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ISMVL
2007
IEEE
112views Hardware» more  ISMVL 2007»
14 years 2 months ago
Survey of Stochastic Computation on Factor Graphs
Stochastic computation is a new alternative approach for iterative computation on factor graphs. In this approach, the information is represented by the statistics of the bit stre...
Saeed Sharifi Tehrani, Shie Mannor, Warren J. Gros...
IJON
2006
104views more  IJON 2006»
13 years 8 months ago
Kernel methods and the exponential family
The success of Support Vector Machine (SVM) gave rise to the development of a new class of theoretically elegant learning machines which use a central concept of kernels and the a...
Stéphane Canu, Alexander J. Smola
VLDB
2004
ACM
123views Database» more  VLDB 2004»
14 years 1 months ago
CORDS: Automatic Generation of Correlation Statistics in DB2
When query optimizers erroneously assume that database columns are statistically independent, they can underestimate the selectivities of conjunctive predicates by orders of magni...
Ihab F. Ilyas, Volker Markl, Peter J. Haas, Paul G...
IJCNLP
2004
Springer
14 years 1 months ago
Statistical Substring Reduction in Linear Time
We study the problem of efficiently removing equal frequency n-gram substrings from an n-gram set, formally called Statistical Substring Reduction (SSR). SSR is a useful operatio...
Xueqiang Lü Le Zhang, Junfeng Hu
SIGMOD
2007
ACM
170views Database» more  SIGMOD 2007»
14 years 8 months ago
Cardinality estimation using sample views with quality assurance
Accurate cardinality estimation is critically important to high-quality query optimization. It is well known that conventional cardinality estimation based on histograms or simila...
Per-Åke Larson, Wolfgang Lehner, Jingren Zho...