56 search results - page 1 / 12 » Explaining Classifications For Individual Instances |
TKDE
2008
13 years 10 months ago
2008
We present a method for explaining predictions for individual instances. The presented approach is general and can be used with all classification models that output probabilities...
JMLR
2010
13 years 5 months ago
2010
After building a classifier with modern tools of machine learning we typically have a black box at hand that is able to predict well for unseen data. Thus, we get an answer to the...
JMLR
2010
13 years 5 months ago
2010
We present a general method for explaining individual predictions of classification models. The method is based on fundamental concepts from coalitional game theory and prediction...
AAMAS
2008
Springer
13 years 11 months ago
2008
Springer
Argumentation is a promising approach used by autonomous agents for reasoning about inconsistent/incomplete/uncertain knowledge, based on the construction and the comparison of ar...
ARGMAS
2007
Springer
14 years 2 months ago
2007
Springer
Argumentation is a promising approach used by autonomous agents for reasoning about inconsistent knowledge, based on the construction and the comparison of arguments. In this pape...