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66
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TSMC
2008
87views more  TSMC 2008»
15 years 18 days ago
The Problem of Test Latency in Machine Diagnosis
The impact of delayed sensor-alarm data upon a diagnostic inference engine appears not to be well appreciated. In this paper we illustrate the effect of sensor latency, and we pro...
Ozgur Erdinc, Craig Brideau, Peter Willett, Thia K...
90
Voted
ACL
2009
14 years 10 months ago
Efficient Inference of CRFs for Large-Scale Natural Language Data
This paper presents an efficient inference algorithm of conditional random fields (CRFs) for large-scale data. Our key idea is to decompose the output label state into an active s...
Minwoo Jeong, Chin-Yew Lin, Gary Geunbae Lee
117
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BIOINFORMATICS
2005
72views more  BIOINFORMATICS 2005»
15 years 18 days ago
Use of within-array replicate spots for assessing differential expression in microarray experiments
Motivation. Spotted arrays are often printed with probes in duplicate or triplicate, but current methods for assessing differential expression are not able to make full use of the...
Gordon K. Smyth, Joëlle Michaud, Hamish S. Sc...
96
Voted
KDD
2004
ACM
170views Data Mining» more  KDD 2004»
16 years 1 months ago
Why collective inference improves relational classification
Procedures for collective inference make simultaneous statistical judgments about the same variables for a set of related data instances. For example, collective inference could b...
David Jensen, Jennifer Neville, Brian Gallagher
94
Voted
ECAI
2004
Springer
15 years 6 months ago
Inference Attacks in Peer-to-Peer Homogeneous Distributed Data Mining
Spontaneous formation of peer-to-peer agent-based data mining systems seems a plausible scenario in years to come. However, the emergence of peer-to-peer environments further exace...
Josenildo Costa da Silva, Matthias Klusch, Stefano...