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» On-line Algorithms in Machine Learning
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101
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ALDT
2011
Springer
241views Algorithms» more  ALDT 2011»
14 years 2 months ago
The Machine Learning and Traveling Repairman Problem
Theja Tulabandhula, Cynthia Rudin, Patrick Jaillet
ICML
1990
IEEE
15 years 6 months ago
Average Case Analysis of Conjunctive Learning Algorithms
We present an approach to modeling the average case behavior of learning algorithms. Our motivation is to predict the expected accuracy of learning algorithms as a function of the...
Michael J. Pazzani, Wendy Sarrett
ICML
2007
IEEE
16 years 3 months ago
CarpeDiem: an algorithm for the fast evaluation of SSL classifiers
In this paper we present a novel algorithm, CarpeDiem. It significantly improves on the time complexity of Viterbi algorithm, preserving the optimality of the result. This fact ha...
Roberto Esposito, Daniele P. Radicioni
ALT
2010
Springer
15 years 4 months ago
A Lower Bound for Learning Distributions Generated by Probabilistic Automata
Known algorithms for learning PDFA can only be shown to run in time polynomial in the so-called distinguishability
Borja Balle, Jorge Castro, Ricard Gavaldà
140
Voted
AAAI
2011
14 years 2 months ago
Effective End-User Interaction with Machine Learning
End-user interactive machine learning is a promising tool for enhancing human productivity and capabilities with large unstructured data sets. Recent work has shown that we can cr...
Saleema Amershi, James Fogarty, Ashish Kapoor, Des...