Videolectures category: Bayesian Learning

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Lectures


[syn] 2100 views, 01:06:55

Generative Models for Visual Objects and Object Recognition via Bayesian Inference

Fei-Fei Li

3 comments


[syn] 1886 views, 01:34:49

Dirichlet Processes: Tutorial and Practical Course

Yee Whye Teh

1 comment


[syn] 1218 views, 05:02:32

Bayesian inference and Gaussian processes

Carl Edward Rasmussen

3 comments

[syn] 1153 views, 03:13:52

Bayesian Inference: Principles and Practice

Mike Tipping

3 comments

995 views, 01:24:49

Bayesian Learning

Zoubin Ghahramani

6 comments

invited talk
[syn] 929 views, 01:14:13

Bayesian models of human inductive learning

Josh Tenenbaum

3 comments


[syn] 885 views, 02:09:54

Learning Bayesian Networks

Richard E. Neapolitan

1 comment


[syn] 817 views, 01:47:07

Probability, Information Theory and Bayesian Inference

Joaquin Quiñonero Candela

2 comments


[syn] 469 views, 00:19:38

Introduction to Reinforcement Learning and Bayesian learning

Mohammad Ghavamzadeh


[syn] 363 views, 02:47:43

Dirichlet Processes and Nonparametric Bayesian Modelling

Volker Tresp

2 comments


[syn] 346 views, 02:56:16

Probabilistic and Bayesian Modelling I

Manfred Opper

1 comment

340 views, 01:00:00

Nonparametric Bayesian Models in Machine Learning

Zoubin Ghahramani

[syn] 208 views, 00:57:45

Gaussian Process Temporal Difference

Yaakov Engel

[syn] 202 views, 01:19:26

Model-based Bayesian RL

Pascal Poupart

[syn] 195 views, 00:23:13

How Random is a Coin Toss? Bayesian Inference and the Symbolic Dynamics of Deterministic Chaos

Christopher Strelioff

[syn] 156 views, 00:38:04

A Bayesian Probability Calculus for Density Matrices

Manfred K. Warmuth


[syn] 155 views, 00:26:31

Large-scale Bayesian Inference for Collaborative Filtering

Ole Winther

invited talk
[syn] 147 views, 00:47:57

Dynamic Bayesian Networks for Multimodal Interaction

Tony Jebara

1 comment

[syn] 145 views, 00:32:10

Bayesian Data Fusion with Gaussian Process Priors : An Application to Protein Fold Recognition

Mark Girolami

144 views, 04:32:50

Bayesian Kernel Methods

Alexander J. Smola

[syn] 136 views, 00:14:15

Demo - Control of an octopus arm using GPTD

Yaakov Engel

1 comment

132 views, 01:33:41

Bayesian Methods

Christian Borgelt

1 comment

[syn] 121 views, 00:22:54

Experimental Design for Efficient Identification of Gene Regulatory Networks using Sparse Bayesian Models

Matthias Seeger

118 views, 00:21:59

Reconstructing Transcriptional Networks using Bayesian State Space Model

David Wild

115 views, 00:26:45

Objective Bayesian Nets for Breast Cancer Prognosis

Sylvia Nagl

[syn] 109 views, 00:56:25

Multitask learning: the Bayesian way

Tom Heskes

[syn] 106 views, 00:39:41

Gene regulatory network reconstruction by Bayesian integration of prior knowledge and/or different experimental conditions

Dirk Husmeier

1 comment

[syn] 106 views, 02:46:13

Probabilistic and Bayesian Modelling II

Manfred Opper

[syn] 100 views, 01:26:33

Bayesian methods for data Modelling

Mike Tipping

91 views, 00:09:47

Part 1: A Novel Bayesian Approach for Uncovering Potential Spectroscopic Counterparts for Clinical Variables in 1H NMR Metabonomic Applications

Mika Ala-Korpela, Ville-Petteri Mäkinen


[syn] 83 views, 00:28:38

Probabilistic inference methods in robotics-filling the gap between high-level reasoning and low-level motion control

Marc Toussaint

invited talk
[syn] 83 views, 00:34:43

Bayesian Inference for Systems Biological Models via a Diffusion Approximation

Andrew Golightly

[syn] 82 views, 00:20:43

Tree Augmented Naive Bayes for Regression Using Mixtures of Truncated Exponentials: Application to Higher Education Management

Antonio Salmerón

[syn] 75 views, 00:17:06

Variational Bayesian methods for audio indexing

Fabio Valente

1 comment

73 views, 00:53:06

Bayesian Methods for Inverse Problems

Fabrice Gamboa

[syn] 71 views, 00:20:29

Efficient discriminative learning of Bayesian network classifier via Boosted Augmented Naive Bayes

Yushi Jing

[syn] 66 views, 00:18:21

Time delay analysis

Catherine Higham

invited talk
64 views, 00:25:32

Optimality of Bayesian Transduction - Implications for Input Non-stationarity

Lars Kai Hansen

59 views, 01:02:56

Applications of Bayesian Sensitivity and Uncertainty Analysis to the Statistical Analysis of Computer Simulators for Carbon Dynamics

Marc Kennedy

58 views, 00:19:57

Part 2: A Novel Bayesian Approach for Uncovering Potential Spectroscopic Counterparts for Clinical Variables in 1H NMR Metabonomic Applications

Ville-Petteri Mäkinen, Mika Ala-Korpela

44 views, 01:02:54

Convergence of MDL and Bayesian Methods

Tong Zhang

[syn] 35 views, 00:26:53

BayesANIL - A Bayesian Model for Handling Approximate, Noisy or Incomplete Labeling in Text Classification

Ganes Ramakrishnan

28 views, 00:57:31

Empirical Bayesian test for the smoothness

Eduard Belitser

20 views, 01:01:52

Universal Coding/Prediction and Statistical (In)consistency of Bayesian inference

Peter Grünwald

[syn] 19 views, 00:20:31

Shrinkage Estimator for Bayesian Network Parametrs

John Burge