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An instance-oriented performance measure for classification

Information Sciences, 2021
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Shuang Yu, Xiongfei Li, Xiaoli Zhang
exaly   +3 more sources

An experimental comparison of performance measures for classification

Pattern Recognition Letters, 2009
Performance metrics in classification are fundamental in assessing the quality of learning methods and learned models. However, many different measures have been defined in the literature with the aim of making better choices in general or for a specific application area. Choices made by one metric are claimed to be different from choices made by other
Cesar Ferri, JOSÉ Hernández-Orallo
exaly   +2 more sources

MEASURING THE PERFORMANCE OF ORDINAL CLASSIFICATION

International Journal of Pattern Recognition and Artificial Intelligence, 2011
Ordinal classification is a form of multiclass classification for which there is an inherent order between the classes, but not a meaningful numeric difference between them. The performance of such classifiers is usually assessed by measures appropriate for nominal classes or for regression. Unfortunately, these do not account for the true dimension of
Jaime S. Cardoso 0001   +1 more
openaire   +1 more source

Classification of Visual Performance

Archives of Ophthalmology, 1976
To the Editor. —Classification of visual performance has traditionally been according to the simple dichotomy of "legally seeing" vs "legally blind." This oversimplification has ignored the fact that there is another group with unique problems—patients with low vision . They differ from the blind in that they have usable vision.
B. E. Spivey, A. Colenbrander
openaire   +2 more sources

Bayesian classification and classification performance for independent distributions (Corresp.)

IEEE Transactions on Information Theory, 1981
Some general conditions are derived for the mean recognition accuracy of a Bayesian classifier to approach unity as the feature dimensionality increases to infinity.
openaire   +2 more sources

Independence, Measurement Complexity, and Classification Performance

IEEE Transactions on Systems, Man, and Cybernetics, 1975
If f(x) and g(x) are the densities for the N-dimensional measurement vector x, conditioned on the classes c1 and c2, and if finite sets of samples from the two classes are available, then a decision function based on estimates f(x) and ?(x) can be used to classify future observations.
B. Chandrasekaran 0001   +1 more
openaire   +2 more sources

Classification and performance of reconfigurable architectures

1995
Recently, several systems have been designed which use reconfigurable logic to perform general purpose computation. While the number of these systems being constructed continues to increase, their relationship to conventional architectures is not clear.
Steve Guccione, Mario J. Gonzalez
openaire   +1 more source

Misregistration Effects On Classification Performance

SPIE Proceedings, 1987
An analytical investigation is described which relates errors in spatial registration of multispectral and multitemporal data sets to error in classification. Of particular interest is the classification of large areas of crops. Misregis-tration effects on the statistics of field-center and boundary pixels are studied.
openaire   +2 more sources

Multilabel Classification Rule with Performance Constraints

2006 IEEE International Conference on Acoustics Speed and Signal Processing Proceedings, 2006
A formulation for multilabel and performance constraints classification problems is presented within the framework of statistical decision theory. The definition of the problem takes into account three concerns. The first is the cost function which defines the criterion to minimize; the second is the decision options which are defined by the admissible
Grall-Maës, Edith   +2 more
openaire   +3 more sources

The Classification Performance of a Three-Product Cyclone

Wireless Personal Communications, 2018
Conventional (two products) cyclone have been widely used for classification in most mineral plants. But it is hard to satisfy the requirements of some productions by changing the parameter, such as cylindrical length and cone angle. In this paper, a three-product cyclone was developed and tested for recovery of the solid particles, which was composed ...
YuLong Zhang   +4 more
openaire   +1 more source

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