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1.

図書

図書
Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson (eds.)
出版情報: Berlin ; Tokyo : Springer, c2002  viii, 229 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2321 . Lecture notes in artificial intelligence
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Theory / I:
Biasing Exploration in an Anticipatory Learning Classifier System / Martin V. Butz
An Incremental Multiplexer Problem and Its Uses in Classifier System
Research / Lawrence Davis ; Chunsheng Fu ; Stewart W. Wilson
A Minimal Model of Communication for a Multi-agent Classifier System / Gilles Enée ; Cathy Escazut
A Representation for Accuracy-Based Assessment of Classifier System
Prediction Performance / John H. Holmes
A Self-Adaptive XCS / Jacob Hurst ; Larry Bull
Two Views of Classifier Systems / Tim Kovacs
Social Simulation Using a Multi-agent Model Based on Classifier Systems: The Emergence of Vacillating Behaviour in the "El Farol" Bar Problem / Luis Miramontes Hercog ; Terence C. Fogarty
Applications / II:
XCS and GALE: A Comparative Study of Two Learning Classifier Systems on Data Mining / Ester Bernadó ; Xavier Llora ; Josep M. Garrell
A Preliminary Investigation of Modified XCS as a Generic Data Mining Tool / Phillip William Dixon ; David W. Corne ; Martin John Oates
Explorations in LCS Models of Stock Trading / Sonia Schulenburg ; Peter Ross
On-Line Approach for Loss Reduction in Electric Power Distribution Networks Using Learning Classifier Systems / Patrícia Amancio Vargas ; Christiano Lyra Filho ; Fernando J. Von Zuben
Compact Rulesets from XCSI
Appendix / III:
An Algorithmic Description of ACS2 / Wolfgang Stolzmann
Author Index
Theory / I:
Biasing Exploration in an Anticipatory Learning Classifier System / Martin V. Butz
An Incremental Multiplexer Problem and Its Uses in Classifier System
2.

図書

図書
Fabio Roli, Josef Kittler (eds.)
出版情報: Berlin : Springer, c2002  xi, 335 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2364
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3.

