Sessions

Sessions

108 Lectures · Sep 6, 2011

Uploaded videos:

Classification & Prediction

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15:49

Differentiating Code from Data in x86 Binaries

Richard Wartell

Oct 03, 2011

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3073 Views

Lecture
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24:29

Focused Multi-task Learning Using Gaussian Processes

Jaakko Peltonen

Oct 03, 2011

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2744 Views

Lecture
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23:16

On the Stratification of Multi-Label Data

Grigorios Tsoumakas

Oct 03, 2011

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4399 Views

Lecture
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22:00

Learning Monotone Nonlinear Models using the Choquet Integral

Weiwei Cheng

Oct 03, 2011

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4851 Views

Lecture
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15:48

Compact Coding for Hyperplane Classifiers in Heterogeneous Environment

Hao Shao

Oct 03, 2011

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3085 Views

Lecture

Classification & Bayesian Networks

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18:31

Ancestor Relations in the Presence of Unobserved Variables

Pekka Parviainen

Oct 03, 2011

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2674 Views

Lecture
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25:08

A Robust Ranking Methodology based on Diverse Calibration of AdaBoost

Róbert Busa-Fekete

Oct 03, 2011

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3145 Views

Lecture
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23:37

Efficiently approximating Markov tree bagging for high-dimensional density estim...

François Schnitzler

Oct 03, 2011

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2379 Views

Lecture
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15:55

A boosting approach to multiview classification with cooperation

Sokol Koço

Oct 03, 2011

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3368 Views

Lecture
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22:28

ShareBoost: Boosting for Multi-View Learning with Performance Guarantees

Kannappan Palaniappan

Oct 03, 2011

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3187 Views

Lecture

Clustering

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18:10

The Minimum Code Length for Clustering Using the Gray Code

Mahito Sugiyama

Oct 03, 2011

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2521 Views

Lecture
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23:18

Fast approximate text document clustering using Compressive Sampling

Laurence A. F. Park

Oct 03, 2011

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3720 Views

Lecture
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18:02

Clustering Rankings in the Fourier Domain

Romaric Gaudel

Oct 03, 2011

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2566 Views

Lecture
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23:45

Is there a best quality metric for graph clusters?

Hélio Almeida

Oct 03, 2011

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3466 Views

Lecture
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22:23

α-Clusterable Sets

Gerasimos S. Antzoulatos

Oct 03, 2011

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3419 Views

Lecture

Learning from Social and Information Networks I

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24:44

Peer and Authority Pressure in Information-Propagation Models

Evimaria Terzi

Oct 03, 2011

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3206 Views

Lecture
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22:40

A Shapley value Approach for Influence Attribution

Panagiotis Papapetrou

Oct 03, 2011

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2927 Views

Lecture
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18:46

Influence and Passivity in Social Media

Daniel M. Romero

Oct 03, 2011

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2892 Views

Lecture
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40:08

Learning Recommendations in Social Media Systems By Weighting Multiple Relations

Boris Chidlovskii

Oct 03, 2011

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2825 Views

Lecture

Learning from Social and Information Networks II

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22:26

Toward a Fair Review-Management System

Theodoros Lappas

Oct 03, 2011

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2458 Views

Lecture
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21:00

Learning to Infer Social Ties in Large Network

Wenbin Tang

Oct 03, 2011

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3316 Views

Lecture
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16:03

A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social ...

