Machine Learning Summer School (MLSS), Chicago 2009
47 Videos · Jun 1, 2009
About
The theme of this year's summer school is Theory and Practice of Computational Learning, to be held in conjunction with a research workshop on the same topic, during the period June 1-11, 2009 at International House, University of Chicago. The program will consist of a mixture of tutorial lectures and research talks. 3-4 hours of tutorial lectures will be held in the morning, and the reserarch talks in the afternoon.
The Summer school homepage can be found at http://www.cse.ohio-state.edu/mlss09/
Videos
Opening
Welcome Speech at the MLSS 2009
Jul 30, 2009
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4830 views
Tutorials
Graphical Models and Applications
Jul 30, 2009
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13489 views
Semi-Supervised Learning
Jul 30, 2009
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22931 views
Bounding Excess Risk in Machine Learning
Jul 30, 2009
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7367 views
Theory, Methods and Applications of Active Learning
Jul 30, 2009
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20645 views
An Overview of Compressed Sensing and Sparse Signal Recovery via L1 Minimization
Jul 30, 2009
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79648 views
Geometric Methods and Manifold Learning
Jul 30, 2009
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40909 views
Analysis of Clustering Procedures
Jul 30, 2009
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9717 views
Kernel Methods and Support Vector Machines
Jul 30, 2009
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17146 views
Theory and Applications of Boosting
Jul 30, 2009
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24235 views
Plenary Talks
Examining the Relative Influence of Familial, Genetic, and Environmental Covaria...
Jul 30, 2009
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4225 views
Spectral Graph Theory, Linear Solvers and Applications
Jul 30, 2009
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8867 views
Sparse Representations from Inverse Problems to Pattern Recognition
Jul 30, 2009
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14244 views
Generative Models for Image Analysis
Jul 30, 2009
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6273 views
Inference for Networks
Jul 30, 2009
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4503 views
Matrix Completion via Convex Optimization: Theory and Algorithms
Jul 30, 2009
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24428 views
Learning in Hierarchical Architectures: from Neuroscience to Derived Kernels
Jul 30, 2009
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9082 views
The Stability of the Contour of an Orientable 2-Manifold
Jul 30, 2009
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4108 views
Monday, June 1
Geometric Inference for Probability Distribution
Jul 30, 2009
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5300 views
Cut Locus and Topology from Point Data
Jul 30, 2009
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5093 views
PAC-Bayes Analysis: Background and Applications
Jul 30, 2009
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5861 views
Tuesday, June 2
Euler Calculus and Topological Data Management
Jul 30, 2009
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7158 views
Learning Dictionaries for Image Analysis and Sensing
Jul 30, 2009
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15787 views
Seeking Interpretable Models for High Dimensional Data
Jul 30, 2009
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6326 views
Wednesday, June 3
Vision and Hodge Theory
Jul 30, 2009
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5945 views
Statistical Classification and Cluster Processes
Jul 30, 2009
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4842 views
Learning Deformable Models
Jul 30, 2009
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5557 views
Thursday, June 4
Optimization Algorithms in Support Vector Machines
Jul 30, 2009
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7193 views
Learning Feature Hierarchies
Jul 30, 2009
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9490 views
Unsupervised Learning for Stereo Vision
Jul 30, 2009
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6164 views
Friday, June 5
Similarity-Based Classifiers: Problems and Solutions
Jul 30, 2009
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5603 views
What Do Unique Games, Structural Biology and the Low-Rank Matrix Completion Prob...
Jul 30, 2009
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6181 views
On Surrogate Loss Functions, f-Divergences and Decentralized Detection
Jul 30, 2009
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8848 views
Saturday, June 6
More Data Less Work: Runtime As A Monotonically Decreasing Function of Data Set ...
Jul 30, 2009
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4062 views
On Finding Low Error Clusterings
Jul 30, 2009
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7654 views
How to Visualize the Unseeable
Jul 30, 2009
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3610 views
Monday, June 8
Fitting a Graph to Vector Data
Jul 30, 2009
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6073 views
On a Theory of Similarity Functions for Learning and Clustering
Jul 30, 2009
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5267 views
A Bahadur Type Representation of the Linear Support Vector Machine and its Relat...
Jul 30, 2009
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4488 views
Tuesday, June 9
Multiscale Geometry and Harmonic Analysis of Data Bases
Jul 30, 2009
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6231 views
Cheeger Cuts and p-Spectral Clustering
Jul 30, 2009
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5649 views
Graphical Models for Speech Recognition: Articulatory and Audio-Visual Models
Jul 30, 2009
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7167 views
Wednesday, June 10
Drifting Games, Boosting and Online Learning
Jul 30, 2009
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5407 views
MAP Estimation with Perfect Graphs
Jul 30, 2009
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5618 views
Recent Progress in Combinatorial Statistics
Jul 30, 2009
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4307 views
Thursday, June 11
Cocktail Party Problem as Binary Classification
Jul 30, 2009
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6670 views
Machine Learning in Acoustic Signal Processing
Jul 30, 2009
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14084 views