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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
所蔵情報: loading…
目次情報: 続きを見る
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
所蔵情報: loading…
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
European Web Mining Forum, Markus Ackermann, Takeo Kanade, Bettina Berendt, Marko Grobelnik, Andreas Hotho, Dunja Mladenic, Giovanni Semeraro, Maarten van Someren, Myra Spiliopoulou, Gerd Stumme, Vojtech Svatek
出版情報: SpringerLink Books - AutoHoldings , Springer Berlin Heidelberg, 2006
所蔵情報: loading…
4.

電子ブック

EB
Wray Buntine, Marko Grobelnik, Takeo Kanade, Dunja Mladenic, John Shawe-Taylor
出版情報: SpringerLink Books - AutoHoldings , Springer Berlin Heidelberg, 2009
所蔵情報: loading…
目次情報: 続きを見る
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
5.

電子ブック

EB
Wray Buntine, Marko Grobelnik, Takeo Kanade, Dunja Mladenic, John Shawe-Taylor
出版情報: SpringerLink Books - AutoHoldings , Springer Berlin Heidelberg, 2009
所蔵情報: loading…
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
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