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.

Related categories

Uploaded videos:

Invited talks

video-img
01:04:57

Learning, Information Extraction and the Web

Tom Mitchell

Jan 28, 2008

 · 

10762 Views

Invited Talk
video-img
55:45

Mining Queries

Ricardo Baeza-Yates

Jan 28, 2008

 · 

8270 Views

Invited Talk
video-img
01:09:45

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

Peter A. Flach

Jan 28, 2008

 · 

12041 Views

Invited Talk
video-img
01:06:04

Adventures in Personalized Information Access

Barry Smyth

Jan 30, 2008

 · 

3639 Views

Invited Talk

Award Session

video-img
22:07

Probabilistic Explanation Based Learning

Angelika Kimmig

Jan 28, 2008

 · 

3652 Views

Best Paper
video-img
20:56

Bridged Refinement for Transfer Learning

Dikan Xing

Jan 28, 2008

 · 

4643 Views

Best Paper
video-img
32:06

Efficient AUC Optimization for classification

Toon Calders

Jan 30, 2008

 · 

4047 Views

Best Paper
video-img
25:43

Additive Groves of Regression Trees

Daria Sorokina

Jan 28, 2008

 · 

5430 Views

Best Paper
video-img
32:18

Efficient AUC Optimization for Classification

Szymon Jaroszewicz

Jan 28, 2008

 · 

3026 Views

Best Paper

Structure Learning

video-img
38:48

Efficient Computation of Recursive Principal Component Analysis

Alessandro Sperduti

Jan 28, 2008

 · 

5193 Views

Lecture

Text Mining

video-img
17:42

Classification of Web Documents Using a Graph-Based Model

Andrzej Dominik

Jan 28, 2008

 · 

3306 Views

Lecture
video-img
25:29

Learning to Classify Documents with Only a Small Positive Training Set

Xiao-Li Li

Jan 28, 2008

 · 

3493 Views

Lecture
video-img
21:11

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

Jan 28, 2008

 · 

3981 Views

Lecture

Text Mining/Unlabeled Data

video-img
24:28

Site-Independent Template-Block Detection

Aleksander Kołcz

Jan 28, 2008

 · 

3229 Views

Lecture

Social Networks/Bayesian Networks

video-img
20:31

Shrinkage Estimator for Bayesian Network Parametrs

John Burge

Jan 30, 2008

 · 

4908 Views

Lecture
video-img
18:27

An Algorithm to find OverlappingCommunity Structure in Networks

Steve Gregory

Jan 30, 2008

 · 

5286 Views

Lecture
video-img
20:01

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

Andreas Nägele

Jan 30, 2008

 · 

3361 Views

Lecture

Clustering

video-img
24:26

Context-specific Independence Mixture Modelling for Protein Families

Benjamin Georgi

Jan 29, 2008

 · 

3257 Views

Lecture
video-img
25:11

Clustering Trees with Instance Level Constraints

Jan Struyf

Jan 29, 2008

 · 

3379 Views

Lecture
video-img
20:43

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

Ke-Bing Zhang

Jan 29, 2008

 · 

4065 Views

Lecture

Dimensionality Reduction

video-img
22:26

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

Dimitrios Mavroeidis

Feb 04, 2008

 · 

3195 Views

Lecture
video-img
26:21

Fast optimization for L1 Regularization: Evaluation and Two New Approaches

Romer Rosales

Jan 30, 2008

 · 

4772 Views

Lecture

Dimensionality Reduction/Reinforcement Learning

video-img
22:02

Classification in Very High Dimensional Problems with Handfuls of Examples

Mark Palatucci

Jan 30, 2008

 · 

3648 Views

Lecture
video-img
22:36

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

Gert Van Dijck

Jan 30, 2008

 · 

3485 Views

Lecture
video-img
01:55

Privacy Preserved

Zutao Zhu

Feb 07, 2008

 · 

3363 Views

Lecture
video-img
04:42

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

Jiawei Han

Feb 06, 2008

 · 

4762 Views

Lecture
video-img
01:57

Pre-processing Large Spatial Data Sets with Bayesian Methods

Marko Salmenkivi

Feb 07, 2008

 · 

3165 Views

Lecture
video-img
41:21

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

Hugo Zaragoza

Jan 28, 2008

 · 

5315 Views

Lecture
video-img
44:57

Fighting Spam under Attack: Some Notes from the Field

Aleksander Kołcz

Jan 28, 2008

 · 

3453 Views

Lecture
video-img
01:04:31

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

Volker Tresp

Jan 28, 2008

 · 

3453 Views

Lecture
video-img
12:24

Web Spam Challenge 2007 Track II - Secure Computing Corporation Research

