Browsing Scientific Publications in Information and Communication Technology by Author "Thomas, Anu"
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A novel Border Identification algorithm based on an “Anti-Bayesian” paradigm
Thomas, Anu; Oommen, B. John (Lecture Notes in Computer Science;8047, Chapter; Peer reviewed, 2013)Border Identification (BI) algorithms, a subset of Prototype Reduction Schemes (PRS) aim to reduce the number of training vectors so that the reduced set (the border set) contains only those patterns which lie near the ... -
On achieving near-optimal “Anti-Bayesian” Order Statistics-Based classification fora asymmetric exponential distributions
Thomas, Anu; Oommen, B. John (Lecture Notes in Computer Science;8047, Chapter; Peer reviewed, 2013)This paper considers the use of Order Statistics (OS) in the theory of Pattern Recognition (PR). The pioneering work on using OS for classification was presented in [1] for the Uniform distribution, where it was shown that ... -
Ultimate Order Statistics-Based Prototype Reduction Schemes
Thomas, Anu; Oommen, B. John (Lecture Notes in Computer Science;8272, Chapter; Peer reviewed, 2013)The objective of Prototype Reduction Schemes (PRSs) and Border Identification (BI) algorithms is to reduce the number of training vectors, while simultaneously attempting to guarantee that the classifier built on the reduced ...