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calendar icon Sep 17, 2007 videos icon 98 videos
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Warsaw 2007

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Warsaw 2007

The 18th European Conference on Machine Learning (ECML) and the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) were co-located in Warsaw, Poland, from September 17th to 21st, 2007.

The ECML/PKDD conference series intends to provide an international forum for the discussion of the latest high quality research results and is the major European scientific event in the field. The combined event comprised of presentations of contributed papers and invited talks, a wide program of workshops and tutorials, discovery challenge and industrial track.

Invited talks

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01:09:45

Putting Things in Order: On the Fundamental Role of Ranking in Classification an...

Peter A. Flach

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55:45

Mining Queries

Ricardo Baeza-Yates

calendar icon Jan 28, 2008 8288 views

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01:04:57

Learning, Information Extraction and the Web

Tom Mitchell

calendar icon Jan 28, 2008 10794 views

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01:06:04

Adventures in Personalized Information Access

Barry Smyth

calendar icon Jan 30, 2008 3661 views

Award Session

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20:56

Bridged Refinement for Transfer Learning

Dikan Xing

calendar icon Jan 28, 2008 4665 views

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32:06

Efficient AUC Optimization for classification

Toon Calders

calendar icon Jan 30, 2008 4061 views

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25:43

Additive Groves of Regression Trees

Daria Sorokina

calendar icon Jan 28, 2008 5457 views

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32:18

Efficient AUC Optimization for Classification

Szymon Jaroszewicz

calendar icon Jan 28, 2008 3034 views

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22:07

Probabilistic Explanation Based Learning

Angelika Kimmig

calendar icon Jan 28, 2008 3661 views

Structure Learning

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38:48

Efficient Computation of Recursive Principal Component Analysis

Alessandro Sperduti

calendar icon Jan 28, 2008 5205 views

Draft
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24:57

Structure Learning of Probabilistic Relational Models from Incomplete

Xiao-Lin Li

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Text Mining

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25:29

Learning to Classify Documents with Only a Small Positive Training Set

Xiao-Li Li

calendar icon Jan 28, 2008 3506 views

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17:42

Classification of Web Documents Using a Graph-Based Model

Andrzej Dominik

calendar icon Jan 28, 2008 3320 views

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21:11

Using the Web to Reduce Data Sparseness in Pattern-based Information

calendar icon Jan 28, 2008 3997 views

Text Mining/Unlabeled Data

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24:28

Site-Independent Template-Block Detection

Aleksander Kołcz

calendar icon Jan 28, 2008 3264 views

Social Networks/Bayesian Networks

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20:01

Bayesian Substructure Learning - Approximate Learning of Very Large Network Stru...

Andreas Nägele

calendar icon Jan 30, 2008 3379 views

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18:27

An Algorithm to find OverlappingCommunity Structure in Networks

Steve Gregory

calendar icon Jan 30, 2008 5305 views

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20:31

Shrinkage Estimator for Bayesian Network Parametrs

John Burge

calendar icon Jan 30, 2008 4929 views

Clustering

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25:11

Clustering Trees with Instance Level Constraints

Jan Struyf

calendar icon Jan 29, 2008 3390 views

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24:26

Context-specific Independence Mixture Modelling for Protein Families

Benjamin Georgi

calendar icon Jan 29, 2008 3273 views

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20:43

A Prediction-based Visual Approach for Cluster Exploration and Cluster Valadatio...

Ke-Bing Zhang

calendar icon Jan 29, 2008 4076 views

Dimensionality Reduction

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22:26

Stability based Sparse LSI/PCA: Incorporating Feature Selection in LSI and PCA

Dimitrios Mavroeidis

calendar icon Feb 4, 2008 3212 views

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26:21

Fast optimization for L1 Regularization: Evaluation and Two New Approaches

Romer Rosales

calendar icon Jan 30, 2008 4795 views

Dimensionality Reduction/Reinforcement Learning

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28:18

Learning an Outlier-Robust Kalman Filter

Jo-Anne Ting

calendar icon Jan 29, 2008 12941 views

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01:04:31

Nonparametric Relational Learning with Applications to Decision Support and Bioi...

Volker Tresp

calendar icon Jan 28, 2008 3465 views

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16:59

Privacy Preserving Market Basket Data Analysis

Xintao Wu

calendar icon Jan 30, 2008 3448 views

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22:18

Efficient Continuos-Time Reinforcement Learning with Adaptive State Graphs

Gerhard Neumann

calendar icon Jan 30, 2008 3383 views

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03:28

Efficient Secure Query Processing in XML Data Stream

Dong-Chan An

calendar icon Jan 29, 2008 3591 views

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07:36

Enhanced Anytime Algorithm for Induction of Oblivious Decision Trees

Albina Saveliev

calendar icon Jan 29, 2008 4465 views

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12:37

S-means: similarity driven clustering and its application in gravitational-wave ...

