Computational Social Science
Available from doi.wiley.com
Page 1
Computational Social Science
www.sciencemag.org/cgi/content/full/323/5915/721/DC1
Supporting Online Material for
Computational Social Science
David Lazer,* Alex Pentland, Lada Adamic, Sinan Aral, Albert-László Barabási, Devon
Brewer, Nicholas Christakis, Noshir Contractor, James Fowler, Myron Gutmann, Tony
Jebara, Gary King, Michael Macy, Deb Roy, Marshall Van Alstyne
*E-mail: david_lazer@harvard.edu
Published 6 February 2009, Science 323, 721 (2009)
DOI: 10.1126/science.1167742
This PDF file includes:
Complete list of author affiliations
References
Online resources
Page 2
Supplementary Online Materials
“Computational Social Science” Science 323: 721-723 (6 February 2009)
Contact Information
David Lazer
Director, Program on Networked Governance
Associate Professor of Public Policy
Harvard Kennedy School
Harvard University
Cambridge, MA 02138
david_lazer@harvard.edu
http://www.davidlazer.com
Alex Pentland
Professor
MIT Media Laboratory
20 Ames Street
Cambridge, MA 02142, USA
pentland@media.mit.edu
http://web.media.mit.edu/~sandy/
Lada Adamic
Assistant Professor
School of Information and Center for the Study of Complex Systems
University of Michigan
1085 S. University Ave.
Ann Arbor, MI 48109
ladamic@umich.edu
http://www-personal.umich.edu/~ladamic/
Sinan Aral
Assistant Professor
NYU Stern School of Business
44 West 4 Street Room 8-81
New York, NY, 10012
Research Affiliate
MIT Sloan School of Management.
saral@nyu.edu
Personal Webpage: http://pages.stern.nyu.edu/~saral
SSRN Page: http://ssrn.com/author=110270
Albert-László Barabási
Professor
“Computational Social Science” Science 323: 721-723 (6 February 2009)
Contact Information
David Lazer
Director, Program on Networked Governance
Associate Professor of Public Policy
Harvard Kennedy School
Harvard University
Cambridge, MA 02138
david_lazer@harvard.edu
http://www.davidlazer.com
Alex Pentland
Professor
MIT Media Laboratory
20 Ames Street
Cambridge, MA 02142, USA
pentland@media.mit.edu
http://web.media.mit.edu/~sandy/
Lada Adamic
Assistant Professor
School of Information and Center for the Study of Complex Systems
University of Michigan
1085 S. University Ave.
Ann Arbor, MI 48109
ladamic@umich.edu
http://www-personal.umich.edu/~ladamic/
Sinan Aral
Assistant Professor
NYU Stern School of Business
44 West 4 Street Room 8-81
New York, NY, 10012
Research Affiliate
MIT Sloan School of Management.
saral@nyu.edu
Personal Webpage: http://pages.stern.nyu.edu/~saral
SSRN Page: http://ssrn.com/author=110270
Albert-László Barabási
Professor
Page 3
Center for Complex Network Research
Departments of Physics, Biology and Computer Science
Northeastern University, Boston, MA 02115
Department of Medicine
Harvard Medical School
Center for Cancer Systems Biology
Dana Farber Cancer Institute, Boston, MA 02115
alb@neu.edu
http://www.barabasi.com/
Devon D. Brewer
Interdisciplinary Scientific Research
P.O. Box 15110
Seattle, WA 98115
interscientific@yahoo.com
http://www.interscientific.net
Nicholas A. Christakis
Professor
Department of Health Care Policy, Harvard Medical School
Department of Sociology, Harvard University
180 Longwood Avenue
Boston, MA 02115-5899
christak@hcp.med.harvard.edu
http://christakis.med.harvard.edu/
Noshir Contractor
Jane S. & William J. White Professor of Behavioral Sciences, Northwestern University
Professor of Industrial Engineering & Management Science, McCormick School of Engineering
Professor of Communication Studies, School of Communication
Professor of Management & Organizations, Kellogg School of Management
Director, Science of Networks in Communities (SONIC)
Research Laboratory Affiliate, National Center for Supercomputing Applications, University of
Illinois at Urbana-Champaign
2145 Sheridan Road, TECH D241
Evanston, Illinois 60208-3119
nosh@northwestern.edu
http://nosh.northwestern.edu
James H. Fowler
Associate Professor
