Cox
An Efficient Approach for Incremental Association Rule Mining / P. S. M. Tsai ; C.-C. Lee ; A. L. P. Chen
Association Rules in Incomplete Databases / M. Kryszkiewicz
Parallel SQL Based Association Rule Mining on Large Scale PC Cluster: Performance Comparison with Directly Coded C Implementation / I. Pramudiono ; T. Shintani ; T. Tamura ; M. Kitsuregawa
H-Rule Mining in Heterogeneous Databases / Y. Yang ; M.Singhal
An Improved Definition of Multidimensional, Inter-transaction Association Rule / A. Zhou ; S. Zhou ; W. Jin ; Z. Tian
Incremental Discovering Association Rules: A Concept Lattice Approach / K. Hu ; Y. Lu ; C. Shi
Feature Selection and Generation
Induction as Pre-processing / X. Wu
Stochastic Attribute Selection Committees with Multiple Boosting: Learning More Accurate and More Stable Classifier Committees / Z. Zheng ; G. I. Webb
On Information-Theoretic Measures of Attribute Importance / Y. Y. Yao ; S. K. M. Wong ; C. J. Butz
A Technique of Dynamic Feature Selection Using the Feature Group Mutual Information / K.-C. Lee
A Data Pre-processing Method Using Association Rules of Attributes for Improving Decision Tree / M. Terabe ; O. Katai ; T. Sawaragi ; T. Washio
Mining in Semi, Un-structured Data
An Algorithm for Constrained Association Rule Mining in Semi-structured Data / L. Singh ; B. Chen ; R. Haight ; P. Scheuermann
Incremental Mining of Schema for Semi-structured Data
Discovering Structure from Document Databases / M.-F.Jiang ; S.-S. Tseng ; C.-J. Tsai
Combining Forecasts from Multiple Textual Data Sources / V. Cho ; B. Wüthrich
Domain Knowledge Extracting in a Chinese Natural Language Interface to Databases: NChiql / X. Meng ; Y. Zhou ; S. Wang
Interestingness, Surprisingness, and Exceptions
Evolutionary Hot Spots Data Mining: An Architecture for Exploring for Interesting Discoveries / G J. Williams
Efficient Search of Reliable Exceptions / H. Liu ; H. Lu ; L. Feng ; F. Hussain
Heuristics for Ranking the Interestingness of Discovered Knowledge / R. J. Hilderman ; H. J. Hamilton
Rough Sets, Fuzzy Logic, and Neural Networks
Automated Discovery of Plausible Rules Based on Rough Sets and Rough Inclusion / S. Tsumoto
Discernibility System in Rough Sets / Z. Liu ; Z. Xie
Automatic Labeling of Self-Organizing Maps: Making a Treasure-Map Reveal Its Secrets / A. Rauber ; D. Merkl
Neural Network Based Classifiers for a Vast Amount of Data / L. Zhang ; B. Zhang
Accuracy Tuning on Combinatorial Neural Model / H. A. Prado ; K. F. Machado ; S. R. Frigeri ; P. M. Engel
A Situated Information Articulation Neural Network: VSF Network / Y. Kakemoto ; S. Nakasuka
Neural Method for Detection of Complex Patterns in Databases / C. Deng ; F. Xiong
Preserve Discovered Linguistic Patterns Valid in Volatility Data Environment / X. Shi ; M.-C.Chan ; D. Li
An Induction Algorithm Based on Fuzzy Logic Programming / D. Shibata ; N. Inuzuka ; S. Kato ; T. Matsui ; H. Itoh
Rule Discovery in Databases with Missing Values Based on Rough Set Model
Sustainability Knowledge Mining from Human Development Database / X. Wang ; R. Wang ; J. Wang
Induction, Classification, and Clustering
Characterization of Default Knowledge in Ripple Down Rules Method / T. Wada ; T. Horiuchi