図書

図書
Tapio Elomaa, Heikki Mannila, Hannu Toivonen (eds.)
出版情報: Berlin ; Tokyo : Springer, c2002  xiii, 532 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2430 . Lecture notes in artificial intelligence
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Contributed Papers
Convergent Gradient Ascent in General-Sum Games / Bikramjit Banerjee ; Jing Peng
Revising Engineering Models: Combining Computational Discovery with Knowledge / Stephen D. Bay ; Daniel G. Shapiro ; Pat Langley
Variational Extensions to EM and Multinomial PCA / Wray Buntine
Learning and Inference for Clause Identification / Xavier Carreras ; Lluís Marquez ; Vasin Punyakanok ; Dan Roth
An Empirical Study of Encoding Schemes and Search Strategies in Discovering Causal Networks / Honghua Dai ; Gang Li ; Yiqing Tu
Variance Optimized Bagging / Philip Derbeko ; Ran El-Yaniv ; Ron Meir
How to Make AdaBoost.M1 Work for Weak Base Classifiers by Changing Only One Line of the Code / Gunther Eibl ; Karl Peter Pfeiffer
Sparse Online Greedy Support Vector Regression / Yaakov Engel ; Shie Mannor
Pairwise Classification as an Ensemble Technique / Johannes Furnkranz
RIONA: A Classifier Combining Rule Induction and k-NN Method with Automated Selection of Optimal Neighbourhood / Grzegorz Gora ; Arkadiusz Wojna
Using Hard Classifiers to Estimate Conditional Class Probabilities / Ole Martin Halck
Evidence that Incremental Delta-Bar-Delta Is an Attribute-Efficient Linear Learner / Harlan D. Harris
Scaling Boosting by Margin-Based Inclusion of Features and Relations / Susanne Hoche ; Stefan Wrobel
Multiclass Alternating Decision Trees / Geoffrey Holmes ; Bernhard Pfahringer ; Richard Kirkby ; Eibe Frank ; Mark Hall
Possibilistic Induction in Decision-Tree Learning / Eyke Hullermeier
Improved Smoothing for Probabilistic Suffix Trees Seen as Variable Order Markov Chains / Christopher Kermorvant ; Pierre Dupont
Collaborative Learning of Term-Based Concepts for Automatic Query Expansion / Stefan Klink ; Armin Hust ; Markus Junker ; Andreas Dengel
Learning to Play a Highly Complex Game from Human Expert Games / Tony Krakenes
Reliable Classifications with Machine Learning / Matjaz Kukar ; Igor Kononenko
Robustness Analyses of Instance-Based Collaborative Recommendation
Nicholas Kushmerick iBoost: Boosting Using an instance-Based Exponential Weighting Scheme / Stephen Kwek ; Chau Nguyen
Towards a Simple Clustering Criterion Based on Minimum Length Encoding / Marcus-Christopher Ludl ; Gerhard Widmer
Class Probability Estimation and Cost-Sensitive Classification Decisions / Dragos D. Margineantu
On-Line Support Vector Machine Regression / Mario Martin
Q-Cut - Dynamic Discovery of Sub-goals in Reinforcement Learning / Ishai Menache ; Nahum Shimkin
A Multistrategy Approach to the Classification of Phases in Business Cycles / Katharina Morik ; Stefan Ruping
A Robust Boosting Algorithm / Richard Nock ; Patrice Lefaucheur
Case Exchange Strategies in Multiagent Learning / Santiago Ontanon ; Enric Plaza
Inductive Confidence Machines for Regression / Harris Papadopoulos ; Kostas Proedrou ; Volodya Vovk ; Alex Gammerman
Macro-Operators in Multirelational Learning: A Search-Space Reduction Technique / Lourdes Pena Castillo
Propagation of Q-values in Tabular TD(?) / Philippe Preux
Transductive Confidence Machines for Pattern Recognition / Ilia Nouretdinov
Characterizing Markov Decision Processes / Bohdana Ratitch ; Doina Precup
Phase Transitions and Stochastic Local Search in k-Term DNF Learning / Ulrich Ruckert ; Stefan Kramer ; Luc De Raedt
Discriminative Clustering: Optimal Contingency Tables by Learning Metrics / Janne Sinkkonen ; Samuel Kaski ; Janne Nikkila
Boosting Density Function Estimators / Franck Thollard ; Marc Sebban ; Philippe Ezequel
Ranking with Predictive Clustering Trees / Ljupco Todorovski ; Hendrik Blockeel ; Saso D eroski
Support Vector Machines for Polycategorical Classification / Ioannis Tsochantaridis ; Thomas Hofmann
Learning Classification with Both Labeled and Unlabeled Data / Jean-Noel Vittaut ; Massih-Reza Amini ; Patrick Gallinari
An Information Geometric Perspective on Active Learning / Chen-Hsiang Yeang
Stacking with an Extended Set of Meta-level Attributes and MLR / Bernard Äenko
Invited Papers
Finding Hidden Factors Using Independent Component Analysis / Erkki Oja
Reasoning with Classifiers
A Kernel Approach for Learning from almost Orthogonal Patterns / Bernhard Schölkopf ; Jason Weston ; Eleazar Eskin ; Christina Leslie ; William Stafford Noble
Learning with Mixture Models: Concepts and Applications / Padhraic Smyth
Author Index
Contributed Papers
Convergent Gradient Ascent in General-Sum Games / Bikramjit Banerjee ; Jing Peng
Revising Engineering Models: Combining Computational Discovery with Knowledge / Stephen D. Bay ; Daniel G. Shapiro ; Pat Langley
4.

図書

図書
Naoki Abe, Roni Khardon, Thomas Zeugmann (eds.)
出版情報: Berlin ; New York : Springer, c2001  xi, 377 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2225 . Lecture notes in artificial intelligence
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EditorsÆ Introduction / N. Abe ; R. Khardon ; T. Zeugmann
Invited Papers
The Discovery Science Project in Japan / S. Arikawa
Queries Revisited / D. Angluin
Robot Baby 2001 / P.R. Cohen ; T. Oates ; N. Adams ; C.R. Beal
Discovering Mechanisms: A Computational Philosophy of Science Perspective / L. Darden
Inventing Discovery Tools: Combining Information Visualization with Data Mining / B. Shneiderman
Complexity of Learning
On Learning Correlated Boolean Functions Using Statistical Queries / K. Yang
A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm / K. Hatano
Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard / J. &Scron;ima
Support Vector Machines
Learning of Boolean Functions Using Support Vector Machines / K. Sadohara
A Random Sampling Technique for Training Support Vector Machines (For Primal-Form Maximal-Margin Classifiers) / J. Balcázar ; Y. Dai ; O. Watanabe
New Learning Models
Learning Coherent Concepts / A. Garg ; D. Roth
Learning Intermediate Concepts / S.S. Kwek
Real-Valued Multiple-Instance Learning with Queries / D.R. Dooly ; S.A. Goldman
Online Learning
Loss Functions, Complexities, and the Legendre Transformation / Y. Kalnishkan ; M.V. Vyugin ; V. Vovk
Non-linear Inequalities between Predictive and Kolmogorov Complexities / V.V. V'yugin
Inductive Inference
Learning by Switching Type of Information / S. Jain ; F. Stephan
Learning How to Separate
Learning Languages in a Union / Y.K. Ng ; T.S. Tay
On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes / S. Zilles
Refutable Inductive Inference
Refutable Language Learning with a Neighbor System / Y. Mukouchi ; M. Sato
Learning Recursive Functions Refutably / E. Kinber ; R. Wiehagen
Refuting Learning Revisited / W. Merkle
Learning Structures and Languages
Efficient Learning of Semi-structured Data from Queries / H. Arimura ; H. Sakamoto
Extending Elementary Formal Systems / S. Lange ; G. Grieser ; K.P. Jantke
Learning Regular Languages Using RFSA / F. Denis ; A. Lemay ; A. Terlutte
Inference of ?-Languages from Prefixes / C. de la Higuera ; J.-C. Janodet
Author Index
EditorsÆ Introduction / N. Abe ; R. Khardon ; T. Zeugmann
Invited Papers
The Discovery Science Project in Japan / S. Arikawa
5.

