Classification with decision trees from a nonparametric predictive inference perspective

J Abellán, RM Baker, FPA Coolen, RJ Crossman… - … Statistics & Data …, 2014 - Elsevier
An application of nonparametric predictive inference for multinomial data (NPI) to
classification tasks is presented. This model is applied to an established procedure for …

Matlab vs. opencv: A comparative study of different machine learning algorithms

AA Elsayed, WA Yousef - arXiv preprint arXiv:1905.01213, 2019 - arxiv.org
Scientific Computing relies on executing computer algorithms coded in some programming
languages. Given a particular available hardware, algorithms speed is a crucial factor. There …

[PDF][PDF] A Leisurely Look at Versions and Variants of the Cross Validation Estimator$

WA Yousef - stat, 2020 - researchgate.net
Many versions of cross-validation (CV) exist in the literature; and each version, in addition,
has different variants. All are used interchangeably by many practitioners; yet, without …

Three-group ROC analysis: A nonparametric predictive approach

T Coolen-Maturi, FF Elkhafifi, FPA Coolen - Computational Statistics & Data …, 2014 - Elsevier
Measuring the accuracy of diagnostic tests is crucial in many application areas, in particular
medicine and health care. The receiver operating characteristic (ROC) surface is a useful …

[PDF][PDF] Nonparametric predictive inference for three-group ROC analysis

T Coolen-Maturi, FF Elkhafifi, FPA Coolen - 2013 - npi-statistics.com
Measuring the accuracy of diagnostic tests is crucial in many application areas including
medicine, health care and credit scoring. Good methods for determining diagnostic accuracy …

Effects of feature type and multiple scanners on brain metastasis stereotactic radiosurgery outcome prediction

D DeVries, F Lagerwaard, J Zindler… - Medical Imaging …, 2022 - spiedigitallibrary.org
The prediction of brain metastasis (BM) response to stereotactic radiosurgery could assist
clinicians when choosing BM treatments. This study investigates the prediction of in-field …

Assessment of Multiple-Biomarker Classifiers: fundamental principles and a proposed strategy

WA Yousef - arXiv preprint arXiv:1910.14502, 2019 - arxiv.org
The multiple-biomarker classifier problem and its assessment are reviewed against the
background of some fundamental principles from the field of statistical pattern recognition …

On The Smoothness of Cross-Validation-Based Estimators Of Classifier Performance

WA Yousef - arXiv preprint arXiv:1907.13413, 2019 - arxiv.org
Many versions of cross-validation (CV) exist in the literature; and each version though has
different variants. All are used interchangeably by many practitioners; yet, without …

Nested Cavity Classifier: performance and remedy

WA Mustafa, WA Yousef - arXiv preprint arXiv:1906.09669, 2019 - arxiv.org
Nested Cavity Classifier (NCC) is a classification rule that pursues partitioning the feature
space, in parallel coordinates, into convex hulls to build decision regions. It is claimed in …

[引用][C] Second issue for computational statistics for clinical research

M Mittlböck, L Edler, M LeBlanc, J Niland… - … Statistics & Data …, 2012 - dl.acm.org
Editorial: Second Issue for Computational Statistics for Clinical Research: Computational
Statistics & Data Analysis: Vol 56, No 5 skip to main content ACM Digital Library home ACM …