Harry G. Perros

An Introduction to IoT Analytics

• Broschiertes Buch

Produktbeschreibung

This book 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.

Produktdetails

• Chapman & Hall/CRC Data Science Series
• Verlag: Taylor & Francis Ltd
• Seitenzahl: 372
• Erscheinungstermin: 4. März 2021
• Englisch
• Abmessung: 178mm x 253mm x 25mm
• Gewicht: 770g
• ISBN-13: 9780367686314
• ISBN-10: 0367686317
• Artikelnr.: 60354307

Autorenporträt

Harry G. Perros is a Professor of Computer Science at North Carolina State University, an Alumni Distinguished Graduate Professor, and an IEEE Fellow. He has published extensively in the area of performance modelling of computer and communication systems, and in his free time he likes to go sailing and play the bouzouki.

Inhaltsangabe

1. Introduction 2. Review of Probability Theory 3. Simulation Techniques 4.
Hypothesis Testing 5. Multivariable Linear Regression 6. Time Series
Forecasting 7. Dimensionality Reduction 8. Clustering Techniques 9.
Classification Techniques 10. Artificial Neural Networks 11. Support Vector
Machines 12. Hidden Markov Models