図書

図書
Alexander Nareyek (ed.)
出版情報: Berlin ; New York : Springer, c2001  vi, 169 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2148 . Lecture notes in artificial intelligence
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Invited Paper
Meta-heuristics: The State of the Art / Stefan Voß
Combinatorial Optimization
Solving the Sports League Scheduling Problem with Tabu Search / Jean-Philippe Hamiez ; Jin-Kao Hao
Lagrange Multipliers for Local Search on Planning Graphs / Alfonso Gerevini ; Ivan Serina
Planning with Resources
Beyond the Plan-Length Criterion / Alexander Nareyek
An Empirical Evaluation of the Effectiveness of Local Search for Replanning / Steve Chien ; Russell Knight ; Gregg Rabideau
Board-Laying Techniques Improve Local Search in Mixed Planning and Scheduling
Empirical Evaluation of Local Search Methods for Adapting Planning Policies in a Stochastic Environment / Barbara Engelhardt
Related Approaches
The GRT Planner: New Results / Ioannis Refanidis ; Ioannis Vlahavas
Incremental Local Search for Planning Problems / Eva Onaindia ; Laura Sebastia ; Eliseo Marzal
Map Drawing Based on a Resource-Constrained Search for a Navigation System / Hironori Hiraishi ; Fumio Mizoguchi
Author Index
Invited Paper
Meta-heuristics: The State of the Art / Stefan Voß
Combinatorial Optimization
6.

