Location: EU Supported » PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning » ICML 2007 - The 24th Annual International Conference on Machine Learning

event thumbnail image

ICML 2007 - The 24th Annual International Conference on Machine Learning

Learning Probabilistic Stochastic Models from Probabilistic Examples

author:Stephen Muggleton, Imperial College London
published: June 23, 2007, recorded: June 2007, views: 283

Categories

Top » Computer Science » Machine Learning » Human Language Technology
Top » Computer Science » Machine Learning » Inductive Logic Programming

Turn off the lights

You might be experiencing some problems with Your Video player.

Slides

Slides
0:00	Learning probabilistic logic models from probabilistic examples
1:41	Introduction
4:03	Background and motivation
5:38	Abductive SLPs
9:19	Learning metabolic network inhibition
11:32	Metabolic network inhibition learned by Abductive ILP
14:00	Extracting Probabilistic Examples from scientific data
16:25	Experiments learning metabolic network inhibition
17:06	Experiment results
18:31	Metabolic network inchibition learned by Abductive SLPs
19:39	Abductive SLP models
20:33	Discussion and conclusions

Related content

Visitors who watched this lecture also watched...

Best Paper - Information-Theoretic Metric Learning
1348 views - Brian Kulis, 2007

ILP Invited Panel - Structured Machine Learning: The Next 10 Years
784 views - Lise Getoor, Bernhard Pfahringer, Pedro Domingos, Thomas Dietterich, Stephen Muggleton, 2007

A Tutorial Introduction to Stochastic Differential Equations: Continuous-time Gaussian Markov Processes
7375 views - Chris Williams, 2006

The next 10 years of ILP
193 views - Stephen Muggleton, 2007

Bias/variance analysis of relational domains
986 views - Jennifer Neville, 2007

Machine Learning, Probability and Graphical Models
18397 views - Sam Roweis, 2006

Practical Statistical Relational Learning
1764 views - Pedro Domingos, 2007

Kernel Tricks, Means and Ends
1913 views - Bernhard Schölkopf, 2007

Bayesian models of human inductive learning
2053 views - Josh Tenenbaum, 2007

Gaussian Process Basics
12595 views - David MacKay, 2006

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.

Lecture popularity: You need to login to cast your vote.

See Also:

Download slides icon Download slides: icml07_muggleton_lpsm.pdf (282.4 KB)

Launch Windows Media Player Launch in a standalone WM Player

WMedia Player Switch to Windows Media Player

Help icon Streaming Video Help

WebLink icon Windows Media Player Firefox Plugin - Download

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Write your own review or comment:

Comment
Name
Email address
URL

make sure you have javascript enabled or clear this field: