Search Results for author: Peter Mills

Found 5 papers, 1 papers with code

Solving for multi-class: a survey and synthesis

no code implementations16 Sep 2018 Peter Mills

The best solution for the most improved dataset exploited a property of the data to produce an uncertainty coefficient 36\% higher (0. 016 absolute gain) than one-vs.-one.

Binary Classification General Classification +1

Solving for multi-class using orthogonal coding matrices

no code implementations27 Jan 2018 Peter Mills

When the methods are paired with SVM, the losses are less significant, peaking at 1. 5%, relative, 0. 011 absolute in uncertainty coefficient and 6. 5% in Brier scores.

General Classification Multi-class Classification

Accelerating Kernel Classifiers Through Borders Mapping

no code implementations20 Aug 2017 Peter Mills

Because the component linear classifiers are built up individually from an existing classifier, rather than through a simultaneous optimization procedure, the classifier is also fast to train.

General Classification

Multi-borders classification

no code implementations15 Apr 2014 Peter Mills

The number of possible methods of generalizing binary classification to multi-class classification increases exponentially with the number of class labels.

Binary Classification Classification +2

Efficient statistical classification of satellite measurements

1 code implementation10 Feb 2012 Peter Mills

Because of the high resolution of modern satellite instruments and because of the requirement for real-time processing, any algorithm has to be fast to be useful.

Classification General Classification +1

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