Results 11 to 20 of about 1,058,297 (147)

Categorical Data Analysis for High-Dimensional Sparse Gene Expression Data [PDF]

open access: yesBioTech, 2023
Categorical data analysis becomes challenging when high-dimensional sparse covariates are involved, which is often the case for omics data. We introduce a statistical procedure based on multinomial logistic regression analysis for such scenarios ...
Niloufar Dousti Mousavi   +2 more
doaj   +2 more sources

Categorical Data Analysis Using a Skewed Weibull Regression Model [PDF]

open access: yesEntropy, 2018
In this paper, we present a Weibull link (skewed) model for categorical response data arising from binomial as well as multinomial model. We show that, for such types of categorical data, the most commonly used models (logit, probit and complementary log–
Renault Caron   +3 more
doaj   +2 more sources

Review of Visualization Methods for Categorical Data in Cluster Analysis [PDF]

open access: yesStatistika: Statistics and Economy Journal, 2022
The paper focuses on visualization methods suitable for outcomes of cluster analysis of categorical data (nominal data, specifically). Since nominal data have no inherent order, their graphical representation is often challenging or very limited.
Jana Cibulková, Barbora Kupková
doaj   +1 more source

Categorical data analysis with Practical Application [PDF]

open access: yesالمجلة العراقية للعلوم الاحصائية, 2009
The main purpose of this study is to find out vectors that can be inserted to the statistical analysis of certain groups of variables which are formed as a result of a certain condition depending on categorical data (i.e. Qualitative variable ).
Furat B. Al-Dassy
doaj   +1 more source

Qualitative - Binary, Nominal and Ordinal Data Analysis in Medical Science

open access: yesNational Journal of Community Medicine, 2022
The outcome of any medical research is belonged to the human beings. The correct application of statistical test has its paramount importance. This article provides the details of categorical data analysis test with example and with its interpretation ...
Swati Patel
doaj   +1 more source

Categorical Functional Data Analysis. The cfda R Package

open access: yesMathematics, 2021
Categorical functional data represented by paths of a stochastic jump process with continuous time and a finite set of states are considered. As an extension of the multiple correspondence analysis to an infinite set of variables, optimal encodings of ...
Cristian Preda   +2 more
doaj   +1 more source

Outlier Analysis of Categorical Data using NAVF [PDF]

open access: yesInformatică economică, 2013
Outlier mining is an important task to discover the data records which have an exceptional behavior comparing with other records in the remaining dataset. Outliers do not follow with other data objects in the dataset.
D. LAKSHMI SREENIVASA REDDY   +2 more
doaj   +1 more source

Analysis of Categorical Data with the R Package confreq

open access: yesPsych, 2021
The person-centered approach in categorical data analysis is introduced as a complementary approach to the variable-centered approach. The former uses persons, animals, or objects on the basis of their combination of characteristics which can be ...
Jörg-Henrik Heine, Mark Stemmler
doaj   +1 more source

Mimicking Complexity of Structured Data Matrix’s Information Content: Categorical Exploratory Data Analysis

open access: yesEntropy, 2021
We develop Categorical Exploratory Data Analysis (CEDA) with mimicking to explore and exhibit the complexity of information content that is contained within any data matrix: categorical, discrete, or continuous.
Fushing Hsieh   +2 more
doaj   +1 more source

Categorical Data Analysis: Fundamentals and Perspective Applications in Health Sciences [PDF]

open access: yesJournal of Clinical and Diagnostic Research, 2019
This paper introduces the statistical methods for testing differences between paired categorical responses. Application of the independent sample tests while analysing paired data is observed among health science researchers.
Nilima   +2 more
doaj   +1 more source

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