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» Classification of Individuals with Complex Structure
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ICML
2000
IEEE
14 years 5 months ago
Classification of Individuals with Complex Structure
This paper introduces a foundation for inductive learning based on the use of higher-order logic for knowledge representation. In particular, the paper (i) provides a systematic i...
Antony F. Bowers, Christophe G. Giraud-Carrier, Jo...
JMLR
2010
99views more  JMLR 2010»
12 years 11 months ago
An Efficient Explanation of Individual Classifications using Game Theory
We present a general method for explaining individual predictions of classification models. The method is based on fundamental concepts from coalitional game theory and prediction...
Erik Strumbelj, Igor Kononenko
HICSS
2007
IEEE
131views Biometrics» more  HICSS 2007»
13 years 11 months ago
Characterizing Genres of Web Pages: Genre Hybridism and Individualization
When dealing with genres of web pages, there are two important aspects to be taken into account. On the one hand, the web is fluid, unstable and fast-paced. On the other hand, gen...
Marina Santini
TIT
2010
107views Education» more  TIT 2010»
12 years 11 months ago
Rate distortion and denoising of individual data using Kolmogorov complexity
We examine the structure of families of distortion balls from the perspective of Kolmogorov complexity. Special attention is paid to the canonical rate-distortion function of a so...
Nikolai K. Vereshchagin, Paul M. B. Vitányi