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Bhimasankaram Pochiraju - Essentials of Business Analytics

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Bhimasankaram Pochiraju Essentials of Business Analytics

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Contents
Landmarks
Volume 264 International Series in Operations Research Management Science - photo 1
Volume 264
International Series in Operations Research & Management Science
Series Editor
Camille C. Price
Stephen F. Austin State University, TX, USA
Associate Editor
Joe Zhu
Worcester Polytechnic Institute, MA, USA
Founding Editor
Frederick S. Hillier
Stanford University, CA, USA

More information about this series at http://www.springer.com/series/6161

Editors
Bhimasankaram Pochiraju and Sridhar Seshadri
Essentials of Business Analytics
An Introduction to the Methodology and its Applications
Editors Bhimasankaram Pochiraju Applied Statistics and Computing Lab Indian - photo 2
Editors
Bhimasankaram Pochiraju
Applied Statistics and Computing Lab, Indian School of Business, Hyderabad, Telangana, India
Sridhar Seshadri
Gies College of Business, University of Illinois at Urbana Champaign, Champaign, IL, USA
ISSN 0884-8289 e-ISSN 2214-7934
International Series in Operations Research & Management Science
ISBN 978-3-319-68836-7 e-ISBN 978-3-319-68837-4
https://doi.org/10.1007/978-3-319-68837-4
Springer Nature Switzerland AG 2019
This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.
The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.
The publisher, the authors, and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG.

The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Professor Bhimasankaram: With the divine blessings of Bhagawan Sri Sri Sri Satya Sai Baba, I dedicate this book to my parentsSri Pochiraju Rama Rao and Smt. Venkata Ratnamma.

Sridhar Seshadri: I dedicate this book to the memory of my parents, Smt. Ranganayaki and Sri Desikachari Seshadri, my father-in-law, Sri Kalyana Srinivasan Ayodhyanath, and my dear friend, collaborator and advisor, Professor Bhimasankaram.

Disclaimer

This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged please write and let us know so we may rectify in any future reprint.

Acknowledgements

This book is the outcome of a truly collaborative effort amongst many people who have contributed in different ways. We are deeply thankful to all the contributing authors for their ideas and support. The book belongs to them. This book would not have been possible without the help ofDeepak Agrawal.Deepakhelped in every way, from editorial work, solution support, programming help, to coordination with authors and researchers, and many more things.Soumithri Mamidipudiprovided editorial support, helped with writing summaries of every chapter, and proof-edited the probability and statistics appendix and cases.Padmavati Sridharprovided editorial support for many chapters. Two associate alumniRamakrishna VempatiandSuryanarayana Ambatipudiof theCertificate Programme in Business Analytics(CBA) atIndian School of Business(ISB) helped with locating contemporary examples and references. They suggested examples for the Retail Analytics and Supply Chain Analytics chapters.Ramakrishnaalso contributed to the draft of the Big Data chapter. Several researchers in theAdvanced Statistics and Computing Lab(ASC Lab) at ISB helped in many ways.Hema Sri Sai Kolliparaprovided support for the cases, exercises, and technical and statistics support for various chapters.Aditya Taorihelped with examples for the machine learning chapters and exercises.Saurabh Jugalkishorcontributed examples for the machine learning chapters. The ASC Labs researchers andHemanth Kumarprovided technical support in preparing solutions for various examples referred in the chapters.Ashish Khandelwal, Fellow Program student at ISB, helped with the chapter on Linear Regression.Dr. Kumar EswaranandJoy Mustafiprovided additional thoughts for the Unsupervised Learning chapter. The editorial team comprisingFaith Su,Mathew Amboyand series editorCamille Pricegave immense support during the book proposal stage, guidance during editing, production, etc. The ASC Lab provided the research support for this project.

We thank our families for the constant support during the 2-year long project. We thank each and every person associated with us during the beautiful journey of writing this book.

Contents
Sridhar Seshadri
Part I Tools
Sudhir Voleti
Hemanth Kumar Dasararaju and Peeyush Taori
Peeyush Taori and Hemanth Kumar Dasararaju
John F. Tripp
Vishnuprasad Nagadevara
Bhimasankaram Pochiraju and Hema Sri Sai Kollipara
Vishnuprasad Nagadevara
Sudhir Voleti
Part II Modeling Methods
Sumit Kunnumkal
Milind G. Sohoni
Konstantinos I. Nikolopoulos and Dimitrios D. Thomakos
Thriyambakam Krishnan
Thriyambakam Krishnan
Shailesh Kumar
Shailesh Kumar
Manish Gupta
Part III Applications
Ramandeep S. Randhawa
S. Arunachalam and Amalesh Sharma
Krishnamurthy Vaidyanathan
Vishnuprasad Nagadevara
Maqbool (Mac) Dada and Chester Chambers
Kalyan Talluri and Sridhar Seshadri
Yao Zhao
Deepak Agrawal and Soumithri Mamidipudi
Deepak Agrawal , Hema Sri Sai Kollipara and Soumithri Mamidipudi
Deepak Agrawal , Soumithri Mamidipudi and Sriram Padmanabhan
Peeyush Taori and Hemanth Kumar Dasararaju
Peeyush Taori and Hemanth Kumar Dasararaju
Peeyush Taori , Soumithri Mamidipudi and Deepak Agrawal
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