2683 search results - page 131 / 537 » Machine learning problems from optimization perspective |
154
click to vote
AAAI
1994
15 years 3 months ago
1994
We present a theory of a modeler's problem decomposition skills in the context of optimal reasonzng -- the use of qualitative modeling to strategically guide numerical explor...
110
click to vote
ECML
2007
Springer
15 years 6 months ago
2007
Springer
Most traffic management and optimization tasks, such as accident detection or optimal vehicle routing, require an ability to adequately model, reason about and predict irregular an...
118
click to vote
KDD
2004
ACM
15 years 7 months ago
2004
ACM
Like many purely data-driven machine learning methods, Support Vector Machine (SVM) classifiers are learned exclusively from the evidence presented in the training dataset; thus ...
170
click to vote
AAMAS
2005
Springer
15 years 2 months ago
2005
Springer
Cooperative multi-agent systems are ones in which several agents attempt, through their interaction, to jointly solve tasks or to maximize utility. Due to the interactions among t...
136
click to vote
ICML
2007
IEEE
16 years 3 months ago
2007
IEEE
A typical goal for transfer learning algorithms is to utilize knowledge gained in a source task to learn a target task faster. Recently introduced transfer methods in reinforcemen...