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Research article

First published 2018-9

Visualized mixed-type data analysis via dimensionality reduction

Chung-Chian Hsu, Jhen-Wei Wu

Intelligent Data Analysis: An International Journal

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Research article

First published 2025-9

Local global projection matrix: A novel dimensionality reduction for data classification

Chandra Sekhar Kintali, D Latha

Intelligent Decision Technologies

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Research article

First published 2007-2

Dimensionality Reduction of near Infrared Spectral Data Using Global and Local Implementations of Principal Component Analysis for Neural Network Calibrations

Igor V. Kovalenko, Glen R. Rippke, Charles R. Hurburgh

Journal of Near Infrared Spectroscopy

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Research article

First published 2025

Data-driven structural health monitoring for early corrosion detection in the oil and gas pipelines: enhancing sensitivity with unsupervised dimensionality reduction

Filipe Moreira de Aguiar, Lúcio de Abreu Corrêa, Henrique Tormen Haan de Oliveira [...]

Structural Health Monitoring

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Research article

First published 2010-9

Dimensionality Reduction on Multi-Dimensional Transfer Functions for Multi-Channel Volume Data Sets

Han Suk Kim, Jürgen P. Schulze, Angela C. Cone [...]

Information Visualization

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Research article

First published 2020-01-09

Compound dimensionality reduction based multi-dynamic kernel principal component analysis monitoring method for batch process with large-scale data sets

Yajun Wang, Fuming Sun, Xiaohui Li

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

Open access

Research article

First published 2022-5

Geometric MDS Performance for Large Data Dimensionality Reduction and Visualization

Gintautas Dzemyda, Martynas Sabaliauskas, Viktor Medvedev

Informatica: An International Journal of Computing and Informatics

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Research article

First published 2021-09-15

Dimensionality reduction of tensor data based on local linear embedding and mode product

Ting Gao, Zhengming Ma, Wenxu Gao [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2022-10

Dimensionality Reduction of Single-Cell RNA Sequencing Data by Combining Entropy and Denoising AutoEncoder

Xiaoshu Zhu, Jian Li, Yongchang Lin [...]

Journal of Computational Biology

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Research article

First published 2021-04-22

Dimensionality reduction for tensor data based on projection distance minimization and hilbert-schmidt independence criterion maximization 1

Weichao Gan, Zhengming Ma, Shuyu Liu

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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