Videolectures category: Clustering

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Lectures

[syn] 1674 views, 03:24:20

Lectures on Clustering

Ulrike von Luxburg

2 comments


1010 views, 00:03:21

K-nearest neighbor classification

Antal van den Bosch

2 comments

[syn] 625 views, 03:39:05

Clustering - An overview

Marina Meila

[syn] 547 views, 00:08:55

Machine Learning for Stock Selection

Robert Yan

1 comment

352 views, 00:19:35

Support Cluster Machine

Bin Li

240 views, 00:55:51

Differential Evolution and Particle Swarm Optimization in Partitional Clustering

Thiemo Krink

[syn] 179 views, 00:26:18

Music of the (p)Spheres

Alessandro Panconesi

[syn] 177 views, 01:07:10

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

Ulrike von Luxburg

[syn] 165 views, 00:16:56

Mixture Models and Collaborative Filtering Algorithms

Devdatt Dubhashi

[syn] 165 views, 00:22:01

Graph Clustering With Network Structure Indices

Matthew J. Rattigan

156 views, 00:16:51

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

Meghana Deodhar

best paper
[syn] 150 views, 00:21:27

Predictive Discrete Latent Factor Models for Large Scale Dyadic Data

Deepak Agarwal

[syn] 142 views, 01:02:20

Cluster stability and robust optimization

Joachim Buhmann

141 views, 00:18:09

Adaptive Dimension Reduction Using Discriminant Analysis and K-means Clustering

Shuiwang Ji

[syn] 129 views, 00:20:01

Fast Clustering based on Kernel Density Estimation

Alexander Hinneburg

128 views, 00:14:49

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

Flavia Moser

[syn] 128 views, 00:19:39

SCAN: A Structural Clustering Algorithm for Networks

Xiaowei Xu

1 comment

[syn] 120 views, 00:15:07

Constraint-Driven Clustering

Rong Ge

[syn] 118 views, 00:18:04

Visualising the Cluster Structure of Data Streams

Dimitris K. Tasoulis

116 views, 00:15:25

Graph Signature: A Simple Approach for Clustering Similar Graph

Rashid Jalal Qureshi

1 comment

[syn] 115 views, 00:26:32

Supervised Clustering with Support Vector Machines

Thomas Finley

114 views, 00:58:13

Comparing clustering with confidence

Marina Meila

112 views, 00:15:35

BoostCluster: Boosting Clustering by Pairwise Constraints

Yi Liu

[syn] 112 views, 00:33:18

The stability of a good clustering

Marina Meila

108 views, 00:01:59

Assessing the Performance of a Graph-based Clustering Algorithm

Pasquale Foggia

[syn] 106 views, 00:19:59

Spectral Clustering and Transductive Inference for Graph Data

Dengyong Zhou

1 comment

[syn] 104 views, 00:23:25

Semi-supervised Graph Clustering: A Kernel Approach

Brian Kulis

[syn] 104 views, 00:18:25

Optimal Dimensionality of Metric Space for Classification

Xiangyang Xue

[syn] 95 views, 00:19:54

Hierarchical Mixture Models: a Probabilistic Analysis

Mark Sandler

[syn] 92 views, 00:41:15

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

Kristiaan Pelckmans

[syn] 86 views, 00:59:51

A formal analysis of stability - lessons and open questions

Shai Ben-David

83 views, 00:55:35

Diffusion Maps, Spectral Clustering and Reaction Coordinates of Dynamical Systems

Boaz Nadler

2 comments

[syn] 76 views, 00:47:39

On a statistical model of cluster stability

Zeev Volkovich

67 views, 00:21:09

Nonlinear Adaptive Distance Metric Learning for Clustering

Jieping Ye

65 views, 00:26:35

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

Irina Rish

[syn] 64 views, 02:40:46

Machine learning for access and retrieval II

Jia Li

64 views, 00:58:03

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

Moses Charikar

[syn] 61 views, 00:24:02

Integrate Text Clustering Features in Text Categorization System

Qiang Zhou

60 views, 00:23:21

Science mapping with asymmetric co-occurence analisys

David Chavalarias

[syn] 60 views, 00:59:37

Stability and convergence

Nati Srebro

[syn] 60 views, 00:44:33

Stability in Mixture Modelling

Tilman Lange

60 views, 00:26:05

An Objective Evaluation Criterion for Clustering

Arindam Banerjee

58 views, 00:35:16

Szemerédi's Regularity Lemma and PairwiseClustering

Marcello Pelillo


58 views, 01:07:01

Cluster Stability for Finite Samples

Ohad Shamir

55 views, 00:35:11

ROC analisys for subgroup evaluation

Peter A. Flach

55 views, 00:11:11

Impromptu session

Ohad Shamir


[syn] 52 views, 00:18:19

Soft Topographic Map for Clustering and Classification of Bacteria

Massimo La Rosa

1 comment

52 views, 01:05:20

Learning predictive clustering rules

Bernard Ženko

46 views, 00:21:58

Mutual Spectral Clustering: Microarray Experiments Versus Text Corpus

Kristiaan Pelckmans

[syn] 41 views, 00:14:27

Clustering of Brain Tumours Through Constrained Manifold Learning Using Class Information

Raul Cruz

39 views, 01:00:09

From clustering to algorithms

Riccardo Zecchina

30 views, 01:02:33

Searching the Web by Discovering and Clustering Related Terms

Gaël Dias

[syn] 29 views, 00:32:43

Sequential Superparamagnetic Clustering as Network Self-organisation Process

Thomas Ott

25 views, 00:35:00

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

Ljupčo Todorovski

20 views, 00:28:34

Error Bounds for Correlation Clustering

Thorsten Joachims

19 views, 00:22:23

Content Agregation on Knowledge Bases using Graph Clustering

19 views, 00:30:23

Explaining Text Clustering Results using Semantic Structures

Andreas Hotho

16 views, 00:00:00

Generalization Bounds for Clustering

Shai Ben-David

15 views, 00:22:23

Content Aggregation on Knowledge Bases Using Graph Clustering

Christoph Schmitz

[syn] 8 views, 00:20:43

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

Ke-Bing Zhang

[syn] 2 views, 00:03:16

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

Frank Hoppner