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» On Efficiency of Learning: A Framework and Justification
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ECAI
2000
Springer
13 years 9 months ago
On Efficiency of Learning: A Framework and Justification
Abstract. A conceptual framework, whose goal is the improvement of efficiency of machine learning, is presented. The framework is designed in a broader context of problem solver (P...
Jindrich Bucha
AIED
2007
Springer
13 years 11 months ago
Standard-Compliant Scenario Building with Theoretical Justification in a Theory-Aware Authoring Tool
Nowadays standard technologies play important roles in enhancing sharability, reusability and interoperability of learning contents. However, there is a lack of pedagogical justifi...
Yusuke Hayashi, Jacqueline Bourdeau, Riichiro Mizo...
CIKM
2009
Springer
13 years 9 months ago
Empirical justification of the gain and discount function for nDCG
The nDCG measure has proven to be a popular measure of retrieval effectiveness utilizing graded relevance judgments. However, a number of different instantiations of nDCG exist, d...
Evangelos Kanoulas, Javed A. Aslam
ECAI
2008
Springer
13 years 7 months ago
Justification-Based Non-Clausal Local Search for SAT
While stochastic local search (SLS) techniques are very efficient in solving hard randomly generated propositional satisfiability (SAT) problem instances, a major challenge is to i...
Matti Järvisalo, Tommi A. Junttila, Ilkka Nie...
AUSAI
2006
Springer
13 years 9 months ago
Efficient AUC Learning Curve Calculation
Abstract. A learning curve of a performance measure provides a graphical method with many benefits for judging classifier properties. The area under the ROC curve (AUC) is a useful...
Remco R. Bouckaert