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CANDC
2007
ACM
15 years 7 months ago
All I really need to know (about creative thinking) I learned (by studying how children learn) in kindergarten
This paper argues that the “kindergarten approach to learning” – characterized by a spiraling cycle of Imagine, Create, Play, Share, Reflect, and back to Imagine – is idea...
Mitchel Resnick
NIPS
2003
15 years 6 months ago
All learning is Local: Multi-agent Learning in Global Reward Games
In large multiagent games, partial observability, coordination, and credit assignment persistently plague attempts to design good learning algorithms. We provide a simple and ef...
Yu-Han Chang, Tracey Ho, Leslie Pack Kaelbling
ICML
1994
IEEE
15 years 8 months ago
Reducing Misclassification Costs
We explore algorithms for learning classification procedures that attempt to minimize the cost of misclassifying examples. First, we consider inductive learning of classification ...
Michael J. Pazzani, Christopher J. Merz, Patrick M...
COLT
2003
Springer
15 years 10 months ago
Learning All Subfunctions of a Function
Sublearning, a model for learning of subconcepts of a concept, is presented. Sublearning a class of total recursive functions informally means to learn all functions from that cla...
Sanjay Jain, Efim B. Kinber, Rolf Wiehagen
FOCS
2009
IEEE
15 years 12 months ago
A Complete Characterization of Statistical Query Learning with Applications to Evolvability
Statistical query (SQ) learning model of Kearns is a natural restriction of the PAC learning model in which a learning algorithm is allowed to obtain estimates of statistical prop...
Vitaly Feldman