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461
Voted
ALT
2015
Springer
9 years 11 months ago
Hierarchical Design of Fast Minimum Disagreement Algorithms
Abstract. We compose a toolbox for the design of Minimum Disagreement algorithms. This box contains general procedures which transform (without much loss of efficiency) algorithms ...
Malte Darnstädt, Christoph Ries, Hans Ulrich ...
405
Voted
ALT
2015
Springer
9 years 11 months ago
Learning a Random DFA from Uniform Strings and State Information
Deterministic finite automata (DFA) have long served as a fundamental computational model in the study of theoretical computer science, and the problem of learning a DFA from give...
Dana Angluin, Dongqu Chen
408
Voted
ALT
2015
Springer
9 years 11 months ago
Multi-task and Lifelong Learning of Kernels
We consider a problem of learning kernels for use in SVM classification in the multi-task and lifelong scenarios and provide generalization bounds on the error of a large margin c...
Anastasia Pentina, Shai Ben-David
119
Voted
ALT
2015
Springer
9 years 11 months ago
Interactive Clustering of Linear Classes and Cryptographic Lower Bounds
Abstract. We study an interactive model of supervised clustering introduced by Balcan and Blum [6], where the clustering algorithm has query access to a teacher. We give an efficie...
Ádám Dániel Lelkes, Lev Reyzi...
ALT
2015
Springer
9 years 11 months ago
Scale-Free Algorithms for Online Linear Optimization
We design algorithms for online linear optimization that have optimal regret and at the same time do not need to know any upper or lower bounds on the norm of the loss vectors. We ...
Francesco Orabona, Dávid Pál