Videolectures category: Clustering

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[syn] 5376 views, 03:24:20

Lectures on Clustering

Ulrike von Luxburg

4 comments


3798 views, 00:03:21

K-nearest neighbor classification

Antal van den Bosch

4 comments

[syn] 1888 views, 00:08:55

Machine Learning for Stock Selection

Robert Yan

2 comments

Stability and Resampling Methods for Clustering

Model assessment is one of the most crucial aspects of statistical data analysis problems. In particular in data clustering it ...

Invited talk
877 views, 00:42:42

Data Clustering: 50 Years Beyond K-means

Anil K. Jain

5 comments

[syn] 39 views, 00:44:38

Introduction: Presentations of Different Views on Clustering by the Workshop Organizers

Shai Ben-David, Avrim Blum, Ulrike von Luxburg

[syn] 1722 views, 03:39:05

Clustering - An overview

Marina Meila

1 comment

Invited Talk
[syn] 24 views, 00:24:43

Clustering Applications at Yahoo!

Deepayan Chakrabarti

[syn] 23 views, 00:27:17

Finding a Better k: A Psychophysical Investigation of Clustering

Joshua M. Lewis

[syn] 298 views, 02:55:49

Game Theory & Clustering

Marcello Pelillo

[syn] 19 views, 00:33:21

What Is a Cluster: Perspectives from Game Theory

Marcello Pelillo

884 views, 00:55:51

Differential Evolution and Particle Swarm Optimization in Partitional Clustering

Thiemo Krink

1 comment

[syn] 16 views, 00:26:14

Clustering with Prior Information

Greg Ver Steeg

[syn] 523 views, 00:20:01

Fast Clustering based on Kernel Density Estimation

Alexander Hinneburg

[syn] 328 views, 00:15:57

Self-taught Clustering

Wenyuan Dai

87 views, 00:23:08

Ranking-Based Clustering of Heterogeneous Information Networks with Star Network Schema

Yizhou Sun

[syn] 13 views, 00:27:55

Some Ideas for Formalizing Clustering

Facundo Memoli

[syn] 513 views, 00:22:01

Graph Clustering With Network Structure Indices

Matthew J. Rattigan

513 views, 00:19:35

Support Cluster Machine

Bin Li

12 views, 00:14:38

Single Data, Multiple Clusterings

Sajib Dasgupta

455 views, 00:16:51

A Framework for Simultaneous Co-clustering and Learning from Complex Data

Meghana Deodhar


166 views, 00:30:43

Clustering the Tagged Web

Hector Garcia-Molina, Paul Heymann, Daniel Ramage, Christopher D. Manning

[syn] 415 views, 00:18:04

Visualising the Cluster Structure of Data Streams

Dimitris K. Tasoulis

1 comment

[syn] 72 views, 00:24:27

Adapting the Right Measures for K-Means Clustering

Junjie Wu

[syn] 11 views, 00:10:37

Empricial Study of Cluster Evaluation Metrics

Alireza Hadj Khodabakhshi

[syn] 220 views, 00:12:43

Fuzzy Clustering of Documents

Matjaž Juršič

[syn] 419 views, 00:19:39

SCAN: A Structural Clustering Algorithm for Networks

Xiaowei Xu

2 comments

[syn] 361 views, 02:18:19

Clustering

Shai Ben-David

[syn] 10 views, 00:21:18

Characterization of Linkage Based Clustering

David Loker

[syn] 390 views, 01:07:10

Stability for selecting the number of clusters: literature review, questions, and ideas

Ulrike von Luxburg

1 comment

[syn] 168 views, 00:48:57

Kernel Representations and Kernel Density Estimation

Peter J. Bickel

[syn] 332 views, 00:15:07

Constraint-Driven Clustering

Rong Ge

328 views, 00:18:09

Adaptive Dimension Reduction Using Discriminant Analysis and K-means Clustering

Shuiwang Ji


[syn] 59 views, 00:24:46

Multi-Assignment Clustering for Boolean Data

Mario Frank

377 views, 00:55:35

Diffusion Maps, Spectral Clustering and Reaction Coordinates of Dynamical Systems

Boaz Nadler

4 comments

best paper
[syn] 315 views, 00:21:27

Predictive Discrete Latent Factor Models for Large Scale Dyadic Data

Deepak Agarwal

304 views, 00:15:35

BoostCluster: Boosting Clustering by Pairwise Constraints

Yi Liu

301 views, 00:14:49

Joint Cluster Analysis of Attribute and Relationship Data Without Priori Specification of the Number of Clusters

