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1.

電子ブック

EB
Wray Buntine, Marko Grobelnik, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2009
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Regular Papers
Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines / Sangkyun Lee ; Stephen J. Wright
A Convex Method for Locating Regions of Interest with Multi-instance Learning / Yu-Feng Li ; James T. Kwok ; Ivor W. Tsang ; Zhi-Hua Zhou
Active Learning for Reward Estimation in Inverse Reinforcement Learning / Manuel Lopes ; Francisco Melo ; Luis Montesano
Simulated Iterative Classification a New Learning Procedure for Graph Labeling / Francis Maes ; Stéphane Peters ; Ludovic Denoyer ; Patrick Gallinari
Graph-Based Discrete Differential Geometry for Critical Instance Filtering / Elena Marchiori
Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams / Mohammad M. Masud ; Jing Gao ; Latifur Khan ; Jiawei Han ; Bhavani Thuraisingham
Neural Networks for State Evaluation in General Game Playing / Daniel Michulke ; Michael Thielscher
Learning to Disambiguate Search Queries from Short Sessions / Lilyana Mihalkova ; Raymond Mooney
Dynamic Factor Graphs for Time Series Modeling / Piotr Mirowski ; Yann LeCun
On Feature Selection, Bias-Variance, and Bagging / M. Arthur Munson ; Rich Caruana
Efficient Pruning Schemes for Distance-Based Outlier Detection / Nguyen Hoang Vu ; Vivekanand Gopalkrishnan
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval / Laurence A.F. Park ; Kotagiri Ramamohanarao
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification / Sang-Hyeun Park ; Johannes Fiirnkranz
The Model of Most Informative Patterns and Its Application to Knowledge Extraction from Graph Databases / Frédéric Pennerath ; Amedeo Napoli
On Discriminative Parameter Learning of Bayesian Network Classifiers / Franz Pernkopf ; Michael Wohlmayr
Mining Spatial Co-location Patterns with Dynamic Neighborhood Constraint / Feng Qian ; Qinming He ; Jiangfeng He
Classifier Chains for Multi-label Classification / Jesse Read ; Bernhard Pfahringer ; Geoff Holmes ; Eibe Frank
Dependency Tree Kernels for Relation Extraction from Natural Language Text / Frank Reichartz ; Hannes Korte ; Gerhard Paass
Statistical Relational Learning with Formal Ontologies / Achim Rettinger ; Matthias Nickles ; Volker Tresp
Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm / Philippe Rolet ; Michèle Sebag ; Olivier Teytaud
Capacity Control for Partially Ordered Feature Sets / Ulrich Rückert
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known / Yingpeng Sang ; Hong Shtn ; Hui Tian
Identifying the Original Contribution of a Document via Language Modeling / Benyah Shaparenko ; Thorsten Joachims
Relaxed Transfer of Different Classes via Spectral Partition / Xiaoxiao Shi ; Wei Fan ; Qiang Yang ; Jiangtao Ren
Mining Databases to Mine Queries Faster / Arno Siebes ; Diyah Puspitaningrum
MACs: Multi-Attribute Co-clusters with High Correlation Information / Kelvin Sim ; Hon Nian Chua ; See-Kiong Ng
Bi-directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor Graphs / Sameer Singh ; Karl Schultz ; Andrew McCallum
Latent Dirichlet Allocation for Automatic Document Categorization / István Bíró ; Jácint Szabó
New Regularized Algorithms for Transductive Learning / Partha Pratim Talukdar ; Koby Crammer
Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement / Songbo Tan ; Gaowei Wu ; Xueqi Cheng
Optimal Online Learning Procedures for Model-Free Policy Evaluation / Tsuyoshi Ueno ; Shin-ichi Maeda ; Motoaki Kawanabe ; Shin Ishii
Kernels for Periodic Time Series Arising in Astronomy / Gabriel Wachman ; Roni Khardon ; Pavlos Protopapas ; Charles R. Alcock
K-Subspace Clustering / Dingding Wang ; Chris Ding ; Tao Li
Latent Dirichlet Bayesian Co-Clustering / Pu Wang ; Carlotta Domeniconi ; Kathryn Blackmond Laskey
Variational Graph Embedding for Globally and Locally Consistent Feature Extraction / Shuang-Hong Yang ; Hongyuan Zha ; S. Kevin Zhou ; Bao-Gang Hu
