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CC
2008
Springer
118views System Software» more  CC 2008»
13 years 4 months ago
Dimension Characterizations of Complexity Classes
We use derandomization to show that sequences of positive pspace-dimension
Xiaoyang Gu, Jack H. Lutz
ALT
2002
Springer
14 years 1 months ago
The Complexity of Learning Concept Classes with Polynomial General Dimension
The general dimension is a combinatorial measure that characterizes the number of queries needed to learn a concept class. We use this notion to show that any p-evaluatable concep...
Johannes Köbler, Wolfgang Lindner
MFCS
2005
Springer
13 years 9 months ago
Dimension Is Compression
Abstract. Effective fractal dimension was defined by Lutz (2003) in order to quantitatively analyze the structure of complexity classes. Interesting connections of effective dim...
María López-Valdés, Elvira Ma...
MFCS
2004
Springer
13 years 9 months ago
Scaled Dimension and the Kolmogorov Complexity of Turing-Hard Sets
We study constructive and resource-bounded scaled dimension as an information content measure and obtain several results that parallel previous work on unscaled dimension. Scaled ...
John M. Hitchcock, María López-Vald&...
CCIA
2008
Springer
13 years 6 months ago
On the Dimensions of Data Complexity through Synthetic Data Sets
Abstract. This paper deals with the characterization of data complexity and the relationship with the classification accuracy. We study three dimensions of data complexity: the len...
Núria Macià, Ester Bernadó-Ma...