Data Cleaning. Ihab F. Ilyas

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Data Cleaning - Ihab F. Ilyas

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L. Russell, Stevens Institute of Technology

      2016

      Edmund Berkeley and the Social Responsibility of Computer Professionals

      Bernadette Longo, New Jersey Institute of Technology

      2015

      Candidate Multilinear Maps

      Sanjam Garg, University of California, Berkeley

      2015

      Smarter Than Their Machines: Oral Histories of Pioneers in Interactive Computing

      John Cullinane, Northeastern University; Mossavar-Rahmani Center for Business and Government, John F. Kennedy School of Government, Harvard University

      2015

      A Framework for Scientific Discovery through Video Games

      Seth Cooper, University of Washington

      2014

      Trust Extension as a Mechanism for Secure Code Execution on Commodity Computers

      Bryan Jeffrey Parno, Microsoft Research

      2014

      Embracing Interference in Wireless Systems

      Shyamnath Gollakota, University of Washington

      2014

       Data Cleaning

       Ihab F. Ilyas

       University of Waterloo

       Xu Chu

       Georgia Institute of Technology

       ACM Books #28

Image

      Copyright © 2019 by Association for Computing Machinery

      All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means—electronic, mechanical, photocopy, recording, or any other except for brief quotations in printed reviews—without the prior permission of the publisher.

      Designations used by companies to distinguish their products are often claimed as trademarks or registered trademarks. In all instances in which the Association for Computing Machinery is aware of a claim, the product names appear in initial capital or all capital letters. Readers, however, should contact the appropriate companies for more complete information regarding trademarks and registration.

       Data Cleaning

      Ihab F. Ilyas

      Xu Chu

       books.acm.org

       http://books.acm.org

      ISBN: 978-1-4503-7152-0 hardcover

      ISBN: 978-1-4503-7153-7 paperback

      ISBN: 978-1-4503-7154-4 ePub

      ISBN: 978-1-4503-7155-1 eBook

      Series ISSN: 2374-6769 print 2374-6777 electronic

      DOIs:

      10.1145/3310205 Book

      10.1145/3310205.3310206 Preface

      10.1145/3310205.3310207 Chapter 1

      10.1145/3310205.3310208 Chapter 2

      10.1145/3310205.3310209 Chapter 3

      10.1145/3310205.3310210 Chapter 4

      10.1145/3310205.3310211 Chapter 5

      10.1145/3310205.3310212 Chapter 6

      10.1145/3310205.3310213 Chapter 7

      10.1145/3310205.3310214 Chapter 8

      10.1145/3310205.3310215 References/Index/Bios

      A publication in the ACM Books series, #28

      Editor in Chief: M. Tamer Özsu, University of Waterloo

      This book was typeset in Arnhem Pro 10/14 and Flama using ZzTEX.

      Cover photo: Jason Dorfman MIT / CSAIL

      First Edition

      10 9 8 7 6 5 4 3 2 1

       To my family: Francis, Aida, Mirette, Andrew and Marina

       To my wife Jianmei and my daughter Hannah

      Contents

       Preface

       Figure and Table Credits

       Chapter 1 Introduction

       1.1 Data Cleaning Workflow

       1.2 Book Scope

       Chapter 2 Outlier Detection

       2.1 A Taxonomy of Outlier Detection Methods

       2.2 Statistics-Based Outlier Detection

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