Protein Identification from Tandem Mass Spectra with Probabilistic Language Modeling / Yiming Yang ; Abhay Harpale ; Subramaniam Ganapathy
Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective / Kun Zhang ; Aapo Hyvärinen
Subspace Regularization: A New Semi-supervised Learning Method / Yan-Ming Zhang ; Xinwen Hou ; Shiming Xiang ; Cheng-Lin Liu
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension / Yu Zhang ; Dit-Yan Yeung
Semi-Supervised Multi-Task Regression / Dit- Yan Yeung
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis / Zhihua Zhang ; Guang Dai ; Michael I. Jordan
Debt Detection in Social Security by Sequence Classification Using Both Positive and Negative Patterns / Yanchang Zhao ; Huaifeng Zhang ; Shanshan Wu ; Jian Pei ; Longbing Cao ; Chengqi Zhang ; Hans Bohlscheid
Learning the Difference between Partially Observable Dynamical Systems / Sami Zhioua ; Doina Precup ; François Laviolette ; Josée Desharnais
Universal Learning over Related Distributions and Adaptive Graph Transduction / Erheng Zhong ; Jing Peng ; Olivier Verscheure
The Feature Importance Ranking Measure / Alexander Zien ; Nicole Krämer ; Sören Sonnenburg ; Gunnar Rätsch
Demo Papers
OTTHO: On the Tip of My THOught / Pierpaolo Basile ; Marco de Gemmis ; Pasquale Lops ; Giovanni Semeraro
Protecting Sensitive Topics in Text Documents with PROTEXTOR / Chad Cumby
Enhanced Web Page Content Visualization with Firefox / Lorand Dali ; Delia Rusu ; Dunja Mladeni?
ClusTR: Exploring Multivariate Cluster Correlations and Topic Trends / Luigi Di Caro ; Alejandro Jaimes
Visual OntoBridge: Semi-automatic Semantic Annotation Software / Miha Grcar ; Dunja Mladenic
Semi-automatic Categorization of Videos on VideoLectures.net / Peter Kese
Discovering Patterns in Flows: A Privacy Preserving Approach with the ACSM Prototype / Stéphanie Jacquemont ; Frangois Jacquenet ; Marc Sebban
Using Temporal Language Models for Document Dating / Nattiya Kanhabua ; Kjetil Nørvåg
Omiotis: A Thesaurus-Based Measure of Text Relatedness / George Tsatsaronis ; Iraklis Varlamis ; Michalis Vazirgiannis
Found in Translation / Marco Turchi ; Ilias Flaounas ; Omar Ali ; Tijl De Bie ; Tristan Snowsill ; Nello C'ristianini
A Community-Based Platform for Machine Learning Experimentation / Joaquin Vanschoren ; Hendrik Blocked
TeleCom Vis: Exploring Temporal Communities in Telecom Networks / Qi Ye ; Bin Wu ; Lijun Suo ; Tian Zhu ; Chao Han ; Bai Wang
Author Index
Regular Papers
Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines / Sangkyun Lee ; Stephen J. Wright
A Convex Method for Locating Regions of Interest with Multi-instance Learning / Yu-Feng Li ; James T. Kwok ; Ivor W. Tsang ; Zhi-Hua Zhou
2.

電子ブック

EB
Wray Buntine, Marko Grobelnik, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2009
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目次情報: 続きを見る
Invited Talk (Abstracts)
Theory-Practice Interplay in Machine Learning - Emerging Theoretical Challenges / Shai Ben-David
Are We Three Yet? / Nello Cristianini
The Growing Semantic Web / Mark Greaves
Privacy in Web Search Query Log Mining / Rosie Jones
Highly Multilingual News Analysis Applications / Ralf Steinberger
Machine Learning Journal Abstracts
Combining Instance-Based Learning and Logistic Regression for Multilabel Classification / Weiwei Cheng ; Eyke Hüllermeier
On Structured Output Training: Hard Cases and an Efficient Alternative / Thomas Gärtner ; Shankar Vembu
Spares Kernel SVMs via Cutting-Plane Training / Thorsten Joachims ; Chun-Nam John Yu
Hybrid Least-Squares Algorithms for Approximate Policy Evaluation / Jeff Johns ; Marek Petrik ; Sridhar Mahadevan
A Self-training Approach to Cost Sensitive Uncertainty Sampling / Alexander Liu ; Goo Jan ; Joydeep Ghosh
Learning Multi-linear Representations of Distributions for Efficient Inference / Dan Roth ; Rajhans Samdani