Sven Krasser

Jan 28, 2008

 · 

5681 Views

Lecture
video-img
08:47

France Telecom RD Submissions

Tanguy Urvoy

Jan 28, 2008

 · 

3116 Views

Lecture
video-img
01:45

Flexible Grid-Based Clustering

Marc-Ismaël Akodjènou-Jeannin

Jan 28, 2008

 · 

3181 Views

Lecture
video-img
02:16

Polyp Detection in Endoscopic Video using SVMs

Luís A. Alexandre

Jan 28, 2008

 · 

3954 Views

Lecture
video-img
22:55

A Gaphical Model for Content Based Image Suggestion and Feature Selection

Sabri Boutemedjet

Jan 30, 2008

 · 

3813 Views

Lecture
video-img
22:18

Efficient Continuos-Time Reinforcement Learning with Adaptive State Graphs

Gerhard Neumann

Jan 30, 2008

 · 

3357 Views

Lecture
video-img
03:32

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

Michael Zito

Feb 06, 2008

 · 

5071 Views

Lecture
video-img
03:28

Learning Multi-Dimensional Functions: Gas Turbine Engine Modeling

Chris Drummond

Feb 06, 2008

 · 

3992 Views

Lecture
video-img
03:36

Constructing High Dimensional Feature Space for Time Series Classification

Victor Eruhimov

Feb 06, 2008

 · 

5047 Views

Lecture
video-img
03:13

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

Richard Frank

Feb 06, 2008

 · 

3403 Views

Lecture
video-img
03:10

MINI: Mining Informative Non-redundant Itemsets

Tijl De Bie

Feb 06, 2008

 · 

4235 Views

Lecture
video-img
03:33

Automatic Hidden Web Database Classification

Zhiguo Gong

Feb 06, 2008

 · 

3125 Views

Lecture
video-img
01:48

The Most Reliable Subgraph Problem

Petteri Hintsanen

Feb 06, 2008

 · 

2910 Views

Lecture
video-img
03:16

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

Frank Hoppner

Feb 06, 2008

 · 

3926 Views

Lecture
video-img
01:54

Tag Recommendations in Folksonomies

Leandro Balby Marinho

Feb 06, 2008

 · 

3146 Views

Lecture
video-img
02:46

Multilevel Conditional Fuzzy C-Means Clustering of XML Documents

Michal Kozielski

Feb 06, 2008

 · 

3937 Views

Lecture
video-img
02:29

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

Fletcher Lu

Feb 06, 2008

 · 

3414 Views

Lecture
video-img
02:43

Real Time GPU-Based Fuzzy ART Skin Recognition

Mario Martinez-Zarzuela

Feb 06, 2008

 · 

6560 Views

Lecture
video-img
03:02

Dynamic Bayesian Networks for Real-Time Classification of Seismic Signals

Carsten Riggelsen

Feb 06, 2008

 · 

4335 Views

Lecture
video-img
01:36

Robust Visual Mining of Data with Error Information

Jianyong Sun

Feb 06, 2008

 · 

5168 Views

Lecture
video-img
02:17

Automatic Categorization of Human-Coded and Evolved CoreWar Warriors

Nenad Tomašev

Feb 06, 2008

 · 

3017 Views

Lecture
video-img
01:58

Utility-Based Regression

Luis Torgo

Feb 06, 2008

 · 

4099 Views

Lecture
video-img
17:35

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

Rikiya Takahashi

Jan 29, 2008

 · 

3981 Views

Lecture
video-img
21:26

Efficient Weight Learning for Markov Logic Networks

Daniel Lowd

Jan 29, 2008

 · 

5028 Views

Lecture
video-img
15:36

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

Derek Greene

Jan 29, 2008

 · 

3334 Views

Lecture
video-img
26:18

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

Anneleen Van Assche

Jan 29, 2008

 · 

3376 Views

Lecture
video-img
24:19

Random k-Labelsets: An Ensemble Method for Multilabel Classification

Grigorios Tsoumakas

Jan 29, 2008

 · 

5847 Views

Lecture
video-img
10:55

PQStream: a data stream architecture for electrical power quality

Tolga Inan

Jan 29, 2008

 · 

4222 Views

Lecture
video-img
12:37

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

Lappoon R. Tang

Jan 29, 2008

 · 

4673 Views

Lecture
video-img
11:26

A Semi-fuzzy approach for online divisive-agglomerative clustering

Pedro Pereira Rodrigues

Jan 29, 2008

 · 

4711 Views

Lecture
video-img
14:09

Resource -aware distributed online data mining for wireless sensor networks

Mohamed Medhat Gaber

Jan 29, 2008

 · 

5186 Views

Lecture
video-img
08:10

Quasi-Incremental Bayesian Classifier

Estevam R. Hruschka

Jan 29, 2008

 · 

3168 Views

Lecture
video-img
07:36

