00000cam a22000003i 4500 UP-1685594773862485960 Buklod 20230816141825.0 m | | ta 230816s2021 flua rb |001 0|eng d 9780367686314 (pbk) (iLib)UPBAG-00047266863 BC-733716 SERV Enterprises Php4,742.00 Department of Mathematics and Computer Science DLC BAG rda eng TK 5105.8857 P47 2021 Perros, Harry G. author. An introduction to IoT analytics Harry G. Perros. Boca Raton, FL CRC Press, an imprint of Taylor & Francis Group, LLC 2021. xvii, 354 pages illusstrations 26 cm text rdacontent unmediated rdamedia volume rdacarrier 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..."--Provided by publisher. Internet of things. System analysis. System analysis Statistical methods. Operations research. FO UPBAG UPBAG-MAIN TK 5105.8857 P47 2021 Book