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118
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COLT
1999
Springer
15 years 7 months ago
Beating the Hold-Out: Bounds for K-fold and Progressive Cross-Validation
The empirical error on a test set, the hold-out estimate, often is a more reliable estimate of generalization error than the observed error on the training set, the training estim...
Avrim Blum, Adam Kalai, John Langford
150
Voted
VLDB
1998
ACM
110views Database» more  VLDB 1998»
15 years 7 months ago
Massive Stochastic Testing of SQL
Deterministic testing of SQL database systems is human intensive and cannot adequately cover the SQL input domain. A system (RAGS), was built to stochastically generate valid SQL ...
Donald R. Slutz
124
Voted
SPAA
1997
ACM
15 years 7 months ago
Pipelining with Futures
Pipelining has been used in the design of many PRAM algorithms to reduce their asymptotic running time. Paul, Vishkin, and Wagener (PVW) used the approach in a parallel implementat...
Guy E. Blelloch, Margaret Reid-Miller
ASPLOS
2009
ACM
15 years 7 months ago
Efficient online validation with delta execution
Software systems are constantly changing. Patches to fix bugs and patches to add features are all too common. Every change risks breaking a previously working system. Hence admini...
Joseph Tucek, Weiwei Xiong, Yuanyuan Zhou
129
Voted
ICDCS
2010
IEEE
15 years 7 months ago
Practical Robust Communication in DHTs Tolerating a Byzantine Adversary
—There are several analytical results on distributed hash tables (DHTs) that can tolerate Byzantine faults. Unfortunately, in such systems, operations such as data retrieval and ...
Maxwell Young, Aniket Kate, Ian Goldberg, Martin K...
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