Modern Big Data Architectures: A Multi-Agent Systems Perspective

Modern Big Data Architectures: A Multi-Agent Systems Perspective book cover

Modern Big Data Architectures: A Multi-Agent Systems Perspective

Author(s): Dominik Ryzko (Author)

  • Publisher: Wiley
  • Publication Date: 14 May 2020
  • Edition: 1st
  • Language: English
  • Print length: 208 pages
  • ISBN-10: 1119597846
  • ISBN-13: 9781119597841

Book Description

Provides an up-to-date analysis of big data and multi-agent systems

The term Big Data refers to the cases, where data sets are too large or too complex for traditional data-processing software. With the spread of new concepts such as Edge Computing or the Internet of Things, production, processing and consumption of this data becomes more and more distributed. As a result, applications increasingly require multiple agents that can work together. A multi-agent system (MAS) is a self-organized computer system that comprises multiple intelligent agents interacting to solve problems that are beyond the capacities of individual agents. Modern Big Data Architectures examines modern concepts and architecture for Big Data processing and analytics.

This unique, up-to-date volume provides joint analysis of big data and multi-agent systems, with emphasis on distributed, intelligent processing of very large data sets. Each chapter contains practical examples and detailed solutions suitable for a wide variety of applications. The author, an internationally-recognized expert in Big Data and distributed Artificial Intelligence, demonstrates how base concepts such as agent, actor, and micro-service have reached a point of convergence―enabling next generation systems to be built by incorporating the best aspects of the field. This book:

  • Illustrates how data sets are produced and how they can be utilized in various areas of industry and science
  • Explains how to apply common computational models and state-of-the-art architectures to process Big Data tasks
  • Discusses current and emerging Big Data applications of Artificial Intelligence

Modern Big Data Architectures: A Multi-Agent Systems Perspective is a timely and important resource for data science professionals and students involved in Big Data analytics, and machine and artificial learning. 

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From the Inside Flap

The current generation of data systems relies on two concepts that have only recently risen to prominence: Big Data and Artificial Intelligence. Together, Big Data and AI make possible the complex computational tasks that are essential to every field, industry, and corner of contemporary life. As we continue to demand additional value and greater problem-solving ability from our systems, we must find additional ways of conceiving of data processing. New insights are needed to launch a new generation of processing and analytics.

In Modern Big Data Architectures, data scientist Dominik Ryżko presents a view of Big Data architectures that has the potential to expand our thinking on intelligent systems. In the context of a comprehensive overview of Big Data applications covering everything from social media and IoT to fog computing and higher-level industrial processing, Ryżko traces the concept of multi-agent systems (MAS) as a potential paradigm for distributed intelligent systems. This unique book is the first to provide practical guidance on Big Data processing alongside an analysis of MAS and its potential to add value.

Although MAS has not yet risen to prominence in the general public, it has already begun to influence how systems architects and data analysts solve problems using Big Data. A MAS consists of multiple "agents" autonomous intelligent entities capable of learning and completing specific tasks. When several such agents, each designed with its own specialty, collaborate to solve complex problems, the resulting MAS is capable of exhilarating feats. Big Data and machine learning specialists are already using similar technologies. With this book, readers can fully integrate the power of MAS in their Big Data applications, for more powerful, adaptive, and intelligent systems.

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