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Topics in Statistics: Statistical Learning Theory, Spring 2007 - MIT OCW
41 Papers
|
2 Members
| Created by
Bar tender
on
9/2/2008
| Category: Statistics
Description: The main goal of this course is to study the generalization ability of a number of popular machine learning algorithms such as boosting, support vector machines and neural networks. Topics include Vapnik-Chervonenkis theory, concentration inequalities in product spaces, and other elements of empirical process theory.
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1 - Voting classifiers - training error of boosting
1 - Voting classifiers - training error of boosting
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By
Bar tender
September 2, 2008
Views: 355
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Category:
Statistics
Tags:
boosting
classifiers
Error
training
voting
10 - Optimistic VC inequality
10 - Optimistic VC inequality
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By
Bar tender
September 2, 2008
Views: 247
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Category:
Statistics
Tags:
Inequality
Optimistic
VC
11 - VC subgraph classes of functions - Packing and covering numbers
11 - VC subgraph classes of functions - Packing and covering numbers
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By
Bar tender
September 2, 2008
Views: 490
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Category:
Statistics
Tags:
Classes
covering
NUMBERS
Packing
subgraph
VC
12 - VC subgraph classes of functions - Packing and covering numbers
12 - VC subgraph classes of functions - Packing and covering numbers
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By
Bar tender
September 2, 2008
Views: 471
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Category:
Statistics
Tags:
Classes
covering
NUMBERS
Packing
subgraph
VC
13 - Kolmogorov's chaining method. Dudley's entropy integral
13 - Kolmogorov's chaining method. Dudley's entropy integral
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By
Bar tender
September 2, 2008
Views: 394
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Category:
Statistics
Tags:
chaining
Dudley's
Entropy
integral
Kolmogorov's
Method
14 - More symmetrization - Generalized VC inequality
14 - More symmetrization - Generalized VC inequality
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By
Bar tender
September 2, 2008
Views: 344
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Category:
Statistics
Tags:
generalized
Inequality
symmetrization
VC
15 - Consequences of the generalized VC inequality
15 - Consequences of the generalized VC inequality
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By
Bar tender
September 2, 2008
Views: 322
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Category:
Statistics
Tags:
generalized
Inequality
VC
16 - Covering numbers of the convex hull
16 - Covering numbers of the convex hull
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By
Bar tender
September 2, 2008
Views: 328
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Category:
Statistics
Tags:
Convex
covering
Hull
NUMBERS
17 - Uniform entropy condition of VC-hull classes
17 - Uniform entropy condition of VC-hull classes
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Bar tender
September 2, 2008
Views: 492
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Category:
Statistics
Tags:
Classes
Entropy
Uniform
VC-hull
18 - Generalization error bound for VC-hull classes
18 - Generalization error bound for VC-hull classes
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Bar tender
September 2, 2008
Views: 322
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Category:
Statistics
Tags:
Bound
Classes
Error
generalization
VC-hull
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Massachusetts Institute of Technology, Massachusetts
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