Assessing the discriminative ability of risk models for more than two outcome categories

B Van Calster, Y Vergouwe, CWN Looman… - European journal of …, 2012 - Springer
The discriminative ability of risk models for dichotomous outcomes is often evaluated with
the concordance index (c-index). However, many medical prediction problems are …

BPSO-Adaboost-KNN ensemble learning algorithm for multi-class imbalanced data classification

G Haixiang, L Yijing, L Yanan, L Xiao… - Engineering Applications of …, 2016 - Elsevier
This paper proposes an ensemble algorithm named of BPSO-Adaboost-KNN to cope with
multi-class imbalanced data classification. The main idea of this algorithm is to integrate …

Usefulness of the 15-item geriatric depression scale (GDS-15) for classifying minor and major depressive disorders among community-dwelling elders

C Shin, MH Park, SH Lee, YH Ko, YK Kim… - Journal of affective …, 2019 - Elsevier
Background The 15-item geriatric depression scale (GDS-15) is a short form of GDS and is
used to screen, diagnose, and evaluate depression in elderly individuals. Most previous …

Statistical evaluation of medical tests

V Inácio, MX Rodríguez-Álvarez… - Annual Review of …, 2021 - annualreviews.org
In this review, we present an overview of the main aspects related to the statistical
evaluation of medical tests for diagnosis and prognosis. Measures of diagnostic …

[图书][B] Statistical evaluation of diagnostic performance: topics in ROC analysis

KH Zou, A Liu, AI Bandos, L Ohno-Machado… - 2011 - books.google.com
Statistical evaluation of diagnostic performance in general and Receiver Operating
Characteristic (ROC) analysis in particular are important for assessing the performance of …

ROC analysis with multiple classes and multiple tests: methodology and its application in microarray studies

J Li, JP Fine - Biostatistics, 2008 - academic.oup.com
The accuracy of a single diagnostic test for binary outcome can be summarized by the area
under the receiver operating characteristic (ROC) curve. Volume under the surface and …

[HTML][HTML] Development of a rapid point-of-care test that measures neutralizing antibodies to SARS-CoV-2

DF Lake, AJ Roeder, E Kaleta, P Jasbi, K Pfeffer… - Journal of Clinical …, 2021 - Elsevier
Background After receiving a COVID-19 vaccine, most recipients want to know if they are
protected from infection and for how long. Since neutralizing antibodies are a correlate of …

Accuracy and cut‐off point selection in three‐class classification problems using a generalization of the Youden index

CT Nakas, TA Alonzo, CT Yiannoutsos - Statistics in medicine, 2010 - Wiley Online Library
We study properties of the index J3, defined as the accuracy, or the maximum correct
classification, for a given three‐class classification problem. Specifically, using J3 one can …

ROC analysis in ordinal regression learning

W Waegeman, B De Baets, L Boullart - Pattern Recognition Letters, 2008 - Elsevier
Nowadays the area under the receiver operating characteristics (ROC) curve, which
corresponds to the Wilcoxon–Mann–Whitney test statistic, is increasingly used as a …

Evaluating classification accuracy for modern learning approaches

J Li, M Gao, R D'Agostino - Statistics in medicine, 2019 - Wiley Online Library
Deep learning neural network models such as multilayer perceptron (MLP) and
convolutional neural network (CNN) are novel and attractive artificial intelligence computing …