Improving the Performance of Boosting for Naive Bayesian Classification / K. M. Ting
Convex Hulls in Concept Induction / D. A. Newlands
Mining Classification Knowledge Based on Cloud Models / J. Fan
Robust Clustering of Large Geo-referenced Data Sets / V. Estivill-Castro ; M. E. Houle
A Fast Algorithm for Density-Based Clustering in Large Database / B. Zhou
A Lazy Model-Based Algorithm for On-Line Classification / G. Melli
An Efficient Space-Partitioning Based Algorithm for the K-Means Clustering / K. AlSabti ; S. Ranka ; V. Singh
A Fast Clustering Process for Outliers and Remainder Clusters / C.-M. Su ; M.-F. Jiang ; J. C. S. Chen
Optimising the Distance Metric in the Nearest Neighbour Algorithm on a Real-World Patient Classification Problem / H. He ; S. Hawkins
Classifying Unseen Cases with Many Missing Values / B. T. Low
Study of a Mixed Similarity Measure for Classification and Clustering / T. B. Ho ; N. B.Nguyen ; T. Morita
Visualization
Visually Aided Exploration of Interesting Association Rules / B. Liu ; W. Hsu ; K. Wang ; S. Chen
DVIZ: A System for Visualizing Data Mining / J. Han ; N. Cercone
Causal Model and Graph-Based Methods
A Minimal Causal Model Learner / H. Dai
Efficient Graph-Based Algorithm for Discovering and Maintaining Knowledge in Large Databases / K. L. Lee ; G. Lee
Basket Analysis for Graph Structured Data / A. Inokuchi ; K. Kumasawa ; N. Arai
The Evolution of Causal Models: A Comparison of Bayesian Metrics and Structure Priors / J. R. Neil ; K. B. Korb
KD-FGS: A Knowledge Discovery System from Graph Data Using Formal Graph System / T. Miyahara ; T. Uchida ; T. Kuboyama ; T. Yamamoto ; K. Takahashi ; H. Ueda
Agent-Based, and Distributed Data Mining
Probing Knowledge in Distributed Data Mining / Y. Guo ; J. Sutiwaraphun
Discovery of Equations and the Shared Operational Semantics in Distributed Autonomous Databases / Z. W. Raś ; J. M. Żytkow
The Data-Mining and the Technology of Agents to Fight the Illicit Electronic Messages / A. Zighed ; M. Côté ; N. Troudi
Knowledge Discovery in SportsFinder: An Agent to Extract Sports Results from the Web / L. Sterling ; A. Wyatt
Event Mining with Event Processing Networks / L. Perrochon ; W. Mann ; S. Kasriel ; D. C. Luckham
Advanced Topics and New Methodologies
An Analysis of Quantitative Measures Associated with Rules / N. Zhong
A Strong Relevant Logic Model of Epistemic Processes in Scientific Discovery / J. Cheng
Discovering Conceptual Differences among Different People via Diverse Structures / T. Yoshida ; T. Kondo ; S. Nishida
Ordered Estimation of Missing Values / O. O. Lobo ; M. Numao
Prediction Rule Discovery Based on Dynamic Bias Selection / E. Suzuki ; T. Ohno
Discretization of Continuous Attributes for Learning Classification Rules / A. An
BRRA: A Based Relevant Rectangle Algorithm for Mining Relationships in Databases / S. Ben Yahia ; A. Jaoua
Mining Functional Dependency Rule of Relational Database / X. Tao ; N. Wang ; Y. Hu
Time-Series Prediction with Cloud Models in DMKD / R. Jiang ; H. Chen
Author Index
Invited Talks
KDD as an Enterprise IT Tool: Reality and Agenda / W. Kim
Computer Assisted Discovery of First Principle Equations from Numeric Data / H. Motoda
7.

図書

図書
Jan M. Żytkow, Jan Rauch (eds.)
