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» Randomly Sampling Molecules
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WWW
2008
ACM
14 years 6 months ago
Mining, indexing, and searching for textual chemical molecule information on the web
Current search engines do not support user searches for chemical entities (chemical names and formulae) beyond simple keyword searches. Usually a chemical molecule can be represen...
Bingjun Sun, Prasenjit Mitra, C. Lee Giles
SDM
2007
SIAM
133views Data Mining» more  SDM 2007»
13 years 7 months ago
On Point Sampling Versus Space Sampling for Dimensionality Reduction
In recent years, random projection has been used as a valuable tool for performing dimensionality reduction of high dimensional data. Starting with the seminal work of Johnson and...
Charu C. Aggarwal
ICASSP
2007
IEEE
14 years 2 days ago
ML Estimation of DNA Initial Copy Number in Polymerase Chain Reaction (PCR) Processes
Estimation of DNA copy number in a given biological sample is an extremely important problem in genomics. This problem is especially challenging when the number of the DNA strands...
Haris Vikalo, Babak Hassibi, Arjang Hassibi
JMLR
2012
11 years 8 months ago
Sample Complexity of Composite Likelihood
We present the first PAC bounds for learning parameters of Conditional Random Fields [12] with general structures over discrete and real-valued variables. Our bounds apply to com...
Joseph K. Bradley, Carlos Guestrin