Algorithms in Decision Support Systems

This book aims to provide a new vision of how algorithms are the core of decision support systems (DSSs), which are increasingly important information systems that help to make decisions related to unstructured and semi-unstructured decision problems that do not have a simple solution from a human p...

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Year of Publication:2021
Language:English
Physical Description:1 electronic resource (162 p.)
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spelling García-Díaz, Vicente edt
Algorithms in Decision Support Systems
Basel, Switzerland MDPI - Multidisciplinary Digital Publishing Institute 2021
1 electronic resource (162 p.)
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
Open access Unrestricted online access star
This book aims to provide a new vision of how algorithms are the core of decision support systems (DSSs), which are increasingly important information systems that help to make decisions related to unstructured and semi-unstructured decision problems that do not have a simple solution from a human point of view. It begins with a discussion of how DSSs will be vital to improving the health of the population. The following article deals with how DSSs can be applied to improve the performance of people doing a specific task, like playing tennis. It continues with a work in which authors apply DSSs to insect pest management, together with an interactive platform for fitting data and carrying out spatial visualization. The next article improves how to reschedule trains whenever disturbances occur, together with an evaluation framework. The final works focus on different relevant areas of DSSs: 1) a comparison of ensemble and dimensionality reduction models based on an entropy criterion; 2) a radar emitter identification method based on semi-supervised and transfer learning; 3) design limitations, errors, and hazards in creating very large-scale DSSs; and 4) efficient rule generation for associative classification. We hope you enjoy all the contents in the book.
English
History of engineering & technology bicssc
semi-supervised learning
transfer learning
radar emitter
decision support systems
population health management
big data
machine learning
deep learning
personalized patient care
Nonlinear regression
interactive platform
component-based approach
software architecture
Eclipse-RCP (Rich Client Platform)
spatial prediction
rule-based expert systems
tennis hitting technique
computer algebra systems
Groebner bases
Boolean logic
data envelopment analysis
dimensionality reduction
ensembles
exhaustive state space search
entropy
associative classification
class association rule
vertical data representation
classification
algorithm evaluation
parallel algorithms
multi-objective optimization
train rescheduling
very large-scale decision support systems
very large-scale data and program cores of information systems
meta-database
teleological meta-database
thematic list
indicators list
computational methods list
geographically dispersed systems
external sources
3-0365-0588-1
3-0365-0589-X
García-Díaz, Vicente oth
language English
format eBook
author2 García-Díaz, Vicente
author_facet García-Díaz, Vicente
author2_variant v g d vgd
author2_role Sonstige
title Algorithms in Decision Support Systems
spellingShingle Algorithms in Decision Support Systems
title_full Algorithms in Decision Support Systems
title_fullStr Algorithms in Decision Support Systems
title_full_unstemmed Algorithms in Decision Support Systems
title_auth Algorithms in Decision Support Systems
title_new Algorithms in Decision Support Systems
title_sort algorithms in decision support systems
publisher MDPI - Multidisciplinary Digital Publishing Institute
publishDate 2021
physical 1 electronic resource (162 p.)
isbn 3-0365-0588-1
3-0365-0589-X
illustrated Not Illustrated
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