32 search results - page 1 / 7 » On data mining, compression, and Kolmogorov complexity |
DATAMINE
2007
13 years 4 months ago
2007
ICALP
2007
Springer
13 years 11 months ago
2007
Springer
While data compression and Kolmogorov complexity are both about effective coding of words, the two settings differ in the following respect. A compression algorithm or compressor...
CORR
2006
Springer
13 years 4 months ago
2006
Springer
Classical rate-distortion theory requires knowledge of an elusive source distribution. Instead, we analyze rate-distortion properties of individual objects using the recently devel...
DAGSTUHL
2006
13 years 6 months ago
2006
We show that Kolmogorov complexity and such its estimators as universal codes (or data compression methods) can be applied for hypothesis testing in a framework of classical mathe...
KDD
2004
ACM
14 years 5 months ago
2004
ACM
Most data mining algorithms require the setting of many input parameters. Two main dangers of working with parameter-laden algorithms are the following. First, incorrect settings ...