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

94 Lectures · Sep 17, 2007

About

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.

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Uploaded videos:

Invited talks

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01:04:57

Learning, Information Extraction and the Web

Tom Mitchell

Jan 28, 2008

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10758 Views

Invited Talk
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55:45

Mining Queries

Ricardo Baeza-Yates

Jan 28, 2008

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8266 Views

Invited Talk
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01:09:45

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

Peter A. Flach

Jan 28, 2008

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12032 Views

Invited Talk
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01:06:04

Adventures in Personalized Information Access

Barry Smyth

Jan 30, 2008

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3634 Views

Invited Talk

Award Session

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22:07

Probabilistic Explanation Based Learning

Angelika Kimmig

Jan 28, 2008

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3649 Views

Best Paper
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32:06

Efficient AUC Optimization for classification

Toon Calders

Jan 30, 2008

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4045 Views

Best Paper
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20:56

Bridged Refinement for Transfer Learning

Dikan Xing

Jan 28, 2008

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4640 Views

Best Paper
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25:43

Additive Groves of Regression Trees

Daria Sorokina

Jan 28, 2008

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5424 Views

Best Paper
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32:18

Efficient AUC Optimization for Classification

Szymon Jaroszewicz

Jan 28, 2008

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3022 Views

Best Paper

Structure Learning

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38:48

Efficient Computation of Recursive Principal Component Analysis

Alessandro Sperduti

Jan 28, 2008

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5192 Views

Lecture

Text Mining

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17:42

Classification of Web Documents Using a Graph-Based Model

Andrzej Dominik

Jan 28, 2008

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3304 Views

Lecture
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25:29

Learning to Classify Documents with Only a Small Positive Training Set

Xiao-Li Li

Jan 28, 2008

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3489 Views

Lecture
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21:11

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

Jan 28, 2008

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3978 Views

Lecture

Text Mining/Unlabeled Data

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24:28

Site-Independent Template-Block Detection

Aleksander Kołcz

Jan 28, 2008

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3226 Views

Lecture

Social Networks/Bayesian Networks

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20:31

Shrinkage Estimator for Bayesian Network Parametrs

John Burge

Jan 30, 2008

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4906 Views

Lecture
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18:27

An Algorithm to find OverlappingCommunity Structure in Networks

Steve Gregory

Jan 30, 2008

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5285 Views

Lecture
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20:01

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

Andreas Nägele

Jan 30, 2008

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3358 Views

Lecture

Clustering

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25:11

Clustering Trees with Instance Level Constraints

Jan Struyf

Jan 29, 2008

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3376 Views

Lecture
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24:26

Context-specific Independence Mixture Modelling for Protein Families

Benjamin Georgi

Jan 29, 2008

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3255 Views

Lecture
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20:43

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

Ke-Bing Zhang

Jan 29, 2008

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4061 Views

Lecture

Dimensionality Reduction

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22:26

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

Dimitrios Mavroeidis

Feb 04, 2008

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3193 Views

Lecture
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26:21

Fast optimization for L1 Regularization: Evaluation and Two New Approaches

Romer Rosales

Jan 30, 2008

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4769 Views

Lecture

Dimensionality Reduction/Reinforcement Learning

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22:02

Classification in Very High Dimensional Problems with Handfuls of Examples

Mark Palatucci

Jan 30, 2008

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3646 Views

Lecture
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22:36

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

Gert Van Dijck

Jan 30, 2008

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3483 Views

Lecture
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01:55

Privacy Preserved

Zutao Zhu

Feb 07, 2008

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3362 Views

Lecture
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04:42

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

Jiawei Han

Feb 06, 2008

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4759 Views

Lecture
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01:57

Pre-processing Large Spatial Data Sets with Bayesian Methods

Marko Salmenkivi

Feb 07, 2008

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3163 Views

Lecture
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41:21

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

Hugo Zaragoza

Jan 28, 2008

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5314 Views

Lecture
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44:57

Fighting Spam under Attack: Some Notes from the Field

Aleksander Kołcz

Jan 28, 2008

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3451 Views

Lecture
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01:04:31

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

Volker Tresp

Jan 28, 2008

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3451 Views

Lecture
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12:24

