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» On the Complexity of Function Learning
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OSDI
2008
ACM
16 years 4 months ago
KLEE: Unassisted and Automatic Generation of High-Coverage Tests for Complex Systems Programs
We present a new symbolic execution tool, KLEE, capable of automatically generating tests that achieve high coverage on a diverse set of complex and environmentally-intensive prog...
Cristian Cadar, Daniel Dunbar, Dawson R. Engler
ICFP
2007
ACM
16 years 3 months ago
Relating complexity and precision in control flow analysis
We analyze the computational complexity of kCFA, a hierarchy of control flow analyses that determine which functions may be applied at a given call-site. This hierarchy specifies ...
David Van Horn, Harry G. Mairson
FOCS
2007
IEEE
15 years 10 months ago
On the Hardness and Smoothed Complexity of Quasi-Concave Minimization
In this paper, we resolve the smoothed and approximative complexity of low-rank quasi-concave minimization, providing both upper and lower bounds. As an upper bound, we provide th...
Jonathan A. Kelner, Evdokia Nikolova
BMCBI
2006
150views more  BMCBI 2006»
15 years 3 months ago
CGAT: a comparative genome analysis tool for visualizing alignments in the analysis of complex evolutionary changes between clos
Background: The recent accumulation of closely related genomic sequences provides a valuable resource for the elucidation of the evolutionary histories of various organisms. Howev...
Ikuo Uchiyama, Toshio Higuchi, Ichizo Kobayashi
ML
2002
ACM
154views Machine Learning» more  ML 2002»
15 years 3 months ago
Technical Update: Least-Squares Temporal Difference Learning
TD() is a popular family of algorithms for approximate policy evaluation in large MDPs. TD() works by incrementally updating the value function after each observed transition. It h...
Justin A. Boyan