Unsupervised multiway data analysis: A literature survey

E Acar, B Yener - IEEE transactions on knowledge and data …, 2008 - ieeexplore.ieee.org
Two-way arrays or matrices are often not enough to represent all the information in the data
and standard two-way analysis techniques commonly applied on matrices may fail to find …

Robust statistics in data analysis—A review: Basic concepts

M Daszykowski, K Kaczmarek… - … and intelligent laboratory …, 2007 - Elsevier
Presence of outliers in chemical data affects all least squares models, which are extensively
used in chemometrics for data exploration and modeling. Therefore, more and more …

STATIS and DISTATIS: optimum multitable principal component analysis and three way metric multidimensional scaling

H Abdi, LJ Williams, D Valentin… - Wiley Interdisciplinary …, 2012 - Wiley Online Library
STATIS is an extension of principal component analysis (PCA) tailored to handle multiple
data tables that measure sets of variables collected on the same observations, or …

Review on multiway analysis in chemistry—2000–2005

R Bro - Critical reviews in analytical chemistry, 2006 - Taylor & Francis
This review describes advances in multiway analysis during the period 2000–2005.
Multiway analysis started to take off in chemistry in the 1980s, but only in recent years has it …

[图书][B] Multiblock data fusion in statistics and machine learning: Applications in the natural and life sciences

AK Smilde, T Næs, KH Liland - 2022 - books.google.com
Multiblock Data Fusion in Statistics and Machine Learning Explore the advantages and
shortcomings of various forms of multiblock analysis, and the relationships between them …

Instrumental measurement of beer taste attributes using an electronic tongue

A Rudnitskaya, E Polshin, D Kirsanov, J Lammertyn… - Analytica chimica …, 2009 - Elsevier
The present study deals with the evaluation of the electronic tongue multisensor system as
an analytical tool for the rapid assessment of taste and flavour of beer. Fifty samples of …

DISTATIS: The analysis of multiple distance matrices

H Abdi, AJ O'Toole, D Valentin… - 2005 IEEE Computer …, 2005 - ieeexplore.ieee.org
In this paper we present a generalization of classical multidimensional scaling called
DISTATIS which is a new method that can be used to compare algorithms when their outputs …

A structured overview of simultaneous component based data integration

K Van Deun, AK Smilde, MJ Van Der Werf, HAL Kiers… - BMC …, 2009 - Springer
Background Data integration is currently one of the main challenges in the biomedical
sciences. Often different pieces of information are gathered on the same set of entities (eg …

Simultaneous analysis of a sequence of paired ecological tables: A comparison of several methods

J Thioulouse - 2011 - projecteuclid.org
A pair of ecological tables is made of one table containing environmental variables (in
columns) and another table containing species data (in columns). The rows of these two …

Multivariate process analytical technology tools for fluidized bed granulation and drying analysis: A review

S Svetič, F Vrečer, K Korasa - Journal of Drug Delivery Science and …, 2024 - Elsevier
Abstract The United States Food and Drug Administration (FDA) has encouraged the
adoption of Process Analytical Technology (PAT) in the pharmaceutical industry for …