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200829s2021 flu ob 001 0 eng
2020038958
9781000337860
(epub)
9781003139041
(ebook)
9780367687823
(hardback)
9780367686314
(paperback)
DLC
eng
DLC
rda
DLC
pcc
TK5105.8857
004.67 PER
23
0
Perros, Harry G.,
author.
An introduction to IoT analytics /
Harry G. Perros.
First edition.
Boca Raton :
CRC Press,
2021.
1 online resource
text
txt
rdacontent
computer
c
rdamedia
online resource
cr
rdacarrier
Data Science Series
Includes bibliographical references and index.
Review of probability theory -- Simulation techniques -- Hypothesis testing -- Multivariable linear regression -- Time series forecasting -- Dimensionality reduction -- Clustering techniques -- Classification techniques -- Artificial neural networks -- Support vector machines -- Hidden Markov models.
"An Introduction to IoT Analytics covers techniques that can be used to analyze data from IoT sensors and also addresses questions regarding the performance of an IoT system. It strikes a balance between practice and theory so that one can learn how to apply these tools in practice with a good understanding of their inner workings. It is an introductory book for readers that have no familiarity with these techniques. The techniques presented in the book come from the areas of Machine Learning, Statistics, and Operations Research. Machine Learning techniques are described that can be used to analyze IoT data generated from sensors for clustering, classification, and regression. The statistical techniques described can be used to carry out regression and forecasting of IoT sensor data, and dimensionality reduction of data sets. Operations Research is concerned with the performance of an IoT system by constructing a model of a system under study, and then carry out what-if analysis. The book also describes simulation techniques. Key features: IoT analytics is not just Machine Learning but it also involves other tools, such as, forecasting and simulation techniques. Many diagrams and examples are given throughout the book to better explain the material presented. At the end of each chapter, there is a project designed to help the reader to better understand the techniques described in the chapter. The material is this book has been class tested over several semesters"--
Provided by publisher.
Description based on print version record and CIP data provided by publisher.
Internet of things.
System analysis.
System analysis
Statistical methods.
Operations research.
Print version:
Perros, Harry G..
An introduction to IoT analytics
First edition.
Boca Raton : CRC Press, 2021.
9780367687823
(DLC) 2020038957
Photocopy
CamTech Library
7
cbc
orignew
1
ecip
20
y-gencatlg
ddc
BK
0
0
0
ddc
0
0
CamTech
CamTech
GEC
2023-02-14
0
004.67 PER
CamTech 001088
2023-02-14 00:00:00
C.1
2023-02-14
BK
512
512