Huaiyu Wan

Oct 03, 2011

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2836 Views

Lecture
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19:50

Graph Evolution via Social Diffusion Processes

Chris Ding

Oct 03, 2011

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2921 Views

Lecture
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22:38

Mining Research Topic-related Influence between Academia and Industry

Wenbin Tang

Oct 03, 2011

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2628 Views

Lecture

Graphical & Hidden Markov Models

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24:20

Fourier-Information Duality in the Identity Management Problem

Xiaoye Jiang

Oct 03, 2011

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2789 Views

Lecture
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22:01

An Alternating Direction Method for Dual MAP LP Relaxation

Amir Globerson

Oct 03, 2011

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3278 Views

Lecture
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20:30

Restricted Deep Belief Networks for Multi-View Learning

Yoonseop Kang

Oct 03, 2011

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3248 Views

Lecture
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22:54

A Spectral Learning Algorithm for Finite State Transducers

Borja Balle

Oct 03, 2011

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2844 Views

Lecture
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18:54

Common Substructure Learning of Multiple Graphical Gaussian Models

Satoshi Hara

Oct 03, 2011

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2857 Views

Lecture

Supervised Learning II

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23:56

Regularized Sparse Kernel Slow Feature Analysis

Wendelin Böhmer

Oct 03, 2011

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2878 Views

Lecture
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21:12

Kernels for Link Prediction with Latent Feature Models

Canh Hao Nguyen

Oct 03, 2011

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3293 Views

Lecture
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21:38

PerTurbo: a new classification algorithm based on the spectrum perturbations of ...

Thomas Burger

Oct 03, 2011

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3271 Views

Lecture
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21:28

Fast Support Vector Machines for Structural Kernels

Aliaksei Severyn

Oct 03, 2011

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3109 Views

Lecture
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18:23

Building Sparse Support Vector Machines for Multi-Instance Classification

Zhouyu Fu

Oct 03, 2011

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3058 Views

Lecture

Feature Selection, Extraction, and Construction

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21:42

Feature Selection Stability Assessment based on the Jensen-Shannon Divergence

Rocío Alaiz-Rodriguez

Oct 03, 2011

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3244 Views

Lecture
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23:55

Fast projections onto l1,q-norm balls for grouped feature selection

Suvrit Sra

Oct 03, 2011

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3220 Views

Lecture
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20:28

A Novel Stability based Feature Selection Framework for k-means Clustering

Dimitrios Mavroeidis

Oct 03, 2011

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3282 Views

Lecture

Frequent Sets and Patterns

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19:57

Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced...

Henrik Grosskreutz

Nov 29, 2011

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2720 Views

Lecture
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17:27

Constrained Logistic Regression for Discriminative Pattern Mining

Samir Al-Stouhi

Nov 29, 2011

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2993 Views

Lecture
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26:00

Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures

Jiawei Han

Nov 29, 2011

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3164 Views

Lecture
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20:45

Non-Redundant Subgroup Discovery in Large and Complex Data

Matthijs van Leeuwen

Nov 29, 2011

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2905 Views

Lecture

Active and Online learning

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21:23

Frequency-aware Truncated methods for Sparse Online Learning

Hidekazu Oiwa

Nov 29, 2011

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2805 Views

Lecture
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19:01

Discriminative Experimental Design

Yu Zhang

Nov 29, 2011

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2660 Views

Lecture
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26:13

Manifold Coarse Graining for Online Semi-Supervised Learning

Mehrdad Farajtabar

Nov 29, 2011

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3253 Views

Lecture
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25:35

Active learning with evolving streaming data

Indrė Žliobaitė

Nov 29, 2011

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3573 Views

Lecture
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22:13

Online Structure Learning for Markov Logic Networks

Raymond J. Mooney

Nov 29, 2011

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3318 Views

Lecture

Applications of Data Mining

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23:05

Image Classification for Age-related Macular Degeneration Screening using Hierar...

Mohd Hanafi Ahmad Hijazi

Nov 30, 2011

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2775 Views

Lecture
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18:12

Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs

Benoît Frénay

Nov 30, 2011

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2725 Views

Lecture
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20:57

Resource-Aware On-Line RFID Localization Using Proximity Data

Christoph Scholz

Nov 30, 2011

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2218 Views

Lecture
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21:23

PTMSearch: a Greedy Tree Traversal Algorithm for f inding Protein Post-Translati...

Attila Kertész-Farkas

Nov 30, 2011

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2697 Views

Lecture
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23:50

A Novel Framework for Locating Software Faults Using Latent Divergences

Sarfraz Khurshid

Nov 30, 2011

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2631 Views

Lecture

Ensemble Learning

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21:29

Tracking Concept Change with Incremental Boosting by Minimization of the Evolvin...