出版情報: Berlin ; Tokyo : Springer, c1999  xiv, 593 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1704 . Lecture notes in artificial intelligence
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- Time Series / Session 1A:
Scaling up Dynamic Time Warping to Massive Dataset / E.J. Keogh ; M.J. Pazzani
The Haar Wavelet Transform in the Time Series Similarity Paradigm / Z.R. Struzik ; A. Siebes
Rule Discovery in Large Time-Series Medical Databases / S. Tsumoto
- Applications / Session 1B:
Simultaneous Prediction of Multiple Chemical Parameters of River Water Quality with TILDE / H. Blockeel ; S. Džeroski ; J. Grbović
Applying Data Mining Techniques to Wafer Manufacturing / E. Bertino ; B. Catania ; E. Caglio
An Application of Data Mining to the Problem of the University Students' Dropout Using Markov Chains / S. Massa ; P.P. Puliafito
- Taxonomies and Partitions / Session 2A:
Discovering and Visualizing Attribute Associations Using Bayesian Networks and Their Use in KDD / G. Masuda ; R. Yano ; N. Sakamoto ; K. Ushijima
Taxonomy Formation by Approximate Equivalence Relations, Revisited / F.A. El-Mouadib ; J. Koronacki ; J.M. Żytkow
On the Use of Self-Organizing Maps for Clustering and Visualization / A. Flexer
Speeding Up the Search for Optimal Partitions / T. Elomaa ; J. Rousu
- Logic Methods / Session 2B:
Experiments in Meta-level Learning with ILP / L. Todorovski
Boolean Reasoning Scheme with Some Applications in Data Mining / A. Skowron ; H.S. Nguyen
On the Correspondence between Classes of Implicational and Equivalence Quantifiers / J. Ivánek
Querying Inductive Databases via Logic-Based User-Defined Aggregates / F. Giannotti ; G. Manco
- Distributed and Multirelational Databases / Session 3A:
Peculiarity Oriented Multi-database Mining / N. Zhong ; Y.Y. Yao ; S. Ohsuga
Knowledge Discovery in Medical Multi-databases: A Rough Set Approach
Automated Discovery of Rules and Exceptions from Distributed Databases Using Aggregates / R. Páircéir ; S. McClean ; B. Scotney
- Text Mining and Feature Selection / Session 3B:
Text Mining via Information Extraction / R. Feldman ; Y. Aumann ; M. Fresko ; O. Liphstat ; B. Rosenfeld ; Y. Schier
TopCat: Data Mining for Topic Identification in a Text Corpus / C. Clifton ; R. Cooley
Selection and Statistical Validation of Features and Prototypes / M. Sebban ; D.A. Zighed ; S. Di Palma
- Rules and Induction / Session 4A:
Taming Large Rule Models in Rough Set Approaches / T. Ågotnes ; J. Komorowski ; T. Løken
Optimizing Disjunctive Association Rules / D. Zelenko
Contribution of Boosting in Wrapper Models / R. Nock
Experiments on a Representation-Independent "Top-Down and Prune" Induction Scheme / P. Jappy
- Interesting and Unusual / Session 5A:
Heuristic Measures of Interestingness / R.J. Hilderman ; H.J. Hamilton
Enhancing Rule Interestingness for Neuro-fuzzy Systems / T. Wittmann ; J. Ruhland ; M. Eichholz
Unsupervised Profiling for Identifying Superimposed Fraud / U. Murad ; G. Pinkas
OPTICS-OF: Identifying Local Outliers / M.M. Breunig ; H.-P. Kriegel ; R.T. Ng ; J. Sander
Posters
Selective Propositionalization for Relational Learning / É. Alphonse ; C. Rouveirol
Circle Graphs: New Visualization Tools for Text-Mining / Y.B. Yehuda ; D. Landau ; Y. Schler
On the Consistency of Information Filters for Lazy Learning Algorithms / H. Brighton ; C. Mellish
Using Genetic Algorithms to Evolve a Rule Hierarchy / R. Cattral ; F. Oppacher ; D. Deugo
Mining Temporal Features in Association Rules / X. Chen ; I. Petrounias
The Improvement of Response Modeling: Combining Rule-Induction and Case-Based Reasoning / F. Coenen ; G. Swinnen ; K. Vanhoof ; G. Wets
Analyzing an Email Collection Using Formal Concept Analysis / R. Cole ; P. Eklund
Business Focused Evaluation Methods: A Case Study / P. Datta
Combining Data and Knowledge by MaxEnt-Optimization of Probability Distributions / W. Ertel ; M. Schramm
Handling Missing Data in Trees: Surrogate Splits or Statistical Imputation? / A. Feelders
Rough Dependencies as a Particular Case of Correlation: Application to the Calculation of Approximative Reducts / M.C. Fernandez-Baizán ; E. Menasalvas Ruiz ; J.M. Peña Sánchez ; S. Millán ; E. Mesa
