On a Classification Problem: Ranking and Selection Approach

Gupta, Shanti S.; Leu, Lii-Yuh

doi:10.21236/ada211627

Cited by 3 publications

(3 citation statements)

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“…Classification is an act of allocating an entity into a category on the basis of its properties [1]. Both humans and machines are capable of making classification decisions under various circumstances.…”

Section: A Overviewmentioning

confidence: 99%

“…For standard regression methodologies, see [5] and the references therein. In [1], the problem of static classification is posed and the solution is investigated analytically.…”

Section: B Literature Reviewmentioning

confidence: 99%

“…Let X be a discrete random variable that denotes the category of objects of interest that can take two realizations: either T or F. 1 There is a probability associated to the event that X be one of the realizations, given as…”

Section: B Probabilistic Modelingmentioning

confidence: 99%

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Mixed-initiative nested classification by optimal thresholding

Hyun

Faied

Kabamba

et al. 2011

IEEE Conference on Decision and Control and European Control Conference

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Abstract-The purpose of this paper is to demonstrate that having two classifiers, a trichotomous classifier (true, false, or unknown) with workload-independent performance that turns over the data classified as unknown to a binary classifier (true or false) with workload-dependent performance, gives superior classification performance (lower probability of misclassification) compared to a single dichotomous classifier. We relate the classifier's performance to the inherent difficulty of the classification task at hand (classifiability), and compare the performance of different classifiers.

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Section: A Overviewmentioning

confidence: 99%

“…For standard regression methodologies, see [5] and the references therein. In [1], the problem of static classification is posed and the solution is investigated analytically.…”

Section: B Literature Reviewmentioning

confidence: 99%