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Hierarchical Discriminant Analysis [PDF]

open access: yesSensors, 2018
The Internet of Things (IoT) generates lots of high-dimensional sensor intelligent data. The processing of high-dimensional data (e.g., data visualization and data classification) is very difficult, so it requires excellent subspace learning algorithms ...
Di Lu   +3 more
doaj   +3 more sources

Discriminant Analysis for Correlated Data [PDF]

open access: diamondMaǧallaẗ Al-Buḥūṯ Al-Mālīyyaẗ wa Al-Tiğāriyyaẗ, 2019
The correlated data are of great importance in the practical life, for example we may want to track the case of a patient after taking a treatment for consecutive periods of time. Also, we may want to track a disease with the members of a certain family.
Ahmed Mohamed Mohamed El-Sayed
doaj   +2 more sources

DISCRIMINANT ANALYSIS IN MARKETING RESEARCH [PDF]

open access: yesManagement & Marketing, 2010
This paper classifies among marketing researches aiming to study the influence that the following independent variables (explanatory) have: "Estimating the expenses incurred in Centre Development Region, including country of residence" and the variable ...
Erika KULCSÁR
doaj   +2 more sources

Milk yield prediction in Friesian cows using linear and flexible discriminant analysis under assumptions violations [PDF]

open access: yesBMC Veterinary Research
Background The application of novel technologies is now widely used to assist in making optimal decisions. This study aimed to evaluate the performance of linear discriminant analysis (LDA) and flexible discriminant analysis (FDA) in classifying and ...
Sherif A. Moawed   +4 more
doaj   +2 more sources

L₂,₁-Norm Regularized Robust and Sparse Linear Discriminant Analysis via an Alternating Direction Method of Multipliers

open access: yesIEEE Access, 2023
Recently, an absolute value inequalities discriminant analysis criterion with robustness and sparseness for supervised dimensionality reduction was studied.
Chun-Na Li   +4 more
doaj   +1 more source

Quadratic Multilinear Discriminant Analysis for Tensorial Data Classification

open access: yesAlgorithms, 2023
Over the past decades, there has been an increase of attention to adapting machine learning methods to fully exploit the higher order structure of tensorial data.
Cristian Minoccheri   +4 more
doaj   +1 more source

Discriminant Study with Classification of Underdeveloped and Developing City Districts in West Papua Province

open access: yesEkuilibrium: Jurnal Ilmiah Bidan Ilmu Ekonomi, 2020
This study aims to determine whether there are clear differences between groups on the dependent variable. This analysis uses the independent variable Life Expectancy (X1), Number of Health Facilities (Puskesmas) (X2), Number of Facilities (Supporting ...
Ramli Lewenussa, Rais Dera Pua Rawi
doaj   +1 more source

Discriminant Analysis under f-Divergence Measures

open access: yesEntropy, 2022
In statistical inference, the information-theoretic performance limits can often be expressed in terms of a statistical divergence between the underlying statistical models (e.g., in binary hypothesis testing, the error probability is related to the ...
Anmol Dwivedi, Sihui Wang, Ali Tajer
doaj   +1 more source

Probabilistic Class-Specific Discriminant Analysis

open access: yesIEEE Access, 2020
In this paper we formulate a probabilistic model for class-specific discriminant subspace learning. The proposed model can naturally incorporate the multi-modal structure of the negative class, which is neglected by existing class-specific methods ...
Alexandros Iosifidis
doaj   +1 more source

Wasserstein discriminant analysis [PDF]

open access: yesMachine Learning, 2018
Wasserstein Discriminant Analysis (WDA) is a new supervised method that can improve classification of high-dimensional data by computing a suitable linear map onto a lower dimensional subspace. Following the blueprint of classical Linear Discriminant Analysis (LDA), WDA selects the projection matrix that maximizes the ratio of two quantities: the ...
Flamary, Rémi   +3 more
openaire   +4 more sources

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