Flavia Moser

50 views, 00:11:43

Co-Clustering on Manifolds

Jie Zhou


161 views, 00:18:20

Extracting Semantic Networks from Text via Relational Clustering

Pedro Domingos, Stanley Kok

[syn] 343 views, 00:26:18

Music of the (p)Spheres

Alessandro Panconesi

[syn] 292 views, 00:01:59

Assessing the Performance of a Graph-based Clustering Algorithm

Pasquale Foggia

[syn] 279 views, 01:02:20

Cluster stability and robust optimization

Joachim Buhmann

[syn] 312 views, 00:16:56

Mixture Models and Collaborative Filtering Algorithms

Devdatt Dubhashi

[syn] 256 views, 00:15:25

Graph Signature: A Simple Approach for Clustering Similar Graph

Rashid Jalal Qureshi

1 comment

[syn] 232 views, 00:19:54

Hierarchical Mixture Models: a Probabilistic Analysis

Mark Sandler

[syn] 225 views, 00:41:15

Graph mincut, transductive inference and spectral clustering: some new elements

Kristiaan Pelckmans


[syn] 133 views, 00:20:37

Detecting Changes in Musical Texture

Atte Tenkanen

1 comment

218 views, 00:58:13

Comparing clustering with confidence

Marina Meila

[syn] 5 views, 00:31:11

PAC-Bayesian Approach to Formulation of Clustering Objectives

Yevgeny Seldin

[syn] 229 views, 00:33:18

The stability of a good clustering

Marina Meila

[syn] 227 views, 00:26:32

Supervised Clustering with Support Vector Machines

Thomas Finley

[syn] 192 views, 00:35:16

Szemerédi's Regularity Lemma and PairwiseClustering

Marcello Pelillo


[syn] 174 views, 00:18:19

Soft Topographic Map for Clustering and Classification of Bacteria

Massimo La Rosa

2 comments

[syn] 105 views, 00:22:18

Learning and Solving Many-Player Games through a Cluster-Based Representation

Sevan G. Ficici

[syn] 172 views, 00:18:25

Optimal Dimensionality of Metric Space for Classification

Xiangyang Xue

[syn] 195 views, 00:23:25

Semi-supervised Graph Clustering: A Kernel Approach

Brian Kulis

[syn] 157 views, 00:47:39

On a statistical model of cluster stability

Zeev Volkovich

[syn] 176 views, 00:19:59

Spectral Clustering and Transductive Inference for Graph Data

Dengyong Zhou

1 comment

[syn] 118 views, 00:18:27

An Algorithm to find OverlappingCommunity Structure in Networks

Steve Gregory

127 views, 00:23:21

Science mapping with asymmetric co-occurence analisys

David Chavalarias


[syn] 145 views, 00:59:51

A formal analysis of stability - lessons and open questions

Shai Ben-David

23 views, 00:26:57

Improving Clustering Stability with Combinatorial MRFs

Ron Bekkerman

109 views, 00:12:37

Lappoon R. Tang

[syn] 149 views, 00:24:02

Integrate Text Clustering Features in Text Categorization System

Qiang Zhou

86 views, 00:11:25

A Semi-fuzzy approach for online divisive-agglomerative clustering

Pedro Pereira Rodrigues


105 views, 01:07:01

Cluster Stability for Finite Samples

Ohad Shamir

[syn] 122 views, 02:40:46

Machine learning for access and retrieval II

Jia Li

[syn] 102 views, 00:59:37

Stability and convergence

Nathan Srebro

116 views, 01:05:20

Learning predictive clustering rules

Bernard Ženko

15 views, 00:12:56

A Principled and Flexible Framework for Finding Alternative Clusterings

Ian Davidson

106 views, 00:58:03

Clustering from an Optimization viewpoint Exploration and Exploitation using Upper Confidence Bounds

Moses Charikar

98 views, 00:26:35

A Decomposition Of Classes Via Clustering To Explain And Improve Naive Bayes

Irina Rish

93 views, 00:26:05

An Objective Evaluation Criterion for Clustering

Arindam Banerjee

89 views, 00:21:58

Mutual Spectral Clustering: Microarray Experiments Versus Text Corpus

Kristiaan Pelckmans

84 views, 00:35:11

ROC analisys for subgroup evaluation

Peter A. Flach

67 views, 00:21:09

Nonlinear Adaptive Distance Metric Learning for Clustering

Jieping Ye

70 views, 00:11:11

Impromptu session

Ohad Shamir

81 views, 01:00:09

From clustering to algorithms

Riccardo Zecchina

[syn] 74 views, 00:32:43

Sequential Superparamagnetic Clustering as Network Self-organisation Process

Thomas Ott

[syn] 71 views, 00:14:27

Clustering of Brain Tumours Through Constrained Manifold Learning Using Class Information

Raul Cruz

[syn] 46 views, 00:20:43

A Prediction-based Visual Approach for Cluster Exploration and Cluster Valadation by HOV3

Ke-Bing Zhang

61 views, 00:35:00

Qualitative Clustering of Short Time-Series: A Case Study of Firms Reputation Data

Ljupčo Todorovski

54 views, 00:22:23

Content Aggregation on Knowledge Bases Using Graph Clustering

Christoph Schmitz

48 views, 01:02:33

Searching the Web by Discovering and Clustering Related Terms

Gaël Dias

37 views, 00:28:34

Error Bounds for Correlation Clustering

Thorsten Joachims

37 views, 00:30:23

Explaining Text Clustering Results using Semantic Structures

Andreas Hotho

[syn] 19 views, 00:03:16

Matching Partitions over Time to Reliably Capture Local Clusters in Noisy Domains

Frank Hoppner

16 views

Generalization Bounds for Clustering

Shai Ben-David