A Fuzzy Beam-Search Rule Induction Algorithm / C.S. Fertig ; A.A. Freitas ; L.V.R. Arruda ; C. Kaestner
An Innovative GA-Based Decision Tree Classifier in Large Scale Data Mining / Z. Fu
Extension to C-means Algorithm for the Use of Similarity Functions / J.R. García-Serrano ; J.F. Martínez-Trinidad
Predicting Chemical Carcinogenesis Using Structural Information Only / C.J. Kennedy ; C. Giraud-Carrier ; D.W. Bristol
LA - A Clustering Algorithm with an Automated Selection of Attributes, which Is Invariant to Functional Transformations of Coordinates / M.V. Kiselev ; S.M. Ananyan ; S.B. Arseniev
Association Rule Selection in a Data Mining Environment / M. Klemettinen ; H. Mannila ; A.I. Verkamo
Multi-relational Decision Tree Induction / A.J. Knobbe ; D. van der Wallen
Learning of Simple Conceptual Graphs from Positive and Negative Examples / S.O. Kuznetsov
An Evolutionary Algorithm Using Multivariate Discretization for Decision Rule Induction / W. Kwedlo ; M. Kr&ecedil;towski
ZigZag, a New Clustering Algorithm to Analyze Categorical Variable Cross-Classification Tables / S. Lallich
Efficient Mining of High Confidence Association Rules without Support Thresholds / J. Li ; X. Zhang ; G. Dong ; K. Ramamohanarao ; Q. Sun
A Logical Approach to Fuzzy Data Analysis / C.-J. Liau ; D.-R. Liu
AST: Support for Algorithm Selection with a CBR Approach / G. Lindner ; R. Studer
Efficient Shared Near Neighbours Clustering of Large Metric Data Sets / S. Lodi ; L. Reami ; C. Sartori
Discovery of "Interesting" Data Dependencies from a Workload of SQL Statements / S. Lopes ; J.-M. Petit ; F. Toumani
Learning from Highly Structured Data by Decomposition / R. Mac Kinney-Romero
Combinatorial Approach for Data Binarization / E. Mayoraz ; M. Moreira
Extending Attribute-Oriented Induction as a Key-Preserving Data Mining Method / M.K. Muyeba ; J.A. Keane
Automated Discovery of Polynomials by Inductive Genetic Programming / N. Nikolaev ; H. Iba
Diagnosing Acute Appendicitis with Very Simple Classification Rules / A. Øhrn
Rule Induction in Cascade Model Based on Sum of Squares Decomposition / T. Okada
Maintenance of Discovered Knowledge / M. Pěchouček ; O. Štěpánková ; P. Mikšovský
A Divisive Initialization Method for Clustering Algorithms / C. Pizzuti ; D. Talia ; G. Vonella
A Comparison of Model Selection Procedures for Predicting Turning Points in Financial Time Series / T. Poddig ; K. Ruber
Mining Lemma Disambiguation Rules from Czech Corpora / L. Popelínský ; T. Pavelek
Adding Temporal Semantics to Association Rules / C.P. Rainsford ; J.F. Roddick
Studying the Behavior of Generalized Entropy in Induction Trees Using a M-of-N Concept / R. Rakotomalala
Discovering Rules in Information Trees / Z.W. Ras
Mining Text Archives: Creating Readable Maps to Structure and Describe Document Collections / A. Rauber ; D. Merkl
Neuro-fuzzy Data Mining for Target Group Selection in Retail Banking
Mining Possibilistic Set-Valued Rules by Generating Prime Disjunctions / A.A. Savinov
Towards Discovery of Information Granules / J. Stepaniuk
Classification Algorithms Based on Linear Combinations of Features / D. Śl&ecedil;zak ; J. Wróblewski
Managing Interesting Rules in Sequence Mining / M. Spiliopoulou
Support Vector Machines for Knowledge Discovery / S. Sugaya ; E. Suzuki
Regression by Feature Projections / İ. Uysal ; H.A. Güvenir
Generating Linguistic Fuzzy Rules for Pattern Classification with Genetic Algorithms / N. Xiong ; L. Litz
Tutorials
Data Mining for Robust Business Intelligence Solutions / J. Mrazek
Query Languages for Knowledge Discovery in Databases / J.-F. Boulicaut
The ESPRIT Project CreditMine and Its Relevance for the Internet Market / S. Koühler ; M. Krieger
Logics and Statistics for Association Rules and Beyond / P. Hájek ; J. Rauch
Data Mining for the Web
Relational Learning and Inductive Logic Programming Made Easy / L. De Raedt
Author Index
- Time Series / Session 1A:
Scaling up Dynamic Time Warping to Massive Dataset / E.J. Keogh ; M.J. Pazzani
The Haar Wavelet Transform in the Time Series Similarity Paradigm / Z.R. Struzik ; A. Siebes
8.

