Michael J. Paul

Social Monitoring for Public Health


Скачать книгу

of Most Near Neighbors: Horseshoes, Hand Grenades, Web Search and Other Situations When Close is Close Enough

      Mark S. Manasse

      2012

      The Answer Machine

      Susan E. Feldman

      2012

      Theoretical Foundations for Digital Libraries: The 5S (Societies, Scenarios, Spaces, Structures, Streams) Approach

      Edward A. Fox, Marcos André Gonçalves, and Rao Shen

      2012

      The Future of Personal Information Management, Part I: Our Information, Always and Forever

      William Jones

      2012

      Search User Interface Design

      Max L. Wilson

      2011

      Information Retrieval Evaluation

      Donna Harman

      2011

      Knowledge Management (KM) Processes in Organizations: Theoretical Foundations and Practice

      Claire R. McInerney and Michael E. D. Koenig

      2011

      Search-Based Applications: At the Confluence of Search and Database Technologies

      Gregory Grefenstette and Laura Wilber

      2010

      Information Concepts: From Books to Cyberspace Identities

      Gary Marchionini

      2010

      Estimating the Query Difficulty for Information Retrieval

      David Carmel and Elad Yom-Tov

      2010

      iRODS Primer: Integrated Rule-Oriented Data System

      Arcot Rajasekar, Reagan Moore, Chien-Yi Hou, Christopher A. Lee, Richard Marciano, Antoine de Torcy, Michael Wan, Wayne Schroeder, Sheau-Yen Chen, Lucas Gilbert, Paul Tooby, and Bing Zhu

      2010

      Collaborative Web Search: Who, What, Where, When, and Why

      Meredith Ringel Morris and Jaime Teevan

      2009

      Multimedia Information Retrieval

      Stefan Rüger

      2009

      Online Multiplayer Games

      William Sims Bainbridge

      2009

      Information Architecture: The Design and Integration of Information Spaces

      Wei Ding and Xia Lin

      2009

      Reading and Writing the Electronic Book

      Catherine C. Marshall

      2009

      Hypermedia Genes: An Evolutionary Perspective on Concepts, Models, and Architectures

      Nuno M. Guimarães and Luís M. Carrico

      2009

      Understanding User-Web Interactions via Web Analytics

      Bernard J. (Jim) Jansen

      2009

      XML Retrieval

      Mounia Lalmas

      2009

      Faceted Search

      Daniel Tunkelang

      2009

      Introduction to Webometrics: Quantitative Web Research for the Social Sciences

      Michael Thelwall

      2009

      Exploratory Search: Beyond the Query-Response Paradigm

      Ryen W. White and Resa A. Roth

      2009

      New Concepts in Digital Reference

      R. David Lankes

      2009

      Automated Metadata in Multimedia Information Systems: Creation, Refinement, Use in Surrogates, and Evaluation

      Michael G. Christel

      2009

      Copyright © 2017 by Morgan & Claypool

      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.

      Social Monitoring for Public Health

      Michael J. Paul and Mark Dredze

       www.morganclaypool.com

      ISBN: 9781681730950 paperback

      ISBN: 9781681730967 ebook

      DOI 10.2200/S00791ED1V01Y201707ICR060

      A Publication in the Morgan & Claypool Publishers series

       SYNTHESIS LECTURES ON INFORMATION CONCEPTS, RETRIEVAL, AND SERVICES

      Lecture #60

      Series Editor: Gary Marchionini, University of North Carolina at Chapel Hill

      Series ISSN

      Print 1947-945X Electronic 1947-9468

       Social Monitoring for Public Health

      Michael J. Paul

      University of Colorado

      Mark Dredze

      Johns Hopkins University

       SYNTHESIS LECTURES ON INFORMATION CONCEPTS, RETRIEVAL, AND SERVICES #60

       ABSTRACT

      Public health thrives on high-quality evidence, yet acquiring meaningful data on a population remains a central challenge of public health research and practice. Social monitoring, the analysis of social media and other user-generated web data, has brought advances in the way we leverage population data to understand health. Social media offers advantages over traditional data sources, including real-time data availability, ease of access, and reduced cost. Social media allows us to ask, and answer, questions we never thought possible.

      This book presents an overview of the progress on uses of social monitoring to study public health over the past decade. We explain available data sources, common methods, and survey research on social monitoring in a wide range of public health areas. Our examples come from topics such as disease surveillance, behavioral medicine, and mental health, among others. We explore the limitations and concerns of these methods. Our survey of this exciting new field of data-driven research lays out future research directions.

       KEYWORDS

      social media, web data, public health, data science

       For Dad. –MJPFor Chava, Gilah, Hadar, and Micah. –MHD

       Contents

       Preface

       Acknowledgments

       1 New Source of Big Data