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454
Voted
ALT
2015
Springer
9 years 8 months ago
Learning with Deep Cascades
Abstract. We introduce a broad learning model formed by cascades of predictors, Deep Cascades, that is structured as general decision trees in which leaf predictors or node questio...
Giulia DeSalvo, Mehryar Mohri, Umar Syed
449
Voted
ALT
2015
Springer
9 years 8 months ago
On the Rademacher Complexity of Weighted Automata
Weighted automata (WFAs) provide a general framework for the representation of functions mapping strings to real numbers. They include as special instances deterministic finite au...
Borja Balle, Mehryar Mohri
ALT
2015
Springer
9 years 8 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 ...
367
Voted
ALT
2015
Springer
9 years 8 months ago
Online Linear Optimization for Job Scheduling Under Precedence Constraints
We consider an online job scheduling problem on a single machine with precedence constraints under uncertainty. In this problem, for each trial t = 1, . . . , T, the player chooses...
Takahiro Fujita, Kohei Hatano, Shuji Kijima, Eiji ...
ALT
2015
Springer
9 years 8 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
Machine Learning
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