Lappoon R. Tang

calendar icon Jan 29, 2008 4701 views

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02:29

Uncovering Fraud in Direct Marketing Data with a Fraud Auditing Case Builder

Fletcher Lu

calendar icon Feb 6, 2008 3429 views

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10:55

PQStream: a data stream architecture for electrical power quality

Tolga Inan

calendar icon Jan 29, 2008 4247 views

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03:33

Automatic Hidden Web Database Classification

Zhiguo Gong

calendar icon Feb 6, 2008 3142 views

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19:54

Towards data mining without Information on Knowledge Structure

Alexandre Vautier

calendar icon Jan 30, 2008 3122 views

Draft
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02:51

Visual Exploration of Genomic Data

Michail Vlachos

calendar icon Feb 6, 2008 483 views

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03:32

Realistic Synthetic Data for Testing Association Rule Mining Algorithms for Mark...

Michael Zito

calendar icon Feb 6, 2008 5087 views

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24:19

Random k-Labelsets: An Ensemble Method for Multilabel Classification

Grigorios Tsoumakas

calendar icon Jan 29, 2008 5882 views

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01:58

Utility-Based Regression

Luis Torgo

calendar icon Feb 6, 2008 4118 views

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10:24

A Model for Quality Guaranteed Resource-Aware Stream Mining

Mohamed Medhat Gaber

calendar icon Jan 29, 2008 3456 views

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01:36

Robust Visual Mining of Data with Error Information

Jianyong Sun

calendar icon Feb 6, 2008 5191 views

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03:02

Dynamic Bayesian Networks for Real-Time Classification of Seismic Signals

Carsten Riggelsen

calendar icon Feb 6, 2008 4355 views

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22:02

Classification in Very High Dimensional Problems with Handfuls of Examples

Mark Palatucci

calendar icon Jan 30, 2008 3675 views

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17:35

Separating Precision and Mean in Dirichlet-enhanced High-order Markov Models

Rikiya Takahashi

calendar icon Jan 29, 2008 4008 views

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02:16

Expectation Propagation for Rating Players in Sports Competitions

Adriana Birlutiu

calendar icon Jan 28, 2008 4243 views

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08:47

France Telecom RD Submissions

Tanguy Urvoy

calendar icon Jan 28, 2008 3132 views

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41:21

Beyond String Search: Fast and Accurate Retrieval of Entities and Dependencies

Hugo Zaragoza

calendar icon Jan 28, 2008 5328 views

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02:46

Multilevel Conditional Fuzzy C-Means Clustering of XML Documents

Michal Kozielski

calendar icon Feb 6, 2008 3953 views

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14:57

Learning to Detect Adverse…

Tomaš Šingliar

calendar icon Jan 30, 2008 3092 views

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44:57

Fighting Spam under Attack: Some Notes from the Field

Aleksander Kołcz

calendar icon Jan 28, 2008 3485 views

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01:48

The Most Reliable Subgraph Problem

Petteri Hintsanen

calendar icon Feb 6, 2008 2934 views

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01:00:32

Plenary session-ECML poster highlights

Stan Matwin

calendar icon Feb 4, 2008 4356 views

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02:32

Multi-label Lazy Associative Classification

Wagner Meira Jr.

calendar icon Feb 6, 2008 3182 views

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21:26

Efficient Weight Learning for Markov Logic Networks

Daniel Lowd

calendar icon Jan 29, 2008 5060 views

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01:54

Tag Recommendations in Folksonomies

Leandro Balby Marinho

calendar icon Feb 6, 2008 3162 views

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15:36

Constraint Selection by Committee: An Ensemble Approach to Identifying Informati...

Derek Greene

calendar icon Jan 29, 2008 3345 views

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21:24

Learning Partially Observable Markov Model from First Passage Times

Jerome Callut

calendar icon Jan 29, 2008 3233 views

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02:16

Polyp Detection in Endoscopic Video using SVMs

Luís A. Alexandre

calendar icon Jan 28, 2008 3976 views

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01:45

Flexible Grid-Based Clustering

Marc-Ismaël Akodjènou-Jeannin

calendar icon Jan 28, 2008 3202 views

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24:21

Learning novel concepts: beyond one-class

João Gama

calendar icon Jan 29, 2008 3245 views

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20:56

Approximating Gaussian Processes with H2-matrices

Jochen Garcke

calendar icon Jan 29, 2008 3191 views

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18:30

Generating Social Network Features for Link-based Classification

Jun Karamon

calendar icon Jan 30, 2008 4215 views

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17:43

Diskriminative Sequence Labeling by Z-score Optimization

Elisa Ricci

calendar icon Jan 29, 2008 4622 views

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08:10

Quasi-Incremental Bayesian Classifier

Estevam R. Hruschka

calendar icon Jan 29, 2008 3194 views

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26:18

Seeing the Forest through the Trees: Learning a Comprehensible Model from an Ens...

