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» On the Need for Practical Formal Methods
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JMLR
2012
13 years 6 months ago
Krylov Subspace Descent for Deep Learning
In this paper, we propose a second order optimization method to learn models where both the dimensionality of the parameter space and the number of training samples is high. In ou...
Oriol Vinyals, Daniel Povey
TKDE
2012
192views Formal Methods» more  TKDE 2012»
13 years 6 months ago
Discriminative Feature Selection by Nonparametric Bayes Error Minimization
Feature selection is fundamental to knowledge discovery from massive amount of high-dimensional data. In an effort to establish theoretical justification for feature selection al...
Shuang-Hong Yang, Bao-Gang Hu
TLDI
2005
ACM
151views Formal Methods» more  TLDI 2005»
15 years 10 months ago
Strict bidirectional type checking
Completely annotated lambda terms (such as are arrived at via the straightforward encodings of various types from System F) contain much redundant type information. Consequently, ...
Adam J. Chlipala, Leaf Petersen, Robert Harper
FMCAD
2000
Springer
15 years 8 months ago
SAT-Based Image Computation with Application in Reachability Analysis
Image computation nds wide application in VLSI CAD, such as state reachability analysis in formal veri cation and synthesis, combinational veri cation, combinational and sequential...
Aarti Gupta, Zijiang Yang, Pranav Ashar, Anubhav G...
TASLP
2011
14 years 11 months ago
Estimating Dominance in Multi-Party Meetings Using Speaker Diarization
—With the increase in cheap commercially available sensors, recording meetings is becoming an increasingly practical option. With this trend comes the need to summarize the recor...
Hayley Hung, Yan Huang, Gerald Friedland, Daniel G...