Web Spam Challenge 2007 Track II - Secure Computing Corporation Research

Sven Krasser

Jan 28, 2008

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5678 Views

Lecture
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08:47

France Telecom RD Submissions

Tanguy Urvoy

Jan 28, 2008

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3115 Views

Lecture
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01:45

Flexible Grid-Based Clustering

Marc-Ismaël Akodjènou-Jeannin

Jan 28, 2008

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3174 Views

Lecture
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02:16

Polyp Detection in Endoscopic Video using SVMs

Luís A. Alexandre

Jan 28, 2008

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3953 Views

Lecture
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22:55

A Gaphical Model for Content Based Image Suggestion and Feature Selection

Sabri Boutemedjet

Jan 30, 2008

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3797 Views

Lecture
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22:18

Efficient Continuos-Time Reinforcement Learning with Adaptive State Graphs

Gerhard Neumann

Jan 30, 2008

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3356 Views

Lecture
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03:32

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

Michael Zito

Feb 06, 2008

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5068 Views

Lecture
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03:28

Learning Multi-Dimensional Functions: Gas Turbine Engine Modeling

Chris Drummond

Feb 06, 2008

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3987 Views

Lecture
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03:36

Constructing High Dimensional Feature Space for Time Series Classification

Victor Eruhimov

Feb 06, 2008

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5044 Views

Lecture
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03:13

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

Richard Frank

Feb 06, 2008

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3400 Views

Lecture
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03:10

MINI: Mining Informative Non-redundant Itemsets

Tijl De Bie

Feb 06, 2008

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4231 Views

Lecture
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03:33

Automatic Hidden Web Database Classification

Zhiguo Gong

Feb 06, 2008

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3122 Views

Lecture
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03:16

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

Frank Hoppner

Feb 06, 2008

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3925 Views

Lecture
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01:48

The Most Reliable Subgraph Problem

Petteri Hintsanen

Feb 06, 2008

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2908 Views

Lecture
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01:54

Tag Recommendations in Folksonomies

Leandro Balby Marinho

Feb 06, 2008

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3143 Views

Lecture
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02:46

Multilevel Conditional Fuzzy C-Means Clustering of XML Documents

Michal Kozielski

Feb 06, 2008

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3936 Views

Lecture
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02:29

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

Fletcher Lu

Feb 06, 2008

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3411 Views

Lecture
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02:43

Real Time GPU-Based Fuzzy ART Skin Recognition

Mario Martinez-Zarzuela

Feb 06, 2008

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6558 Views

Lecture
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03:02

Dynamic Bayesian Networks for Real-Time Classification of Seismic Signals

Carsten Riggelsen

Feb 06, 2008

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4334 Views

Lecture
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01:36

Robust Visual Mining of Data with Error Information

Jianyong Sun

Feb 06, 2008

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5166 Views

Lecture
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02:17

Automatic Categorization of Human-Coded and Evolved CoreWar Warriors

Nenad Tomašev

Feb 06, 2008

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3015 Views

Lecture
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01:58

Utility-Based Regression

Luis Torgo

Feb 06, 2008

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4097 Views

Lecture
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17:35

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

Rikiya Takahashi

Jan 29, 2008

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3977 Views

Lecture
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21:26

Efficient Weight Learning for Markov Logic Networks

Daniel Lowd

Jan 29, 2008

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5024 Views

Lecture
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15:36

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

Derek Greene

Jan 29, 2008

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3332 Views

Lecture
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26:18

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

Anneleen Van Assche

Jan 29, 2008

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3373 Views

Lecture
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24:19

Random k-Labelsets: An Ensemble Method for Multilabel Classification

Grigorios Tsoumakas

Jan 29, 2008

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5842 Views

Lecture
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10:55

PQStream: a data stream architecture for electrical power quality

Tolga Inan

Jan 29, 2008

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4220 Views

Lecture
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12:37

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

Lappoon R. Tang

Jan 29, 2008

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4671 Views

Lecture
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11:26

A Semi-fuzzy approach for online divisive-agglomerative clustering

Pedro Pereira Rodrigues

Jan 29, 2008

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4711 Views

Lecture
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14:09

Resource -aware distributed online data mining for wireless sensor networks

Mohamed Medhat Gaber

Jan 29, 2008

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5183 Views

Lecture
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08:10

Quasi-Incremental Bayesian Classifier

Estevam R. Hruschka

Jan 29, 2008

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3166 Views

Lecture
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07:36

Enhanced Anytime Algorithm for Induction of Oblivious Decision Trees

Albina Saveliev

Jan 29, 2008

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4445 Views

Lecture
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03:28

Efficient Secure Query Processing in XML Data Stream

Dong-Chan An

Jan 29, 2008

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3565 Views

Lecture
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28:18

Learning an Outlier-Robust Kalman Filter

Jo-Anne Ting

Jan 29, 2008

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12873 Views

Lecture
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10:24

A Model for Quality Guaranteed Resource-Aware Stream Mining

Mohamed Medhat Gaber

Jan 29, 2008

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3432 Views

Lecture
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11:35

An architecture for context-aware adaptive data stream mining

Mohamed Medhat Gaber

Jan 29, 2008

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5525 Views

Lecture
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24:21

Learning novel concepts: beyond one-class

João Gama

Jan 29, 2008

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3222 Views

Lecture
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03:14

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

Michelangelo Ceci

Jan 28, 2008

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3486 Views

Lecture
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02:50

Efficient Closed Pattern Mining in Strongly Accessible Set Systems

Mario Boley

Jan 28, 2008

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3114 Views

Lecture
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27:57

Spectral Clustering and Embedding with Hidden Markov Models

Tony Jebara

Jan 29, 2008

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7152 Views

Lecture
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01:00:32

Plenary session-ECML poster highlights

Stan Matwin

Feb 04, 2008

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4334 Views

Lecture
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20:56

Approximating Gaussian Processes with H2-matrices

Jochen Garcke

Jan 29, 2008

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3172 Views

Lecture
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14:57

Learning to Detect Adverse…

Tomaš Šingliar

Jan 30, 2008

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3080 Views

Lecture
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16:59

Privacy Preserving Market Basket Data Analysis

Xintao Wu

Jan 30, 2008

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3429 Views

Lecture
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19:54

Towards data mining without Information on Knowledge Structure

Alexandre Vautier

Jan 30, 2008

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3106 Views

Lecture
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18:30

Generating Social Network Features for Link-based Classification

Jun Karamon

Jan 30, 2008

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4190 Views

Lecture
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02:32

Multi-label Lazy Associative Classification

Wagner Meira Jr.

Feb 06, 2008

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3164 Views

Lecture
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17:43

Diskriminative Sequence Labeling by Z-score Optimization

Elisa Ricci

Jan 29, 2008

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4604 Views

Lecture
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02:16

Expectation Propagation for Rating Players in Sports Competitions

Adriana Birlutiu

Jan 28, 2008

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4215 Views

Lecture
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21:24

Learning Partially Observable Markov Model from First Passage Times

Jerome Callut

Jan 29, 2008

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3205 Views

Lecture

Graph Labelling Workshop and Web Spam Challenge – GRAPHLAB’07

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11:05

Introduction to Graph Labelling Workshop and Web spam Challenge

Ludovic Denoyer

Jan 28, 2008

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4098 Views

Lecture
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19:53

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

David Siklosi

Jan 28, 2008

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3066 Views

Lecture
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27:38

A Fast Method to Predict the Labeling of a Tree

Sergio Rojas Galeano

Jan 28, 2008

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3196 Views

Lecture
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40:39

Diffusion Learning Machines

Marco Gori

Jan 28, 2008

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3487 Views

Keynote

Poster Session

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01:41

A Density-Biased Sampling Technique to Improve Cluster Representativeness

Ana Paula Appel

Jan 28, 2008

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3386 Views

Lecture

Tutorials

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56:31

Discovering and Tracking User Communities

Myra Spiliopoulou

Jan 28, 2008

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3800 Views

Tutorial
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53:23

State of the Art in Data Stream Mining

Mohamed Medhat Gaber

Jan 29, 2008

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7469 Views

Tutorial
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01:19:44

State of the Art in Data Stream Mining

João Gama

Jan 29, 2008

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10843 Views

Tutorial
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01:03:54

Discovering and Tracking User Communities

Georgios Paliouras

Jan 28, 2008

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3136 Views

Tutorial
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01:04:28

Discovering and Tracking User Communities

Tanja Falkowski

Jan 28, 2008

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3161 Views

Tutorial
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03:52:56

Mining Large Graphs: Laws and Tools

Jure Leskovec

Jan 28, 2008

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37324 Views

Tutorial
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03:11:32

An Introduction to Statistical Relational Learning

Lise Getoor

Jan 30, 2008

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15410 Views

Tutorial

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

Jan 29, 2008

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3440 Views

Invited Talk