Enhanced Anytime Algorithm for Induction of Oblivious Decision Trees

Albina Saveliev

Jan 29, 2008

 · 

4448 Views

Lecture
video-img
03:28

Efficient Secure Query Processing in XML Data Stream

Dong-Chan An

Jan 29, 2008

 · 

3567 Views

Lecture
video-img
28:18

Learning an Outlier-Robust Kalman Filter

Jo-Anne Ting

Jan 29, 2008

 · 

12880 Views

Lecture
video-img
10:24

A Model for Quality Guaranteed Resource-Aware Stream Mining

Mohamed Medhat Gaber

Jan 29, 2008

 · 

3434 Views

Lecture
video-img
11:35

An architecture for context-aware adaptive data stream mining

Mohamed Medhat Gaber

Jan 29, 2008

 · 

5527 Views

Lecture
video-img
24:21

Learning novel concepts: beyond one-class

João Gama

Jan 29, 2008

 · 

3226 Views

Lecture
video-img
03:14

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

Michelangelo Ceci

Jan 28, 2008

 · 

3488 Views

Lecture
video-img
02:50

Efficient Closed Pattern Mining in Strongly Accessible Set Systems

Mario Boley

Jan 28, 2008

 · 

3115 Views

Lecture
video-img
27:57

Spectral Clustering and Embedding with Hidden Markov Models

Tony Jebara

Jan 29, 2008

 · 

7154 Views

Lecture
video-img
01:00:32

Plenary session-ECML poster highlights

Stan Matwin

Feb 04, 2008

 · 

4335 Views

Lecture
video-img
20:56

Approximating Gaussian Processes with H2-matrices

Jochen Garcke

Jan 29, 2008

 · 

3175 Views

Lecture
video-img
14:57

Learning to Detect Adverse…

Tomaš Šingliar

Jan 30, 2008

 · 

3080 Views

Lecture
video-img
16:59

Privacy Preserving Market Basket Data Analysis

Xintao Wu

Jan 30, 2008

 · 

3435 Views

Lecture
video-img
19:54

Towards data mining without Information on Knowledge Structure

Alexandre Vautier

Jan 30, 2008

 · 

3108 Views

Lecture
video-img
18:30

Generating Social Network Features for Link-based Classification

Jun Karamon

Jan 30, 2008

 · 

4193 Views

Lecture
video-img
02:32

Multi-label Lazy Associative Classification

Wagner Meira Jr.

Feb 06, 2008

 · 

3167 Views

Lecture
video-img
17:43

Diskriminative Sequence Labeling by Z-score Optimization

Elisa Ricci

Jan 29, 2008

 · 

4608 Views

Lecture
video-img
02:16

Expectation Propagation for Rating Players in Sports Competitions

Adriana Birlutiu

Jan 28, 2008

 · 

4218 Views

Lecture
video-img
21:24

Learning Partially Observable Markov Model from First Passage Times

Jerome Callut

Jan 29, 2008

 · 

3209 Views

Lecture

Graph Labelling Workshop and Web Spam Challenge – GRAPHLAB’07

video-img
11:05

Introduction to Graph Labelling Workshop and Web spam Challenge

Ludovic Denoyer

Jan 28, 2008

 · 

4099 Views

Lecture
video-img
19:53

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

David Siklosi

Jan 28, 2008

 · 

3070 Views

Lecture
video-img
27:38

A Fast Method to Predict the Labeling of a Tree

Sergio Rojas Galeano

Jan 28, 2008

 · 

3197 Views

Lecture
video-img
40:39

Diffusion Learning Machines

Marco Gori

Jan 28, 2008

 · 

3489 Views

Keynote

Poster Session

video-img
01:41

A Density-Biased Sampling Technique to Improve Cluster Representativeness

Ana Paula Appel

Jan 28, 2008

 · 

3388 Views

Lecture

Tutorials

video-img
56:31

Discovering and Tracking User Communities

Myra Spiliopoulou

Jan 28, 2008

 · 

3805 Views

Tutorial
video-img
53:23

State of the Art in Data Stream Mining

Mohamed Medhat Gaber

Jan 29, 2008

 · 

7472 Views

Tutorial
video-img
01:19:44

State of the Art in Data Stream Mining

João Gama

Jan 29, 2008

 · 

10846 Views

Tutorial
video-img
01:03:54

Discovering and Tracking User Communities

Georgios Paliouras

Jan 28, 2008

 · 

3141 Views

Tutorial
video-img
01:04:28

Discovering and Tracking User Communities

Tanja Falkowski

Jan 28, 2008

 · 

3175 Views

Tutorial
video-img
03:52:56

Mining Large Graphs: Laws and Tools

Jure Leskovec

Jan 28, 2008

 · 

37371 Views

Tutorial
video-img
03:11:32

An Introduction to Statistical Relational Learning

Lise Getoor

Jan 30, 2008

 · 

15416 Views

Tutorial

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

video-img
08:19

Relational Transformation-based Tagging for Human Activity Recognition

Niels Landwehr

Jan 29, 2008

 · 

3442 Views

Invited Talk