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COLT
2003
Springer
14 years 4 months ago
Efficient Algorithms for Online Decision Problems
Adam Kalai, Santosh Vempala
COLT
2003
Springer
14 years 4 months ago
Learning All Subfunctions of a Function
Sublearning, a model for learning of subconcepts of a concept, is presented. Sublearning a class of total recursive functions informally means to learn all functions from that cla...
Sanjay Jain, Efim B. Kinber, Rolf Wiehagen
COLT
2003
Springer
14 years 4 months ago
Learning Random Log-Depth Decision Trees under the Uniform Distribution
We consider three natural models of random logarithmic depth decision trees over Boolean variables. We give an efficient algorithm that for each of these models learns all but an ...
Jeffrey C. Jackson, Rocco A. Servedio
COLT
2003
Springer
14 years 4 months ago
Sequence Prediction Based on Monotone Complexity
This paper studies sequence prediction based on the monotone Kolmogorov complexity Km=−log m, i.e. based on universal deterministic/one-part MDL. m is extremely close to Solomon...
Marcus Hutter
COLT
2003
Springer
14 years 4 months ago
A General Class of No-Regret Learning Algorithms and Game-Theoretic Equilibria
A general class of no-regret learning algorithms, called no-Φ-regret learning algorithms, is defined which spans the spectrum from no-external-regret learning to no-internal-reg...
Amy R. Greenwald, Amir Jafari
COLT
2003
Springer
14 years 4 months ago
Boosting with Diverse Base Classifiers
Sanjoy Dasgupta, Philip M. Long
COLT
2003
Springer
14 years 4 months ago
Positive Definite Rational Kernels
Corinna Cortes, Patrick Haffner, Mehryar Mohri
COLT
2003
Springer
14 years 4 months ago
On Learning to Coordinate: Random Bits Help, Insightful Normal Forms, and Competency Isomorphisms
A mere bounded number of random bits judiciously employed by a probabilistically correct algorithmic coordinator is shown to increase the power of learning to coordinate compared ...
John Case, Sanjay Jain, Franco Montagna, Giulia Si...
COLT
2003
Springer
14 years 4 months ago
Generality's Price: Inescapable Deficiencies in Machine-Learned Programs
John Case, Keh-Jiann Chen, Sanjay Jain, Wolfgang M...