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Gaussian Logic for Predictive Classification

Published on Nov 30, 20112830 Views

We describe a statistical relational learning framework called Gaussian Logic capable to work efficiently with combinations of relational and numerical data. The framework assumes that, for a fixed re

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Chapter list

Gaussian Logic for Predictive Classification00:00
Outline00:19
Introduction00:59
Statistical Relational Learning01:04
Gaussian Logic - 101:56
Gaussian Logic - 202:10
More Intuition03:13
Modeling the Distributions04:33
Gaussian Features05:20
Constructions06:16
Estimation - 107:32
Estimation - 208:45
Estimation - 309:52
Note10:49
An Experiment with Proteins11:28
Predicting DNA - binding Propensity11:47
DNA-binding Propensity – Method12:38
DNA-binding Propensity - Results13:50
An Experiment with Gene Expression Data15:03
Automatic Invention of Gene Sets for Set-level Predictive Classification15:09
Set-level Classification - Results15:57
Conclusions16:51
Thank You18:40