Videolectures category: Support Vector Machines

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[syn] 12069 views, 03:54:31

Support Vector Machines

Chih-Jen Lin

comments

17 comments


[syn] 4224 views, 01:28:05

Introduction to Support Vector Machines

Colin Campbell

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10 comments


3695 views, 04:16:53

Learning with Kernels

Bernhard Schölkopf

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4 comments

invited speaker
[syn] 982 views, 00:58:54

Who is Afraid of Non-Convex Loss Functions?

Yann LeCun


1163 views, 02:37:54

Theory and Applications of Kernel Space

Florence d'Alché

comments

1 comment

Invited speaker
[syn] 506 views, 00:59:42

Structured Output Prediction with Structural SVMs

Thorsten Joachims

1015 views, 01:27:44

Support Vector and Kernel Methods

John Shawe-Taylor

[syn] 21 views, 00:22:34

Discriminative Network Models of Schizophrenia

Guillermo Cecchi


[syn] 477 views, 00:21:54

Fast Support Vector Machine Training and Classification on Graphics Processors

Bryan Catanzaro

683 views, 05:52:18

Support Vector Machines and Kernels

Bernhard Schölkopf

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1 comment

[syn] 463 views, 01:24:01

PAC-Bayes Analysis of Classification

John Shawe-Taylor

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2 comments

[syn] 328 views, 00:22:27

Nu-Support Vector Machine as Conditional Value-at-Risk Minimization

Akiko Takeda

[syn] 200 views, 00:22:54

Kernel Learning for Novelty Detection

John Shawe-Taylor

[syn] 467 views, 00:54:33

The Limit of One-Class SVM

Regis Vert

comments

1 comment

[syn] 330 views, 00:24:56

How to Teach Support Vector Machine to Learn Vector Outputs

Sandor Szedmak

[syn] 267 views, 00:18:00

Support Feature Machine for Classification of Abnormal Brain Activity

Art Chaovalitwongse

comments

1 comment

[syn] 178 views, 00:16:49

Predicting anti-cancer molecule activity using machine learning algorithms

Jose Santos

281 views, 00:35:01

Analysis of Support Vector Machine Classification

Ding-Xuan Zhou

ICML best paper
131 views, 00:35:37

SVM Optimization: Inverse Dependence on Training Set Size

Nathan Srebro

[syn] 227 views, 00:26:32

Supervised Clustering with Support Vector Machines

Thomas Finley

[syn] 172 views, 00:18:25

Optimal Dimensionality of Metric Space for Classification

Xiangyang Xue

[syn] 147 views, 00:22:06

A Support Vector Machine Approach to Dutch Part-of-Speech Tagging

Mannes Poel


[syn] 93 views, 00:24:18

Predicting Diverse Subsets Using Structural SVMs

Yisong Yue

[syn] 173 views, 00:48:35

Tricks of the trade for training SVMs

Gökhan H. Bakir

165 views, 00:32:09

Fast SVM Approximations for Object Detection

Wolf Kienzle

[syn] 154 views, 00:26:06

Multi-Classification by Using Tri-class SVM

Cecilio Angulo

comments

1 comment

[syn] 73 views, 00:22:11

Pascal Challenge: Linear Support Vector Machines

Hsiang-Fu Yu

[syn] 121 views, 00:20:01

Optimal Support Vector Selection for Kernel Perceptrons

Daniel García

114 views, 00:51:15

Support vector machines loss with l1 penalty

Sara van de Geer

[syn] 112 views, 00:18:49

Large-scale parallel implementations of SVMs

Igor Durdanović

111 views, 00:27:45

Context changes detection by one-class svms

Gaëlle Loosli

109 views, 00:28:31

Improving SVM Text Classification Performance through Threshold Adjustment

James Shanahan

best paper
104 views, 00:29:40

A Support Vector Method for Multivariate Performance Measures

Thorsten Joachims

comments

1 comment

[syn] 104 views, 00:21:35

Linear SVM Classification of Visual Objects using a Dense Image Representation

Frederic Jurie

98 views, 00:12:50

Object categorization with SVM: kernels for local features

Jan Eichhorn

[syn] 94 views, 01:11:52

Robustness properties of support vector machines and related methods

Andreas Christmann

[syn] 57 views, 00:02:16

Polyp Detection in Endoscopic Video using SVMs

Luís A. Alexandre

[syn] 81 views, 00:33:21

Integrating two features or kernels within one SVM classifier

Hongying Meng


78 views, 00:39:02

Splice form prediction using Machine Learning

Gunnar Rätsch

[syn] 77 views, 00:24:01

Working Set Selection Using the Second Order Information for SVMs

Chih-Jen Lin

[syn] 75 views, 00:18:56

Implementing SVM in an RDBMS: Improved Scalability and Usability

Joseph S. Yarmus

74 views, 00:12:05

Data analysis and support vector machines in recognition of sleep stages

Audrius Varoneckas

[syn] 73 views, 00:18:04

Mixture of SVMs for Face Class Modeling

Julien Meynet

comments

1 comment

[syn] 69 views, 00:33:22

Learning interpretable SVMs for biological sequence classification

Sören Sonnenburg

56 views, 00:55:24

Fast Learning Rates for Support Vector Machines

Ingo Steinwart

[syn] 50 views, 00:56:08

Some Aspects of Learning Rates for SVMs

Ingo Steinwart

[syn] 45 views, 00:21:09

Large Scale Genomic Sequence Support Vector Machines

Sören Sonnenburg

44 views, 00:40:29

Learning structured data via flow represented actions of support vector machines

Sandor Szedmak

[syn] 44 views, 00:20:36

Automatic Dominance Detection In Meetings Using Support Vector Machines

Rutger Rienks

[syn] 34 views, 00:27:00

Textual Entailment as Syntactic Graph Distance: a rule based and a SVM based approach

Fabio Massimo Zanzotto