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ICML
2000
IEEE
14 years 9 months ago
Complete Cross-Validation for Nearest Neighbor Classifiers
Cross-validation is an established technique for estimating the accuracy of a classifier and is normally performed either using a number of random test/train partitions of the dat...
Matthew D. Mullin, Rahul Sukthankar
NAACL
2004
13 years 10 months ago
Name Tagging with Word Clusters and Discriminative Training
We present a technique for augmenting annotated training data with hierarchical word clusters that are automatically derived from a large unannotated corpus. Cluster membership is...
Scott Miller, Jethran Guinness, Alex Zamanian
ATS
2005
IEEE
121views Hardware» more  ATS 2005»
14 years 2 months ago
Compressing Functional Tests for Microprocessors
In the past, test data volume reduction techniques have concentrated heavily on scan test data content. However, functional vectors continue to be utilized because they target uni...
Kedarnath J. Balakrishnan, Nur A. Touba, Srinivas ...
JMLR
2010
165views more  JMLR 2010»
13 years 3 months ago
Feature Selection: An Ever Evolving Frontier in Data Mining
The rapid advance of computer technologies in data processing, collection, and storage has provided unparalleled opportunities to expand capabilities in production, services, comm...
Huan Liu, Hiroshi Motoda, Rudy Setiono, Zheng Zhao
SIGSOFT
2006
ACM
14 years 2 months ago
Interpolation for data structures
Interpolation based automatic abstraction is a powerful and robust technique for the automated analysis of hardware and software systems. Its use has however been limited to contr...
Deepak Kapur, Rupak Majumdar, Calogero G. Zarba