Mihajlo Grbovic

Nov 30, 2011

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3333 Views

Lecture
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19:58

Aggregating Independent and Dependent Models to Learn Multi-label Classifiers

José Ramón Quevedo

Nov 30, 2011

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3548 Views

Lecture
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12:00

Multi-Label Ensemble Learning

Wenbin Tang

Nov 30, 2011

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3372 Views

Lecture
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29:24

On oblique random forests

Bjoern H. Menze

Nov 30, 2011

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5687 Views

Lecture
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26:52

Novel Fusion Methods for Pattern Recognition

Muhammad Awais

Nov 30, 2011

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3239 Views

Lecture

Matrix and Tensor Analysis

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27:07

Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound

Seungjin Choi

Nov 30, 2011

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3174 Views

Lecture
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24:10

Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Ap...

Suvrit Sra

Nov 30, 2011

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3784 Views

Lecture
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24:31

Link prediction via matrix factorization

Charles Elkan

Nov 30, 2011

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4831 Views

Lecture
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19:30

Multi-Subspace Representation and Discovery

Chris Ding

Nov 30, 2011

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3428 Views

Lecture

Learning from Time Series Data

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20:43

Motion segmentation by a model-based clustering approach of incomplete trajector...

Vasileios Karavasilis

Nov 30, 2011

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2826 Views

Lecture
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19:34

Artemis: Assessing the Similarity of Event-interval Sequences

Orestis Kostakis

Nov 30, 2011

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2837 Views

Lecture
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21:32

Discovering Temporal Bisociations for Linking Concepts over Time

Corrado Loglisci

Nov 30, 2011

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1991 Views

Lecture
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18:01

ShiftTree: an Interpretable Model-Based Approach for Time Series Classification

Balázs Hidasi

Nov 30, 2011

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3463 Views

Lecture

Spectral Clustering and Graph Mining

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19:29

Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms

Danai Koutra

Nov 30, 2011

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2806 Views

Lecture
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18:33

Privacy Preserving Semi-Supervised Learning for Labeled Graphs

Hiromi Arai

Nov 30, 2011

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3006 Views

Lecture
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16:25

Eigenvector Sensitive Feature Selection For Spectral Clustering

Jiangtao Ren

Nov 30, 2011

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3476 Views

Lecture
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21:56

DB-CSC: A density-based approach for subspace clustering in graphs with feature ...

