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Big-Data Analytics for Cloud, IoT and Cognitive Computing by Min Chen and Kai Hwang (2017, Hardcover)

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Title: Big-Data Analytics for Cloud, IoT and Cognitive Computing Item Condition: New. Author: Kai Hwang, Min Chen ISBN 10: 1119247020. Will be clean, not soiled or stained. Edition: List Price: -. Book Details.

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Product Information

The definitive guide to successfully integrating social, mobile, Big-Data analytics, cloud and IoT principles and technologies The main goal of this book is to spur the development of effective big-data computing operations on smart clouds that are fully supported by IoT sensing, machine learning and analytics systems. To that end, the authors draw upon their original research and proven track record in the field to describe a practical approach integrating big-data theories, cloud design principles, Internet of Things (IoT) sensing, machine learning, data analytics and Hadoop and Spark programming. Part 1 focuses on data science, the roles of clouds and IoT devices and frameworks for big-data computing. Big data analytics and cognitive machine learning, as well as cloud architecture, IoT and cognitive systems are explored, and mobile cloud-IoT-interaction frameworks are illustrated with concrete system design examples. Part 2 is devoted to the principles of and algorithms for machine learning, data analytics and deep learning in big data applications. Part 3 concentrates on cloud programming software libraries from MapReduce to Hadoop, Spark and TensorFlow and describes business, educational, healthcare and social media applications for those tools. The first book describing a practical approach to integrating social, mobile, analytics, cloud and IoT (SMACT) principles and technologies Covers theory and computing techniques and technologies, making it suitable for use in both computer science and electrical engineering programs Offers an extremely well-informed vision of future intelligent and cognitive computing environments integrating SMACT technologies Fully illustrated throughout with examples, figures and approximately 150 problems to support and reinforce learning Features a companion website with an instructor manual and PowerPoint slides www.wiley.com/go/hwangIOT Big-Data Analytics for Cloud, IoT and Cognitive Computing satisfies the demand among university faculty and students for cutting-edge information on emerging intelligent and cognitive computing systems and technologies. Professionals working in data science, cloud computing and IoT applications will also find this book to be an extremely useful working resource.

Product Identifiers

Publisher
Wiley & Sons, Incorporated, John
ISBN-10
1119247020
ISBN-13
9781119247029
eBay Product ID (ePID)
234721255

Product Key Features

Author
Kai Hwang, Min Chen
Publication Name
Big-Data Analytics for Cloud, Iot and Cognitive Computing
Format
Hardcover
Language
English
Publication Year
2017
Type
Textbook
Number of Pages
432 Pages

