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» Generalization Error Bounds Using Unlabeled Data
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AAAI
2006
13 years 10 months ago
Unsupervised Order-Preserving Regression Kernel for Sequence Analysis
In this work, a generalized method for learning from sequence of unlabelled data points based on unsupervised order-preserving regression is proposed. Sequence learning is a funda...
Young-In Shin
DATE
2008
IEEE
104views Hardware» more  DATE 2008»
14 years 3 months ago
Multi-Vector Tests: A Path to Perfect Error-Rate Testing
The importance of testing approaches that exploit error tolerance to improve yield has previously been established. Error rate, defined as the percentage of vectors for which the...
Shideh Shahidi, Sandeep Gupta
DIS
2006
Springer
14 years 5 days ago
Incremental Algorithm Driven by Error Margins
Incremental learning is an approach to deal with the classification task when datasets are too large or when new examples can arrive at any time. One possible approach uses concent...
Gonzalo Ramos-Jiménez, José del Camp...
DCC
2003
IEEE
14 years 1 months ago
Rate-Distortion Bound for Joint Compression and Classification
- Rate-distortion theory is applied to the problem of joint compression and classification. A Lagrangian distortion measure is used to consider both the squared Euclidean error in ...
Yanting Dong, Lawrence Carin
PAM
2011
Springer
12 years 11 months ago
Peeling Away Timing Error in NetFlow Data
In this paper, we characterize, quantify, and correct timing errors introduced into network flow data by collection and export via Cisco NetFlow version 9. We find that while som...
Brian Trammell, Bernhard Tellenbach, Dominik Schat...