図書

図書
Markus Stumptner, Dan Corbett, Mike Brooks (eds.)
出版情報: Berlin : Springer, c2001  xii, 666 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2256 . Lecture notes in artificial intelligence
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Papers
A Memetic Pareto Evolutionary Approach to Artificial Neural Networks / Hussein A. Abbass
Relating Defeasible and Default Logic / Grigoris Antoniou ; David Billington
Resolving Minsky's Paradox: The d-Dimensional Normal Distribution Case / Luis Rueda ; B. John Oommen
Solving Overconstrained Temporal Reasoning Problems / Matthew Beaumont ; Abdul Sattar ; Michael Maher ; John Thornton
How the Level of Interchangeability Embedded in a Finite Constraint Satisfaction Problem Affects the Performance of Search / Amy M. Beckwith ; Berthe Y. Choueiry ; Hui Zou
Towards Learning Naive Physics by Visual Observation: Qualitative Spatial Representations / Paul A. Boxer
Phased Array Sub-beam Optimisation / N. J. Bracken ; R. I. McKay
Generation of Facial Expressions from Emotion Using a Fuzzy Rule-Based System / The Duy Bui ; Dirk Heylen ; Mannes Poel ; Anton Nijholt
An Efficient Form Classification Method Using Partial Matching / Yungcheol Byun ; Sungsoo Yoon ; Yeongwoo Choi ; Gyeonghwan Kim ; Yillbyung Lee
Gradient Descent Style Leveraging of Decision Trees and Stumps for Misclassification Cost Performance / Mike Cameron-Jones
Postdiction problems in Dynamic Logic / Samir Chopra ; Dongmo Zhang
A Method for Reasoning with Ontologies Represented as Conceptual Graphs / Dan Corbett
Selection of Tasks and Delegation of Responsibility in a Multiagent System for Emergent Process Management / John Debenham
State Minimization Re-visited / Norman Foo ; Abhaya Nayak ; Maurice Pagnucco ; Dongmo Zhang153
Decidability of Quantified Propositional Branching Time Logics / Tim French
Improved Techniques for an Iris Recognition System with High Performance / Gyundo Kee ; Kwanyong Lee
An Investigation of an Adaptive Poker Player / Graham Kendall ; Mark Willdig
Acquiring Adaptation Knowledge for CBR with MIKAS / Abdus Salam Khan ; Achim Hoffmann
A Real-Time Region-Based Motion Segmentation and Tracking Using Adaptive Thresholding and K-means Clustering / Jong Bae Kim ; Hye Sun Park ; Min Ho Park ; Hang Joon Kim
Automatic Cell Classification in Human's Peripheral Blood Images Based on Morphological Image Processing / Kyungsu Kim ; Jeonghee Jeon ; Wankyoo Choi ; Pankoo Kim ; Yo-Sung Ho
Formal Concept Analysis for Domain-Specific Document Retrieval Systems / Mihye Kim ; Paul Compton
Learner's Self-Assessment: A Case Study of SVM for Information Retrieval / Adam Kowalczyk ; Bhavani Raskutti
A Semiotic Model of Communication and Its Implications for the Digital City Development / Victor V. Kryssanov ; Masayuki Okabe ; Koh Kakusho ; Michihiko Minoh
Simulations for Comparing Knowledge Acquisition and Machine Learning / Rex Kwok
Application of Genetic Algorithms to the Optimisation of Neural Network Configuration for Stock Market Forecasting / Daniel Hulme ; Shuxiang Xu
Updating Epistemic States / Jerome Lang ; Pierre Marquis ; Mary-Anne Williams
Fast Text Classification Using Sequential Sampling Processes / Michael D. Lee
Agents in a Multi-cultural World: Towards Ontological Reconciliation / Kendall Lister ; Leon Sterling
Logical Foundations for Reasoning about Trust in Secure Digital Communication / Chuchang Liu
Phe-Q : A Pheromone Based Q-Learning / Ndedi Monekosso ; Paolo Remagnino
Specification of Kansei Patterns in an Adaptive Perceptual Space / Tomoko Murakami ; Ryohei Orihara ; Naomichi Sueda
Embodying the JACK Agent Architecture / Emma Norling ; Frank E. Ritter
Towards an Ontology of Part-of / Chris Nowak ; Richard Raban
Actions Made Explicit in BDI / Vineet Padmanabhan ; Guido Governatori
Wrapping Boosters against Noise / Bernhard Pfahringer ; Geoffrey Holmes ; Gabi Schmidberger
Continuous Temporal Models / Mark Reynolds
Language and Commonsense Knowledge / Walid S. Saba
Simulation of Network Security with Collaboration among IDS Models / Hee Suk Seo ; Tae Ho Cho
Programming Spoken Dialogs Using Grammatical Inference / Bradford Starkie
Towards Genetic Programming for Texture Classification / AndySong ; Thomas Loveard ; Vic Ciesielski
Using Design Information to Identify Structural Software Faults / Markus Stumptner
The Application of AI to Automatically Generated Animation / Adam Szarowicz ; Juan Amiguet-Vercher ; Peter Forte ; Jonathon Briggs ; Petros Gelepithis
Planning with Noisy Actions (Preliminary Report) / Michael Thielscher
Getting the Job Done in a Hostile Environment / Steven Versteeg ; Alan Blair 507
Solving the Qualification Problem (In the Presence of the Frame Problem) / Quoc Bao Vo ; Norman Y. Foo
Dialogue Modeling for a Conversational Agent / Peter Wallis ; Helen Mitchard ; Jyotsna Das ; Damian O'Dea
Candidate Elimination Criteria for Lazy Bayesian Rules / GeoffreyI. Webb
Simplifying the Development of Intelligent Agents / Michael Winikoff ; Lin Padgham ; James Harland
An Operational Semantics for a PRS-like Agent Architecture / Wayne Wobcke
A Model for Unconstrained Digit Recognition Based on Hypothesis Testing and Data Reconstruction
Collecting Quality Data for Database Mining / Chengqi Zhang ; Shichao Zhang
Further Pruning for Efficient Association Rule Discovery / Songmao Zhang ; Geoffrey I. Webb
Pattern Discovery in Probabilistic Databases
The Complexity of Logic Program Updates / Yan Zhang
Reasoning with Multimedia Information Using Symbolic Projection / Zili Zhang
Invited Contribution
Confidence Relations as a Basis for Uncertainty Modeling, Plausible Reasoning, and Belief Revision / Didier Dubois
Author Index
Papers
A Memetic Pareto Evolutionary Approach to Artificial Neural Networks / Hussein A. Abbass
Relating Defeasible and Default Logic / Grigoris Antoniou ; David Billington
7.