Dimensions

Item Length
9.7in
Item Height
1.1in
Item Width
6.9in
Item Weight
30.5 Oz

Additional Product Features

Lc Classification Number
Qa76.585.H829 2017
Table of Content
About the Authors xi Preface xiii About the Companion Website xvii Part 1 Big Data, Clouds and Internet of Things 1 1. Big Data Science and Machine Intelligence 3 1.1 Enabling Technologies for Big Data Computing 3 1.2 Social-Media, Mobile Networks and Cloud Computing 16 1.3 Big Data Acquisition and Analytics Evolution 24 1.4 Machine Intelligence and Big Data Applications 32 1.5 Conclusions 42 Homework Problems 42 References 43 2. Smart Clouds, Virtualization and Mashup Services 45 2.1 Cloud Computing Models and Services 45 2.2 Creation of Virtual Machines and Docker Containers 57 2.3 Cloud Architectures and Resources Management 65 2.4 Case Studies of IaaS, PaaS and SaaS Clouds 77 2.5 Mobile Clouds and Inter-Cloud Mashup Services 88 2.6 Conclusions 98 Homework Problems 98 References 103 3. IoT Sensing, Mobile and Cognitive Systems 105 3.1 Sensing Technologies for Internet of Things 105 3.2 IoT Interactions with GPS, Clouds and Smart Machines 111 3.3 Radio Frequency Identification (RFID) 119 3.4 Sensors, Wireless Sensor Networks and GPS Systems 124 3.5 Cognitive Computing Technologies and Prototype Systems 139 3.6 Conclusions 149 Homework Problems 150 References 152 Part 2 Machine Learning and Deep Learning Algorithms 155 4. Supervised Machine Learning Algorithms 157 4.1 Taxonomy of Machine Learning Algorithms 157 4.2 Regression Methods for Machine Learning 164 4.3 Supervised Classification Methods 171 4.4 Bayesian Network and Ensemble Methods 187 4.5 Conclusions 200 Homework Problems 200 References 203 5. Unsupervised Machine Learning Algorithms 205 5.1 Introduction and Association Analysis 205 5.2 Clustering Methods without Labels 213 5.3 Dimensionality Reduction and Other Algorithms 225 5.4 How to Choose Machine Learning Algorithms? 233 5.5 Conclusions 243 Homework Problems 243 References 247 6. Deep Learning with Artificial Neural Networks 249 6.1 Introduction 249 6.2 Artificial Neural Networks (ANN) 256 6.3 Stacked Auto Encoder and Deep Belief Network 264 6.4 Convolutional Neural Networks (CNN) and Extensions 277 6.5 Conclusions 287 Homework Problems 288 References 291 Part 3 Big Data Analytics for Health-Care and Cognitive Learning 293 7. Machine Learning for Big Data in Healthcare Applications 295 7.1 Healthcare Problems and Machine Learning Tools 295 7.2 IoT-based Healthcare Systems and Applications 299 7.3 Big Data Analytics for Healthcare Applications 310 7.4 Emotion-Control Healthcare Applications 322 7.5 Conclusions 335 Homework Problems 336 References 339 8. Deep Reinforcement Learning and Social Media Analytics 343 8.1 Deep Learning Systems and Social Media Industry 343 8.2 Text and Image Recognition using ANN and CNN 348 8.3 DeepMind with Deep Reinforcement Learning 362 8.4 Data Analytics for Social-Media Applications 375 8.5 Conclusions 390 Homework Problems 391 References 393 Index 395
Copyright Date
2017
Topic
Web / Web Services & APIs, General
Lccn
2016-054027
Intended Audience
Scholarly & Professional
Illustrated
Yes
Genre
Computers

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Big-Data Analytics for Cloud, IoT and Cognitive Computing by Min Chen and Kai Hwang (2017, Hardcover)

About this product

Product Information

Product Identifiers

Product Key Features

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Additional Product Features

All listings for this product

item 1 Big-Data Analytics for Cloud, IoT and Cognitive Computing

item 2 Big-Data Analytics for Cloud, IoT and Cognitive Computing, Chen, Min,Hwang, Kai,

item 3 Big-Data Analytics for Cloud, IoT and Cognitive Computing - VERY GOOD

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Best Selling in Textbooks

Diagnostic and Statistical Manual of Mental Disorders DSM-5-TR by American Psychiatric Association (2022, Trade Paperback)

Self Heal by Design : The Role of Micro-organisms for Health by Barbara O'Neill (2018, Trade Paperback)

Leadership : Theory and Practice by Peter G. Northouse (2021, Trade Paperback, Revised edition)

Designing Data-Intensive Applications : The Big Ideas Behind Reliable, Scalable, and Maintainable Systems by Martin Kleppmann (2017, Trade Paperback)

Research Design : Qualitative, Quantitative, and Mixed Methods Approaches by J. David Creswell and John W. Creswell (2022, Trade Paperback)

Cognitive Behavior Therapy : Basics and Beyond by Judith S. Beck (2020, Hardcover)

Diagnostic and Statistical Manual of Mental Disorders : DSM-5-TR by American Psychiatric Association (2022, Hardcover)

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Diagnostic and Statistical Manual of Mental Disorders DSM-5-TR Brand new

International Building Code IBC 2021 International Code Council Paperback

International Code Council Ser.: 2021 International Residential Code by...

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