Learning through failure
Title | Learning through failure |
Publication Type | Journal Articles |
Year of Publication | 2006 |
Authors | Sato T, Kameya Y, De Raedt L, Dietterich T, Getoor L, Muggleton SH |
Journal | Probabilistic, Logical and Relational Learning-Towards a Synthesis |
Issue | 05051 |
Date Published | 2006/// |
Abstract | PRISM, a symbolic-statistical modeling language we have been developing since '97, recently incorporated a program transformation technique to handle failure in generative modeling. I'll show this feature opens a way to new breeds of symbolic models, including EM learning from negative observations, constrained HMMs and finite PCFGs. |