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Algorithms in Decision Support Systems.
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Abstract
- Summary: 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.
- Subjects :
- History of engineering & technology
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
Subjects
Details
- Language :
- English
- ISBN :
- books978-3-0365-0589-3
9783036505886
9783036505893 - ISBNs :
- 9783036505893, 9783036505886, and 9783036505893
- Database :
- Jio Institute Digital Library Catalog
- Journal :
- Algorithms in Decision Support Systems
- Notes :
- 003659, Health Management, Open Access star Unrestricted online access, Creative Commons https://creativecommons.org/licenses/by/4.0/ cc https://creativecommons.org/licenses/by/4.0/, English
- Publication Type :
- Book
- Accession number :
- jlc.oai.folio.org.fs00001072.567c391f.73f6.48e1.98df.a68b917e8719
- Document Type :
- Book; Electronic document