Title
A two-tiered 2D visual tool for assessing classifier performance.
Abstract
•A new kind of diagrams is proposed, called phi-delta diagrams.•These diagrams are mainly aimed at supporting classifier building and assessment.•Accuracy, bias, and further relevant information are immediately evident therein.•Two kinds of diagrams have been devised: 1. not biased by the imbalance, 2. biased.•The former are an alternative to ROC curves, whereas the latter to coverage plots.
Year
DOI
Venue
2018
10.1016/j.ins.2018.06.052
Information Sciences
Keywords
Field
DocType
Classifier performance measures,Confusion matrices,ROC curves,Coverage plots
Receiver operating characteristic,Intelligent decision support system,Design choice,Feature ranking,Visual tool,Software,Artificial intelligence,Phenomenon,Classifier (linguistics),Machine learning,Mathematics
Journal
Volume
ISSN
Citations 
463
0020-0255
1
PageRank 
References 
Authors
0.36
21
2
Name
Order
Citations
PageRank
Giuliano Armano132542.89
Alessandro Giuliani217025.21