Stephan Günnemann

Nov 30, 2011

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3019 Views

Lecture
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22:59

Parallel Structural Graph Clustering

Madeleine Seeland

Nov 30, 2011

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3165 Views

Lecture

Data Mining Theory and Foundations

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19:20

The VC-Dimension of SQL Queries and Selectivity Estimation Through Sampling

Matteo Riondato

Nov 30, 2011

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2772 Views

Lecture
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27:50

Smooth Receiver Operating Characteristics (smROC) Curves

William Klement

Nov 30, 2011

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2483 Views

Lecture
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18:25

Active Supervised Domain Adaptation

Parasaran Raman

Nov 30, 2011

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2639 Views

Lecture
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25:26

Comparing Apples and Oranges - Measuring Differences between Data Mining Results

Jilles Vreeken

Nov 30, 2011

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3280 Views

Lecture
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22:05

Learning Good Edit Similarities with Generalization Guarantees

Aurélien Bellet

Nov 30, 2011

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2716 Views

Lecture

Relational learning and Inductive Logic Programming

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26:22

Abductive Plan Recognition by Extending Bayesian Logic Programs

Sindhu Raghavan

Nov 30, 2011

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2837 Views

Lecture
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21:33

Learning the Parameters of Probabilistic Logic Programs from Interpretations

Ingo Thon

Nov 30, 2011

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2815 Views

Lecture
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18:44

Gaussian Logic for Predictive Classification

Ondřej Kuželka

Nov 30, 2011

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2830 Views

Lecture
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22:12

Learning First-Order Definite Theories via Object-Based Queries

Joseph Selman

Nov 30, 2011

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2505 Views

Lecture

Model Selection and Statistical Learning

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24:53

A selecting-the-best method for budgeted model selection

Gianluca Bontempi

Nov 30, 2011

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2507 Views

Lecture
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16:41

Aspects of Semi-Supervised and Active Learning in Conditional Random Fields

Nataliya Sokolovska

Nov 30, 2011

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3288 Views

Lecture
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22:54

Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process

Changyou Chen

Nov 30, 2011

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2943 Views

Lecture
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24:33

Comparing Probabilistic Models for Melodic Sequences

Athina Spiliopoulou

Nov 30, 2011

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2758 Views

Lecture
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19:39

Multimodal nonlinear filtering using Gauss-Hermite Quadrature

Nicolas Heess

Nov 30, 2011

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2876 Views

Lecture

Supervised Learning I

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19:19

Generalized Agreement Statistics over Fixed Group of Experts

Mohak Shah

Nov 30, 2011

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2584 Views

Lecture
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19:47

Larger Residuals Less Work: Active Document Scheduling for Latent Dirichlet Allo...

Mirwaes Wahabzada

Nov 30, 2011

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3027 Views

Lecture
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21:53

Datum-Wise Classification: A Sequential Approach to Sparsity

Ludovic Denoyer

Nov 30, 2011

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2817 Views

Lecture
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20:25

Transfer Learning With Adaptive Regularizers

Marius Kloft

Nov 30, 2011

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2533 Views

Lecture
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21:38

Network Regression with Predictive Clustering Trees

Michelangelo Ceci,

Daniela Stojanova

Nov 30, 2011

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3324 Views

Lecture
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23:31

Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model...

Zoran Obradovic

Nov 30, 2011

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3796 Views

Lecture

Unsupervised Learning and Dimensionality Reduction

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14:20

Minimum Neighbor Distance Estimators of Intrinsic Dimension

Gabriele Lombardi

Nov 30, 2011

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2560 Views

Lecture
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25:20

Online Clustering of High-Dimensional Trajectories under Concept Drift

Georg Krempl

Nov 30, 2011

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3188 Views

Lecture
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24:28

Linear Discriminant Dimensionality Reduction

Jiawei Han

Nov 30, 2011

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3801 Views

Lecture
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23:48

The Minimum Transfer Cost Principle for Model-Order Selection

Morteza Haghir Chehreghani

Nov 30, 2011

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2794 Views

Lecture
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19:18

Higher Order Contractive auto-encoder

Salah Rifai

Nov 30, 2011

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3821 Views

Lecture

Semi-Supervised and Transductive Learning

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18:24

Learning from Label Proportions by Optimizing Cluster Model Selection

Marco Stolpe

Nov 30, 2011

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4564 Views

Lecture
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24:43

Learning from Partially Annotated Sequences

Ulf Brefeld

Nov 30, 2011

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2651 Views

Lecture
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24:29

COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs

Marco Frasca

Nov 30, 2011

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2948 Views

Lecture

Preference Learning and Ranking

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20:37

Direct Policy Ranking with Robot Data Streams

Riad Akrour

Nov 30, 2011

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3468 Views

Lecture
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21:16

Multiview Semi-Supervised Learning for Ranking Multilingual Documents

Cyril Goutte

Nov 30, 2011

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2419 Views

Lecture
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20:45

Preference-based policy iteration: Leveraging preference learning for reinforcem...

Johannes Fürnkranz

Nov 30, 2011

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3080 Views

Lecture
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28:08

Rule-Based Active Sampling for Learning to Rank

Rodrigo Silva

Nov 30, 2011

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2783 Views

Lecture

Text Mining and Recommender Systems

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16:25

Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and B...

Jefrey Lijffijt

Nov 30, 2011

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2736 Views

Lecture
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19:55

An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative F...

Nicola Barbieri

Nov 30, 2011

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3669 Views

Lecture
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32:59

A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems

Maria Halkidi

Nov 30, 2011

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3116 Views

Lecture

Reinforcement Learning

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17:06

Preference elicitation and inverse reinforcement learning

Constantin A. Rothkopf

Nov 30, 2011

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3289 Views

Lecture
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12:36

Sparse Kernel-SARSA(λ) with an Eligibility Trace

Matthew Robards

Nov 30, 2011

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2955 Views

Lecture
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23:39

Analyzing and Escaping Local Optima in Planning as Inference for Partially Obser...

Pascal Poupart

Nov 30, 2011

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2718 Views

Lecture
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14:53

Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes

Thomas Furmston

Nov 30, 2011

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3073 Views

Lecture