Classification-algorithm evaluation: Five performance measures based onconfusion matrices

AD Forbes - Journal of Clinical Monitoring, 1995 - Springer
Assessing the performance of a classification algorithm … is crucial when deciding whether
to supplant one algorithm by … comparing the performance of multiple classification algorithms (…

Assessing the performance of classification methods

DJ Hand - International Statistical Review, 2012 - Wiley Online Library
… Many classification algorithms yield explicit estimates of the probabilities that an observation
with a given vector of descriptive measurements will belong to each class. In certain …

Performance assessment of classification algorithms on early detection of liver syndrome

R Naseem, B Khan, MA Shah, K Wakil… - Journal of …, 2020 - Wiley Online Library
… This research aims to present the performance analysis of ML classification algorithms for
liver … are assessed using different assessment measures to show the better performance of an …

Towards improved land use mapping of irrigated croplands: Performance assessment of different image classification algorithms and approaches

AK Basukala, C Oldenburg, J Schellberg… - European Journal of …, 2017 - Taylor & Francis
… -parametric machine learning algorithms, random forest (… algorithm maximum likelihood
(MLC) based on multiple Landsat 8 images. We have also assessed the classifier performance

Dealing with the evaluation of supervised classification algorithms

G Santafe, I Inza, JA Lozano - Artificial Intelligence Review, 2015 - Springer
Performance assessment of a learning method related to its prediction … of performance
measures (scores) and graphical methods to evaluate the performance of classification algorithms

[PDF][PDF] Performance assessment of different classification techniques for intrusion detection

G Kalyani, AJ Lakshmi - Learning, 2012 - Citeseer
… examine five selected classification algorithms based on WEKA. The best algorithm based
on … These results suggest that among the machine learning algorithms tested, PART classifier …

A comparative assessment of classification methods

MY Kiang - Decision support systems, 2003 - Elsevier
Classification systems play an important role in business decision-making tasks by classifying
… The objective of this research is to assess the relative performance of some well-known …

[HTML][HTML] A comparative performance evaluation of classification algorithms for clinical decision support systems

BA Tama, S Lim - Mathematics, 2020 - mdpi.com
classification algorithms that employed the imputed data. Performance of several classification
algorithms … The assessment results showed that C5.0 and CHAID algorithm were able to …

Indexes for three-class classification performance assessment—An empirical comparison

MP Sampat, AC Patel, Y Wang, S Gupta… - IEEE Transactions …, 2009 - ieeexplore.ieee.org
classification problems, receiver operating characteristic analysis provides a clear and
concise assessment methodology for reporting performance … for assessing the performance of …

[图书][B] Evaluating learning algorithms: a classification perspective

N Japkowicz, M Shah - 2011 - books.google.com
classification algorithms. The authors describe several techniques for classifier performance
assessment… In particular, we focus on evaluating the performance of classifiers generated by …