Cost-Sensitive Learning Based on Bregman Divergences / Raúl Santos-Rodríguez ; Alicia Guerrero-Curieses ; Rocío Alaiz-Rodríguez ; Jesús Cid-Sueiro
Data Mining and Knowledge Discovery Journal Abstracts
RTG: A Recursive Realistic Graph Generator Using Random Typing / Leman Akoglu ; Christos Faloutsos
Taxonomy-Driven Lumping for Sequence Mining / Francesco Bonchi ; Carlos Castillo ; Debora Donato ; Aristides Gionis
On Subgroup Discovery in Numerical Domains / Henrik Grosskreutz ; Stefan Rüping
Harnessing the Strengths of Anytime Algorithms for Constant Data streams / Philipp Kranen ; Thomas Seidl
Identifying the Components / Matthijs van Leeuwen ; Jilles Vreeken ; Arno Siebes
Two-Way Analysis of High-Dimensional Collinear Data / Ilkka Huopaniemi ; Tommi Suvitaival ; Janne Nikkilä ; Matej OreÜič ; Samuel Kaski
A Fast Ensemble Pruning Algorithm Based on Pattern Mining Process / Qiang-Li Zhao ; Yan-Huang Jiang ; Ming Xu
Regular Papers
Evaluation Measures for Multi-class Subgroup Discovery / Tarek Abudawood ; Peter Flach
Empirical Study of Relational Learning Algorithms in the Phase Transition Framework / Erick Alphonse ; Aomar Osmani
Topic Significance Ranking of LDA Generative Models / Loulwah AlSumait ; Daniel Barbará ; James Gentle ; Carlotta Domeniconi
Communication-Efficient Classification in P2P Network / Hock Hee Ang ; Vivekanand Gopalkrishnan ; Wee Keong Ng ; Steven Hoi
A Generalization of Forward-Backward Algorithm / Ai Azuma ; Yuji Matsumoto
Mining Graph Evolution Rules / Michele Berlingerio ; Björn Bringmann
Parallel subspace Sampling for Particle Filtering in Dynamic Bayesian Networks / Eva Besada-Portas ; Sergey M. Plis ; Jesus M. de la Cruz ; Terran Lane
Adaptive XML Tree Classification on Evolving Data Streams / Albert Bifet ; Ricard Gavaldà
A Condensed Representation of Itemsets for Analyzing Their Evolution over Time / Mirko Boettcher ; Martin Spott ; Rudolf Kruse
Non-redundant Subgroup Discovery Using a Closure System / Mario Boley
PLSI: The True Fisher Kernel and beyond: IID Processes, Information Matrix and Model Identification in PLSI / Jean-Cédric Chappelier ; Emmanuel Eckard
Semi-supervised Document Clustering with Simultaneous Text Representation and Categorization / Yanhua Chen ; Lijun Wang ; Ming Dong
One Graph Is Worth a Thousand Logs: Uncovering Hidden Structures in Massive System Event Logs / Michal Aharon ; Gilad Barash ; Ira Cohen ; Eli Mordechai
Conference Mining via Generalized Topic Modeling / Alt Daud ; Juanzi Li ; Lizhu Zhou ; Faqir Muhammad
Within-Network Classification Using Local Structure Similarity / Christian Desrosiers ; George Karypis
Multi-task Feature Selection Using the Multiple Inclusion Criterioz (MIC) / Paramveer S. Dhillon ; Brian Tomasik ; Dean Foster ; Lyle Ungar
Kernel Polytope Faces Pursuit / Tom Diethe ; Zakria Hussain
Soft Margin Trees / Jorge Díez ; Juan José del Coz ; Antonio Bahamonde ; Oscar Luaces
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs / Huyen Do ; Alexandros Kalousis ; Melanie Hilario
Margin and Radius Based Multiple Kernel Learning / Adam Woznica
Inference and Validation of Networks / Mas N. Plaounas ; Marco Turchi ; Tijl De Bie
Binary Decomposition Methods for Multipartite Ranking / Johannes Fürmkranz ; Stijn Vanderlooy
Leveraging Higher Order Dependencies between Features for Text Classification / Murat C. Ganiz ; Nikita I. Lytkin ; William M. Pottenger
Syntactic Structural Kernels for Natural Language Interfaces to Databases / Alessandra Giordani ; Alessandro Moschitti
Active and Semi-supervised Data Domain Description / Nico Görnitz ; Marius Kloft ; Ulf Brefeld
A Matrix Factorization Approach for Integrating Multiple Data Views / Derek Greene ; Pádraig Cunningham
Transductive Classification via Dual Regularization / Quanquan Gu ; Jie Zhou
Stable and Accurate Feature Selection / Gokhan Gulgezen ; Zehra Cataltepe ; Lei Yu
Efficient Sample Reuse in EM-Based Policy Search / Hirotaka Hachiya ; Jan Peters ; Masashi Sugiyama
