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ALT
2015
Springer
2 years 4 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
2 years 4 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
ALT
2015
Springer
2 years 4 months ago
Subsampling in Smoothed Range Spaces
We consider smoothed versions of geometric range spaces, so an element of the ground set (e.g. a point) can be contained in a range with a non-binary value in [0, 1]. Similar noti...
Jeff M. Phillips, Yan Zheng
ALT
2015
Springer
2 years 4 months ago
Two Problems for Sophistication
Kolmogorov complexity measures the amount of information in data, but does not distinguish structure from noise. Kolmogorov’s definition of the structure function was the firs...
Peter Bloem, Steven de Rooij, Pieter Adriaans
ALT
2015
Springer
2 years 4 months ago
Exact Learning of Multivalued Dependencies
The transformation of a relational database schema into fourth normal form, which minimizes data redundancy, relies on the correct identification of multivalued dependencies. In t...
Montserrat Hermo, Ana Ozaki
ALT
2015
Springer
2 years 4 months ago
Information Preserving Dimensionality Reduction
Dimensionality reduction is a very common preprocessing approach in many machine learning tasks. The goal is to design data representations that on one hand reduce the dimension of...
Shrinu Kushagra, Shai Ben-David
ALT
2015
Springer
2 years 4 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
2 years 4 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 ...
ALT
2015
Springer
2 years 4 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
ALT
2015
Springer
2 years 4 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
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