Anneleen Van Assche

calendar icon Jan 29, 2008 3400 views

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11:35

An architecture for context-aware adaptive data stream mining

Mohamed Medhat Gaber

calendar icon Jan 29, 2008 5549 views

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03:13

A Method for Multi-relational Classification Using Single and Multi-feature Aggr...

Richard Frank

calendar icon Feb 6, 2008 3415 views

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03:10

MINI: Mining Informative Non-redundant Itemsets

Tijl De Bie

calendar icon Feb 6, 2008 4253 views

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03:16

Matching Partitions over Time to Reliably Capture Local Clusters in Noisy Domain...

Frank Hoppner

calendar icon Feb 6, 2008 3946 views

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22:55

A Gaphical Model for Content Based Image Suggestion and Feature Selection

Sabri Boutemedjet

calendar icon Jan 30, 2008 3840 views

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03:28

Learning Multi-Dimensional Functions: Gas Turbine Engine Modeling

Chris Drummond

calendar icon Feb 6, 2008 4010 views

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22:36

Speeding up Feature Subset Selection through Mutual Information Relevance Filter...

Gert Van Dijck

calendar icon Jan 30, 2008 3502 views

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02:50

Efficient Closed Pattern Mining in Strongly Accessible Set Systems

Mario Boley

calendar icon Jan 28, 2008 3129 views

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14:09

Resource -aware distributed online data mining for wireless sensor networks

Mohamed Medhat Gaber

calendar icon Jan 29, 2008 5205 views

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03:14

Discovering Emerging Patterns in Spatial Databases: a Multi-Relational Approach

Michelangelo Ceci

calendar icon Jan 28, 2008 3506 views

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11:26

A Semi-fuzzy approach for online divisive-agglomerative clustering

Pedro Pereira Rodrigues

calendar icon Jan 29, 2008 4732 views

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01:55

Privacy Preserved

Zutao Zhu

calendar icon Feb 7, 2008 3376 views

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12:24

Web Spam Challenge 2007 Track II - Secure Computing Corporation Research

Sven Krasser

calendar icon Jan 28, 2008 5727 views

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04:42

Association Mining in Large Databases: A Re-examination of Its Measures

Jiawei Han

calendar icon Feb 6, 2008 4786 views

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27:57

Spectral Clustering and Embedding with Hidden Markov Models

Tony Jebara

calendar icon Jan 29, 2008 7177 views

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02:17

Automatic Categorization of Human-Coded and Evolved CoreWar Warriors

Nenad Tomašev

calendar icon Feb 6, 2008 3032 views

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02:43

Real Time GPU-Based Fuzzy ART Skin Recognition

Mario Martinez-Zarzuela

calendar icon Feb 6, 2008 6583 views

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01:57

Pre-processing Large Spatial Data Sets with Bayesian Methods

Marko Salmenkivi

calendar icon Feb 7, 2008 3183 views

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03:36

Constructing High Dimensional Feature Space for Time Series Classification

Victor Eruhimov

calendar icon Feb 6, 2008 5062 views

Graph Labelling Workshop and Web Spam Challenge – GRAPHLAB’07

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19:53

Semi-Supervised Learning: A Comparative Study for Web Spam and Telephone User Ch...

David Siklosi

calendar icon Jan 28, 2008 3087 views

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11:05

Introduction to Graph Labelling Workshop and Web spam Challenge

Ludovic Denoyer

calendar icon Jan 28, 2008 4119 views

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40:39

Diffusion Learning Machines

Marco Gori

calendar icon Jan 28, 2008 3515 views

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27:38

A Fast Method to Predict the Labeling of a Tree

Sergio Rojas Galeano

calendar icon Jan 28, 2008 3210 views

Poster Session

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01:41

A Density-Biased Sampling Technique to Improve Cluster Representativeness

Ana Paula Appel

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Tutorials

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03:52:56

Mining Large Graphs: Laws and Tools

Jure Leskovec

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01:19:44

State of the Art in Data Stream Mining

João Gama

calendar icon Jan 29, 2008 10867 views

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56:31

Discovering and Tracking User Communities

Myra Spiliopoulou

calendar icon Jan 28, 2008 3845 views

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01:03:54

Discovering and Tracking User Communities

Georgios Paliouras

calendar icon Jan 28, 2008 3162 views

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01:04:28

Discovering and Tracking User Communities

Tanja Falkowski

calendar icon Jan 28, 2008 3196 views

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53:23

State of the Art in Data Stream Mining

Mohamed Medhat Gaber

calendar icon Jan 29, 2008 7519 views

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03:11:32

An Introduction to Statistical Relational Learning

Lise Getoor

calendar icon Jan 30, 2008 15485 views

6th Workshop on Multi-Relational Data Mining - MRDM 2007

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08:19

Relational Transformation-based Tagging for Human Activity Recognition

Niels Landwehr

calendar icon Jan 29, 2008 3459 views

Draft
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25:58

Learning Similarity between Tree Structured Data: Application to Image Recogniti...

Amaury Habrard

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Draft
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13:53

Webspam detection via semi-supervised gaph partitioning

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