図書

図書
Josef Kittler, Fabio Roli (eds.)
出版情報: Berlin ; Tokyo : Springer, c2001  xii, 456 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2096
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8.

図書

図書
Petra Perner (ed.)
出版情報: Berlin ; Tokyo : Springer, c2001  xi, 361 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2123 . Lecture notes in artificial intelligence
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Invited Paper
Technology of Text Mining / A. Visa
Evaluation of Clinical Relevance of Clinical Laboratory Investigations by Data Mining / U. Sack ; M. Kamprad
Case-Based Reasoning and Associative Memory
Temporal Abstractions and Case-Based Reasoning for Medical Course Data: Two Prognostic Applications / R. Schmidt ; L. Gierl
Are Case-Based Reasoning and Dissimilarity-Based Classification Two Sides of the Same Coin? / P. Perner
FAM-Based Fuzzy Inference for Detecting Shot Transitions / S.-W. Jang ; G.-Y. Kim ; H.-I. Choi
Rule Induction and Grammars
Rule-Based Ensemble Solutions for Regression / N. Indurkhya ; S. M. Weiss
Learning XML Grammars / H. Fernau
First-Order Rule Induction for the Recognition of Morphological Patterns in Topographic Maps / D. Malerba ; F. Esposito ; A. Lanza ; F.A. Lisi
Clustering and Conceptual Clustering
Concepts Learning with Fuzzy Clustering and Relevance Feedback / B. Bhanu ; A. Dong
LC: A Conceptual Clustering Algorithm / J. F. Martinez-Trinidad ; G. Sanchez-Diaz
Data Mining on Signal, Images, Text and Temporal-Spatial Data
Data Mining Approach Based on Information-Statistical Analysis: Application to Temporal-Spatial Data / B.K. Sy ; A.K. Gupta
A Hybrid Tool for Data Mining in Picture Archiving System / T. Belikova
Feature Selection for a Real-World Learning Task / D. Kollmar ; D.H. Hellmann
Automatic Identification of Diatoms Using Decision Forests / S. Fischer ; H. Bunke
Validation of Text Clustering Based on Document Contents / J. Toivonen ; A.Visa ; T. Vesanen ; B. Back ; H. Vanharanta
Nonlinear Function Learning and Neural Net Based Learning
Statistical and Neural Approaches for Estimating Parameters of a Speckle Model Based on the Nakagami Distribution / M.P. Wachowiak ; R. Smolíkova ; M.G. Milanova ; A.S. Elmaghraby
How to Automate Neural Net Based Learning / R. Linder ; S.J. Poppl
Nonlinear Function Learning and Classification Using Optimal Radial Basis Function Networks / A. Krzy&Zdot above;ak
Learning for Handwriting Recognition
Local Learning Framework for Recognition of Lowercase Handwritten Characters / J.-x. Dong ; C.Y. Suen
Mirror Image Learning for Handwritten Numeral Recognition / M. Shi ; T. Wakabayashi ; W. Ohyama ; F. Kimura
Statistical and Evolutionary Learning
Face Detection by Aggregated Bayesian Network Classifiers / T.V. Pham ; M. Worring ; A.W.M. Smeulders
Towards Self-Exploring Discriminating Features / Y. Wu ; T.S. Huang
PCA-Based Model Selection and Fitting for Linear Manifolds / A. Imiya ; H. Ootani
Statistics of Flow Vectors and Its Application to the Voting Method for the Detection of Flow Fields / K. Iwawaki
On the Use of Pairwise Comparison of Hypotheses in Evolutionary Learning Applied to Learning from Visual Examples / K. Krawiec
Featureless Pattern Recognition in an Imaginary Hilbert Space and Its Application to Protein Fold Classification / V. Mottl ; S. Dvoenko ; O. Seredin ; C. Kulikowski ; I. Muchnik
Content-Based Image Retrieval
Adaptive Query Shifting for Content-Based Image Retrieval / G. Giacinto ; F. Roli ; G. Fumera
Content-Based Similarity Assessment in Multi-segmented Medical Image Data Bases / G. Potamias
Author Index
Invited Paper
Technology of Text Mining / A. Visa
Evaluation of Clinical Relevance of Clinical Laboratory Investigations by Data Mining / U. Sack ; M. Kamprad
9.

図書

図書
Eleni Stroulia, Stan Matwin (eds.)
出版情報: Berlin : Springer, c2001  xii, 366 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2056 . Lecture notes in artificial intelligence
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10.

図書

図書
Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson (eds.)
出版情報: Berlin ; Tokyo : Springer, c2001  viii, 272 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1996 . Lecture notes in artificial intelligence
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