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» The Probabilistic Method
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122
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SSPR
2004
Springer
15 years 8 months ago
Finding Clusters and Components by Unsupervised Learning
We present a tutorial survey on some recent approaches to unsupervised machine learning in the context of statistical pattern recognition. In statistical PR, there are two classica...
Erkki Oja
124
Voted
VTS
1996
IEEE
76views Hardware» more  VTS 1996»
15 years 7 months ago
Test point insertion based on path tracing
This paper presents an innovative method for inserting test points in the circuit-under-test to obtain complete fault coverage for a specified set of test patterns. Rather than us...
Nur A. Touba, Edward J. McCluskey
IJCAI
2003
15 years 4 months ago
A Comparison of String Distance Metrics for Name-Matching Tasks
Using an open-source, Java toolkit of name-matching methods, we experimentally compare string distance metrics on the task of matching entity names. We investigate a number of dif...
William W. Cohen, Pradeep D. Ravikumar, Stephen E....
115
Voted
CORR
2010
Springer
116views Education» more  CORR 2010»
15 years 3 months ago
Estimation with Random Linear Mixing, Belief Propagation and Compressed Sensing
Abstract--We apply Guo and Wang's relaxed belief propagation (BP) method to the estimation of a random vector from linear measurements followed by a componentwise probabilisti...
Sundeep Rangan
108
Voted
EMNLP
2010
15 years 1 months ago
Using Universal Linguistic Knowledge to Guide Grammar Induction
We present an approach to grammar induction that utilizes syntactic universals to improve dependency parsing across a range of languages. Our method uses a single set of manually-...
Tahira Naseem, Harr Chen, Regina Barzilay, Mark Jo...