| 
  • If you are citizen of an European Union member nation, you may not use this service unless you are at least 16 years old.

  • Dokkio Sidebar (from the makers of PBworks) is a Chrome extension that eliminates the need for endless browser tabs. You can search all your online stuff without any extra effort. And Sidebar was #1 on Product Hunt! Check out what people are saying by clicking here.

View
 

Theory

This version was saved 15 years, 10 months ago View current version     Page history
Saved by olivier
on September 21, 2006 at 11:41:22 am
 

Mathematical Foundations of Learning Theory

 

Machine Learning relates to many different domains: data analysis, data processing, information retrieval, statistics, knowledge discovery, reasoning under uncertainty...

 

But the main distinguishing feature of the learning problem is that it requires a form of reasoning which is non-deductive: it requires induction, transduction, abduction or generalization.

 

As a result, the learning problem has its roots in the following theories

 

 

 

 

Another similar list

 

  • Formalizing reasoning / Foundational issues
    • Logic W
    • Induction Theory W, Philosophy of induction

 

  • Formalizing decision-making and interactions
    • Decision Theory W
    • Auction Theory W
    • Rational Choice Theory, Public choice theory, Social choice theory...
    • Portfolio Theory W, Sharpe ratio W
    • Theory of Risk Aversion W, Utility W
    • Game Theory W, W
    • Finance, Gambling Theory W, Arbitrage W, Prediction Markets W, Efficient market theory W, Value-at-Risk W, Hedge W
    • Interpretation of Probability W

 

  • Formalizing information and regularity
    • Information Theory W
    • Algorithmic Information Theory W
    • Compression W, Universal compression
    • Randomness W

 

  • Formalizing Inference
    • Logic Inference
    • Inductive Inference
    • Statistical Inference

 

  • Tools
    • Probability Theory
    • Optimization Theory
    • Algorithms
    • Functional Analysis

Comments (0)

You don't have permission to comment on this page.