図書

図書
Ning Zhong, Andrzej Skowron, Setsuo Ohsuga (eds.)
出版情報: Berlin ; Tokyo : Springer, c1999  xiv, 558 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1711 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
Invited Talks
Decision Rules, Bayes' Rule and Rough Sets / Z. Pawlak
A New Direction in System Analysis: From Computation with Measurements to Computation with Perceptions / L. A. Zadeh
On Text Mining Techniques for Personalization / C. C. Aggarwal ; P. S. Yu
A Road to Discovery Science / S. Arikawa
Rough Computing: Foundations and Applications
Calculi of Granules Based on Rough Set Theory: Approximate Distributed Synthesis and Granular Semantics for Computing with Words / L. Polkowski ; A. Skowron
Discovery of Rules about Complications / S. Tsumoto
Rough Genetic Algorithms / P. Lingras ; C. Davies
Classifying Faults in High Voltage Power Systems: A Rough-Fuzzy Neural Computational Approach / L. Han ; J. F. Peters ; S. Ramanna ; R. Zhai
Rough Set Theory and Its Applications
Toward Spatial Reasoning in the Framework of Rough Mereology
An Algorithm for Finding Equivalence Relations from Tables with Non-deterministic Information / H. Sakai ; A. Okuma
On the Extension of Rough Sets under Incomplete Information / J. Stefanowski ; A. Tsoukias
On Rough Relations: An Alternative Formulation / Y. Y. Yao ; T. Wang
Formal Rough Concept Analysis / J. Saquer ; J. S. Deogun
Noise Reduction in Telecommunication Channels Using Rough Sets and Neural Networks / R. Krolikowski ; A. Czyzewski
Rough Set Analysis of Electrostimilation Test Database for the Prediction of Post-Operative Profits in Cochlear Implanted Patients / H. Skarzynski ; B. Kostek
A Rough Set-Based Approach to Text Classification / A. Chouchoulas ; Q. Shen
Modular Rough Fuzzy MLP: Evolutionary Design / P. Mitra ; S. Mitra ; S. K. Pal
Approximate Reducts and Association Rules: Correspondence and Complexity Results / H. S. Nguyen ; D. Slezak
Handling Missing Values in Rough Set Analysis of Multi-Attribute and Multi-Criteria Decision Problems / S. Greco ; B. Matarazzo ; R. Slowinski
The Generic Rough Set Inductive Logic Programming Model and Motifs in Strings / A. Siromoney ; K. Inoue
Rough Problem Settings for Inductive Logic Programming / C. Liu ; N. Zhong
Using Rough Sets with Heuristics to Feature Selection / J. Z. Dong ; S. Ohsuga
The Discretization of Continuous Attributes Based on Compatibility Rough Set and Genetic Algorithm / L. Sun ; W. Gao
Fuzzy Set Theory and Its Applications
Level Cut Conditioning Approach to the Necessity Measure Specification / M. Inuiguchi ; T. Tanino
Four c-regression Methods and Classification Functions / S. Miyamoto ; K. Umayahara ; T. Nemoto
Context-Free Fuzzy Sets in Data Mining Context / T. Y. Lin
Applying Fuzzy Hypothesis Testing to Medical Data / M. Last ; A. Schenker ; A. Kandel
Generating A Macroeconomic Fuzzy Forecasting System Using Evolutionary Search / R. Veliev ; A. Rubinov ; A. Stranieri
Fuzzy Control of Nonlinear Systems Using Nonlinearized Parameterization / H. Han ; H. Kawabata
Control of Chaotic Systems Using Fuzzy Model-Based Regulators / K. Watanabe ; L. Udawatta ; K. Kiguchi ; K. Izumi
Fuzzy Behavior-Based Control for the Obstacle Avoidance of Multi-Link Manipulators / P. Dassanayake
Fuzzy Future Value and Annual Cash Flow Analyses / N. Cetin ; C. Kahraman
Semi-Linear Equation with Fuzzy Parameters / S. Melliani
Non-Classical Logic and Approximate Reasoning
First Order Rough Logic-Revisited / Q. Liu
A Generalized Decision Logic in Interval-set-valued Information Tables
Many-Valued Dynamic Logic for Qualitative Decision Theory / C. J. Liau
Incorporating Fuzzy Set Theory and Matrix Logic in Multi-Layer Logic / H. Yamauchi
