Videolectures category: Kernel Methods

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Support Vector Machines (37)

Lectures

invited talk
[syn] 1418 views, 00:57:29

Kernel Tricks, Means and Ends

Bernhard Schölkopf

[syn] 1352 views, 04:31:39

Alexander J. Smola

2 comments


[syn] 1279 views, 02:14:31

Introduction to kernel methods

Alexander J. Smola

8 comments


[syn] 911 views, 02:06:49

Introduction to kernel methods

Bernhard Schölkopf

3 comments


757 views, 01:03:44

Kernel Methods in Statistical Learning

John Shawe-Taylor

647 views, 01:21:58

Introduction to Kernel Methods

Partha Niyogi

[syn] 645 views, 03:43:43

Introduction to Kernel Methods

Bernhard Schölkopf


[syn] 603 views, 05:12:02

Kernel methods and Support Vector Machines

Alexander J. Smola

[syn] 494 views, 04:15:17

Learning with Kernels

Bernhard Schölkopf

1 comment


481 views, 02:37:54

Theory and Applications of Kernel Space

Florence d'Alché

461 views, 01:27:44

Support Vector and Kernel Methods

John Shawe-Taylor

[syn] 441 views, 04:08:14

Kernel Methods in Computational Biology

Jean-Philippe Vert

390 views, 04:11:41

Unsupervised Learning with Kernels

Alexander J. Smola


[syn] 369 views, 03:07:33

Kernels and Gaussian Processes

Mark Girolami

[syn] 356 views, 00:26:30

The Pyramid Match Kernel: Efficient Learning with Sets of Features

Kristen Grauman

[syn] 252 views, 01:00:56

Introduction to Kernel Methods

Mikhail Belkin

246 views, 00:29:33

Kernel Methods in Statistical Learning

Nello Cristianini

220 views, 00:56:18

A theory of similarity functions for learning and clustering

Avrim Blum

[syn] 187 views, 00:21:44

Random projection, margins, kernels, and feature-selection

Avrim Blum

185 views, 01:29:45

ML in Bioinformatics

Florence d'Alché

[syn] 174 views, 01:02:15

Measures of Statistical Dependence

Arthur Gretton


[syn] 159 views, 04:55:29

Kernel Methods for Dependence and Causality

Kenji Fukumizu

138 views, 04:32:50

Bayesian Kernel Methods

Alexander J. Smola

[syn] 136 views, 03:15:27

Kernel Methods for Higher Order Image Statistics

Matthias O. Franz

1 comment

invited talk
136 views, 00:59:41

Graph kernels and applications in chemoinformatics

Jean-Philippe Vert

130 views, 04:31:12

Optimization for Kernel Methods

Sathiya Keerthi

1 comment

[syn] 129 views, 00:20:01

Fast Clustering based on Kernel Density Estimation

Alexander Hinneburg

128 views, 00:29:44

Random walk graph kernels and rational kernels

S.V.N. Vishwanathan

[syn] 120 views, 00:36:11

Kernels in Bioinformatics

Jean-Philippe Vert


[syn] 107 views, 01:49:17

Support Vector Machines and Kernel Methods

Colin Campbell

[syn] 104 views, 00:23:25

Semi-supervised Graph Clustering: A Kernel Approach

Brian Kulis

103 views, 01:23:27

Online Learning with Kernels

Yoram Singer

1 comment

90 views, 00:21:28

Color Image Segmentation: Kernel Do the Feature Space

Jianguo Lee

[syn] 85 views, 00:38:44

Completion of biological networks : the output kernel trees approach

Florence d'Alché

79 views, 00:17:27

Molecular Graph Kernels for Drug Discovery

Anthony Demco

77 views, 00:21:48

A Universal Kernel for Learning Regular Languages

Leonid Kontorovich

[syn] 77 views, 00:36:10

Regularization of Kernel Methods by Decreasing the Bandwidth of the Gaussian Kernel

Jean-Philippe Vert

[syn] 75 views, 00:21:50

An SMO-like algorithm for Kernel Conditional Random Fields

Roland Memisevic

75 views, 02:18:16

Adaptive Modelling via Pattern Analysis and the Kernel Methods approach

John Shawe-Taylor

72 views, 00:55:51

Output kernel tree

Florence d'Alché

[syn] 72 views, 00:53:04

Learning and Charting Chemical Space with Strings and Graphs: Challenges and Opportunities for AI and Machine Learning

Pierre Baldi

70 views, 00:06:08

Learning RoboCup-Keepaway with Kernels

Tobias Jung

70 views, 01:07:31

Bernhard Schölkopf

[syn] 68 views, 00:22:25

Large-scale RLSC Learning Without Agony

Wenye Li

[syn] 67 views, 00:20:21

Learning from Network Traffic: Computing Kernels over Connection Content

Pavel Laskov

64 views, 00:46:33

Learning multiple tasks with kernel methods

Theodoros Evgeniou

[syn] 63 views, 00:22:25

Statistical Translation, Heat Kernels, and Expected Distances

Guy Lebanon

[syn] 59 views, 00:19:41

Kernels on histograms through the transportation polytope

Marco Cuturi

[syn] 55 views, 00:16:22

The use of machine translation tools for cross-lingual text-mining

Blaž Fortuna

[syn] 51 views, 00:58:20

Kernel Based Methods

Colin Campbell

[syn] 50 views, 00:27:11

Conformal Multi-Instance Kernels

Matthew Blaschko

[syn] 46 views, 02:49:54

Learning and Regularization Using non Positive Kernels

Stephan Canu

[syn] 41 views, 00:24:23

Learning from Interpretations: A Rooted Kernel for Ordered Hypergraphs

Gabriel Wachman

[syn] 29 views, 00:47:37

Invariance in kernel methods - distance and integration kernels

Bernard Haasdonk

26 views, 00:25:33

Using Belief Networks and Fisher Kernels for Structured Document Classification

Ludovic Denoyer