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ICSE
1995
IEEE-ACM
15 years 10 months ago
A Framework for Selective Recompilation in the Presence of Complex Intermodule Dependencies
Compilers and other programming environment tools derive information from the source code of programs; derived information includes compiled code, interprocedural summary informat...
Craig Chambers, Jeffrey Dean, David Grove
AAAI
2007
15 years 9 months ago
Near-optimal Observation Selection using Submodular Functions
AI problems such as autonomous robotic exploration, automatic diagnosis and activity recognition have in common the need for choosing among a set of informative but possibly expen...
Andreas Krause, Carlos Guestrin
AAAI
2000
15 years 8 months ago
Selective Sampling with Redundant Views
Selective sampling, a form of active learning, reduces the cost of labeling training data by asking only for the labels of the most informative unlabeled examples. We introduce a ...
Ion Muslea, Steven Minton, Craig A. Knoblock
WSC
1998
15 years 8 months ago
Comparison of Bayesian and Frequentist Assessments of Uncertainty for Selecting the Best System
An important problem in discrete-event stochastic simulation is the selection of the best system from a finite set of alternatives. There are many techniques for ranking and selec...
Koichiro Inoue, Stephen E. Chick
DAGSTUHL
2009
15 years 7 months ago
Advances in Feature Selection with Mutual Information
The selection of features that are relevant for a prediction or classification problem is an important problem in many domains involving high-dimensional data. Selecting features h...
Michel Verleysen, Fabrice Rossi, Damien Fran&ccedi...