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints / Huseyin Hakkoymaz ; Georgios Chatzimilioudis ; Dimitrios Gunopulos ; Heikki Mannila
An l1 Regularization Framework for Optimal Rule Combination / Yanjun Han ; Jue Wang
A Generic Approach to Topic Models / Gregor Heinrich
Feature Selection by Transfer Learning with Linear Regularized Models / Thibault Helleputte ; Pierre Dupont
Integrating Logical Reasoning and Probabilistic Chain Graphs / Arjen Hommersom ; Nivea Ferreira ; Peter J.F. Lucas
Max-Margin Weight Learning for Markov Logic Networks / Tuyen N. Huynh ; Raymond J. Mooney
Parameter-Free Hierarchical Co-clustering by n-Ary Splits / Dino lenco ; Ruggero G. Pensa ; Rosa Meo
Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using Background Texts / Daisuke Ikeda ; Einoshin Suzuki
Minimum Free Energy Principle for Constraint-Based Learning Bayesian Networks / Takashi Isozaki ; Maomi Ueno
Kernel-Based Copula Processes / Sebastian Jaimungal ; Eddie K.H. Ng
Compositional Models for Reinforcement Learning / Nicholas K. Jong ; Peter Stone
Feature Selection for Value Function Approximation Using Bayesian Model Selection / Tobias Jung
Learning Preferences with Hidden Common Cause Relations / Kristian Kersting ; Zhao Xu
Feature Selection for Density Level-Sets / Shinichi Nakajima
Efficient Multi-start Strategies for Local Search Algorithms / Levente Kocsis ; András György
Considering Unseen States as Impossible in Factored Reinforcement Learning / Olga Kozlova ; Olivier Sigaud ; Pierre-Henri Wuillemin ; Christophe Meyer
Relevance Grounding for Planning in Relational Domains / Tobias Lang ; Marc Toussaint
Author Index
Invited Talk (Abstracts)
Theory-Practice Interplay in Machine Learning - Emerging Theoretical Challenges / Shai Ben-David
Are We Three Yet? / Nello Cristianini
3.

電子ブック

EB
Marko Grobelnik, Dunja Mladenić. John Davies, John Davies, John Francis Davies, Marko Grobelnik
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2009
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目次情報: 続きを見る
Introduction to Semantic Knowledge Management / John Davies ; Marko Grobelnik ; Dunja Mladenic1:
Ontology Management / Stephan Bloehdorn ; Peter Haase ; Zhisheng Huang ; York Sure ; Johanna Volker ; Frank van Harmelen ; Rudi Studer2:
Knowledge Discovery for Semantic Web / Blaz Fortuna ; Miha Grcar3:
Human Language Technologies / Kalina Bontcheva ; Brian Davis ; Adam Funk ; Yaoyong Li ; Ting Wang4:
Onto STUDIO® as a Ontology Engineering Environment / Moritz Weiten5:
Shared Ontology for Knowledge Management / Atanas Kiryakov ; Borislav Popov ; Ilian Kitchukov ; Krasimir Angelov6:
Semantically Enhanced Search and Browse / Alistair Duke ; Jorg Heizmann7:
Semantic Web for Knowledge Sharing / Nicholas J. Kings8:
Natural Language Generation from Ontologies / 9:
Ontology Generation from Social Networks / 10:
Capturing Document Semantics for Ontology Generation and Document Summarization / David Baxter ; Bryan Klimt ; David Schneider ; Michael Witbrock11:
Visualization of Temporal Semantic Spaces / 12:
Semantic Media Wiki / Denny Vrandecic ; Markus Krotzsch13:
Deploying and Evaluating Semantic Technologies in a Digital Library / Ian Thurlow ; Paul Warren14:
Semantic Technology for Professional Judicial Knowledge / Pompeu Casanovas ; Nuria Casellas ; Joan-Josep Vallbe ; Marta Poblet ; Jesus Contreras ; Mercedes Blazquez ; V. Richard Benjamins15:
Semantic Web for Knowledge Reuse in Business Processes / Jasmin Franz ; Ralph Traphoner16:
User Quality and Business Benefit of Semantic Knowledge Management Applications / Tom Bosser ; Elke-Maria Melchior17:
Challenges of Semantic Knowledge Management / 18:
Index
Introduction to Semantic Knowledge Management / John Davies ; Marko Grobelnik ; Dunja Mladenic1:
Ontology Management / Stephan Bloehdorn ; Peter Haase ; Zhisheng Huang ; York Sure ; Johanna Volker ; Frank van Harmelen ; Rudi Studer2:
Knowledge Discovery for Semantic Web / Blaz Fortuna ; Miha Grcar3:
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