Data-Driven Optimization and Knowledge Discovery for an Enterprise Information System

Author:   Qing Duan ,  Krishnendu Chakrabarty ,  Jun Zeng
Publisher:   Springer International Publishing AG
Edition:   2015 ed.
ISBN:  

9783319187372


Pages:   160
Publication Date:   29 June 2015
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Data-Driven Optimization and Knowledge Discovery for an Enterprise Information System


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Overview

This book provides a comprehensive set of optimization and prediction techniques for an enterprise information system. Readers with a background in operations research, system engineering, statistics, or data analytics can use this book as a reference to derive insight from data and use this knowledge as guidance for production management. The authors identify the key challenges in enterprise information management and present results that have emerged from leading-edge research in this domain. Coverage includes topics ranging from task scheduling and resource allocation, to workflow optimization, process time and status prediction, order admission policies optimization, and enterprise service-level performance analysis and prediction. With its emphasis on the above topics, this book provides an in-depth look at enterprise information management solutions that are needed for greater automation and reconfigurability-based fault tolerance, as well as to obtain data-driven recommendations for effective decision-making.

Full Product Details

Author:   Qing Duan ,  Krishnendu Chakrabarty ,  Jun Zeng
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2015 ed.
Dimensions:   Width: 15.50cm , Height: 1.10cm , Length: 23.50cm
Weight:   0.482kg
ISBN:  

9783319187372


ISBN 10:   3319187376
Pages:   160
Publication Date:   29 June 2015
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Production Simulation Platform.- Production Workflow Optimizations.- Predictions of Process-Execution Time and Process-Execution Status.- Optimization of Order-Admission Policies.- Conclusion.

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Author Information

Qing Duan is a data scientist at Paypal, Inc. Krishnendu Chakrabarty is a Professor in the Department of Electrical and Computer Engineering at Duke University. Jun Zeng is a principal researcher at Hewlett-Packard Labs.

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