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 …
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 …
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 …
has different variants. All are used interchangeably by many practitioners; yet, without …
Three-group ROC analysis: A nonparametric predictive approach
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 …
medicine and health care. The receiver operating characteristic (ROC) surface is a useful …
[PDF][PDF] Nonparametric predictive inference for three-group ROC analysis
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 …
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 …
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 …
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 …
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 …
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 …
Statistics & Data Analysis: Vol 56, No 5 skip to main content ACM Digital Library home ACM …