Fuzzy Logic as Interfacing Media for Constraint Propagation Based on Theories of Chu Space and Information Flow / K. Sato ; T. Horiuchi ; T. Hiraoka ; H. Kawakami ; O. Katai
Pattern Reasoning: A New Solution for Knowledge Acquisition Problem / H. Tsukimoto
Probabilistic Inference and Bayesian Theorem Based on Logical Implication / Y. Yamauchi ; M. Mukaidono
Reasoning with Neural Logic Networks / R. Yasdi
The Resolution for Rough Propositional Logic with Lower (L) and Upper (H) Approximate Operators
Information Granulation and Granular Computing
Information Granules in Distributed Environment / J. Stepaniuk
Evolving Granules for Classification for Discovering Difference in the Usage of Words / T. Yoshida ; T. Kondo ; S. Nishida
Interval Evaluation by AHP with Rough Sets Concept / K. Sugihara ; Y. Maeda ; H. Tanaka
Interval Density Functions in Conflict Analysis / K. Senoo
Incorporating Personal Databases by Granular Computing / Y. Kakemoto
Data Mining and Knowledge Discovery
Knowledge-Driven Discovery of Operational Definitions / J. M. Żytkow
A Closest Fit Approach to Missing Attribute Values in Preterm Birth Data / J. W. Grzymala-Busse ; W. J. Grzymala-Busse ; L. K. Goodwin
Visualizing Discovered Rule Sets with Visual Graphs Based on Compressed Entropy Density / E. Suzuki ; H. Ishihara
A Distance-Based Clustering and Selection of Association Rules on Numeric Attributes / X. Du ; S. Suzuki ; N. Ishii
Knowledge Discovery for Protein Tertiary Substructures / C. K. Chen ; D. Y. Y. Yun
Integrating Classification and Association Rule Mining: A Concept Lattice Framework / K. Hu ; Y. Lu ; L. Zhou ; C. Shi
Using Rough Genetic and Kohonen's Neural Network for Conceptual Cluster Discovery in Data Mining / H. Kiem ; D. Phuc
Towards Automated Optimal Equity Portfolios Discovery in A Knowledge Sharing Financial Data Warehouse / Y. C. Lu ; H. Cheng
Rule-Evolver: An Evolutionary Approach for Data Mining / C. Lopes ; M. Pacheco ; M. Vellasco ; E. Passos
Machine Learning
Decision Making with Probabilistic Decision Tables / W. Ziarko
The Iterated Version Space Learning / J. J. Zhang ; N. Cercone
An Empirical Study on Rule Quality Measures / A. An
Rules as Attributes in Classifier Construction / M. S. Szczuka
An Algorithm to Find the Optimized Network Structure in An Incremental Learning / J. C. Lee ; W. D. Lee ; M. S. Han
Patterns in Numerical Data: Practical Approximations to Kolmogorov Complexity
Performance Prediction for Classification Systems / F. Sun
Intelligent Agents and Systems
Flexible Optimization and Evolution of Underwater Autonomous Agents / E. Eberbach ; R. Brooks ; S. Phoha
Ontology-Based Multi-Agent Model of An Information Security System / V. I. Gorodetski ; L. J. Popyack ; I. V. Kotenko ; V. A. Skormin
Optimal Multi-Scale Time Series Decomposition for Financial Forecasting Using Wavelet Thresholding Techniques / T. Shin ; I. Han
Computerized Spelling Recognition of Words Expressed in the Sound Approach / M. Higgins
An Adaptive Handwriting Recognition System / G. Qian
Author Index
Invited Talks
Decision Rules, Bayes' Rule and Rough Sets / Z. Pawlak
A New Direction in System Analysis: From Computation with Measurements to Computation with Perceptions / L. A. Zadeh
9.

図書

図書
Xindong Wu, Ramamohanarao Kotagiri, Kevin B. Korb, (eds.)
出版情報: Berlin ; New York : Springer, c1998  xvi, 424 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1394 . Lecture notes in artificial intelligence
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10.

図書

図書
Jan M. Żytkow, Mohamed Quafafou (eds.)
出版情報: Berlin : Springer, c1998  xi, 482 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1510 . Lecture notes in artificial intelligence
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