Multimodal data fusion: an overview of methods, challenges, and prospects

D Lahat, T Adali, C Jutten - Proceedings of the IEEE, 2015 - ieeexplore.ieee.org
In various disciplines, information about the same phenomenon can be acquired from
different types of detectors, at different conditions, in multiple experiments or subjects …

Tensor networks for dimensionality reduction and large-scale optimization: Part 2 applications and future perspectives

A Cichocki, AH Phan, Q Zhao, N Lee… - … and Trends® in …, 2017 - nowpublishers.com
Part 2 of this monograph builds on the introduction to tensor networks and their operations
presented in Part 1. It focuses on tensor network models for super-compressed higher-order …

Tensor decompositions for signal processing applications: From two-way to multiway component analysis

A Cichocki, D Mandic, L De Lathauwer… - IEEE signal …, 2015 - ieeexplore.ieee.org
The widespread use of multisensor technology and the emergence of big data sets have
highlighted the limitations of standard flat-view matrix models and the necessity to move …

[HTML][HTML] Tensor decomposition of EEG signals: a brief review

F Cong, QH Lin, LD Kuang, XF Gong… - Journal of neuroscience …, 2015 - Elsevier
Electroencephalography (EEG) is one fundamental tool for functional brain imaging. EEG
signals tend to be represented by a vector or a matrix to facilitate data processing and …

Current application of advancing spectroscopy techniques in food analysis: data handling with chemometric approaches

M Kharbach, M Alaoui Mansouri, M Taabouz, H Yu - Foods, 2023 - mdpi.com
In today's era of increased food consumption, consumers have become more demanding in
terms of safety and the quality of products they consume. As a result, food authorities are …

[图书][B] Multivariate calibration

H Martens, T Næs - 1992 - books.google.com
Multivariate Calibration Harald Martens, Chemist, Norwegian Food Research Institute, Aas,
Norway and Norwegian Computing Center, Oslo, Norway Tormod Næs, Statistician …

PARAFAC. Tutorial and applications

R Bro - Chemometrics and intelligent laboratory systems, 1997 - Elsevier
This paper explains the multi-way decomposition method PARAFAC and its use in
chemometrics. PARAFAC is a generalization of PCA to higher order arrays, but some of the …

Data-driven soft sensors in the process industry

P Kadlec, B Gabrys, S Strandt - Computers & chemical engineering, 2009 - Elsevier
In the last two decades Soft Sensors established themselves as a valuable alternative to the
traditional means for the acquisition of critical process variables, process monitoring and …

The N-way toolbox for MATLAB

CA Andersson, R Bro - Chemometrics and intelligent laboratory systems, 2000 - Elsevier
This communication describes a free toolbox for MATLAB® for analysis of multiway data.
The toolbox is called “The N-way Toolbox for MATLAB” and is available on the internet at …

[图书][B] Multi-way analysis: applications in the chemical sciences

AK Smilde, R Bro, P Geladi - 2005 - books.google.com
This book is an introduction to the field of multi-way analysis for chemists and
chemometricians. Its emphasis is on the ideas behind the method and its pratical …