Political Science Department
University of California, San Diego
Social Science Building 383
9500 Gilman Drive #0521
La Jolla, CA 92093-0521
Departments of Physics, Biology and Computer Science
Northeastern University, Boston, MA 02115
Department of Medicine
Harvard Medical School
Center for Cancer Systems Biology
Dana Farber Cancer Institute, Boston, MA 02115
alb@neu.edu
http://www.barabasi.com/
Devon D. Brewer
Interdisciplinary Scientific Research
P.O. Box 15110
Seattle, WA 98115
interscientific@yahoo.com
http://www.interscientific.net
Nicholas A. Christakis
Professor
Department of Health Care Policy, Harvard Medical School
Department of Sociology, Harvard University
180 Longwood Avenue
Boston, MA 02115-5899
christak@hcp.med.harvard.edu
http://christakis.med.harvard.edu/
Noshir Contractor
Jane S. & William J. White Professor of Behavioral Sciences, Northwestern University
Professor of Industrial Engineering & Management Science, McCormick School of Engineering
Professor of Communication Studies, School of Communication
Professor of Management & Organizations, Kellogg School of Management
Director, Science of Networks in Communities (SONIC)
Research Laboratory Affiliate, National Center for Supercomputing Applications, University of
Illinois at Urbana-Champaign
2145 Sheridan Road, TECH D241
Evanston, Illinois 60208-3119
nosh@northwestern.edu
http://nosh.northwestern.edu
James H. Fowler
Associate Professor
Political Science Department
University of California, San Diego
Social Science Building 383
9500 Gilman Drive #0521
La Jolla, CA 92093-0521
Page 4
jhfowler@ucsd.edu
http://jhfowler.ucsd.edu
Myron P. Gutmann
Professor of History and Information
Director, Inter-university Consortium for Political and Social Research
University of Michigan
PO Box 1248, Ann Arbor, MI 48106-1248
gutmann@umich.edu
http://www.icpsr.org/ICPSR/staff/gutmann.html
Tony Jebara
Associate Professor
Department of Computer Science
Columbia University
1214 Amsterdam Avenue, Mail Code 0401
New York, NY 10027
jebara@cs.columbia.edu
http://www1.cs.columbia.edu/~jebara/
Gary King
Professor
Director, Institute of Quantitative Social Science
Harvard University
Cambridge, MA 02138
king@harvard.edu
http://gking.harvard.edu/
Michael Macy
Professor
Social Dynamics Laboratory
372 Uris Hall
Cornell University
Ithaca, New York
14853-7601 Cornell University
Mwm14@cornell.edu
http://www.people.cornell.edu/pages/mwm14/
Deb Roy
Associate Professor of Media Arts and Sciences
MIT Media Laboratory
20 Ames Street
Cambridge, MA 02142, USA
dkroy@media.mit.edu
http://web.media.mit.edu/~dkroy/
http://jhfowler.ucsd.edu
Myron P. Gutmann
Professor of History and Information
Director, Inter-university Consortium for Political and Social Research
University of Michigan
PO Box 1248, Ann Arbor, MI 48106-1248
gutmann@umich.edu
http://www.icpsr.org/ICPSR/staff/gutmann.html
Tony Jebara
Associate Professor
Department of Computer Science
Columbia University
1214 Amsterdam Avenue, Mail Code 0401
New York, NY 10027
jebara@cs.columbia.edu
http://www1.cs.columbia.edu/~jebara/
Gary King
Professor
Director, Institute of Quantitative Social Science
Harvard University
Cambridge, MA 02138
king@harvard.edu
http://gking.harvard.edu/
Michael Macy
Professor
Social Dynamics Laboratory
372 Uris Hall
Cornell University
Ithaca, New York
14853-7601 Cornell University
Mwm14@cornell.edu
http://www.people.cornell.edu/pages/mwm14/
Deb Roy
Associate Professor of Media Arts and Sciences
MIT Media Laboratory
20 Ames Street
Cambridge, MA 02142, USA
dkroy@media.mit.edu
http://web.media.mit.edu/~dkroy/
Page 5
Marshall Van Alstyne
Associate Professor
Boston University School of Management
595 Commonwealth Avenue
Boston, MA 02215
Research Associate
MIT Center for E-Business
mva@bu.edu
http://smgnet.bu.edu/mgmt_new/profiles/VanAlstyneMarshall.html
Acknowledgments
This paper is an outgrowth of a December 7, 2007 conference by the same title. Thanks go to
the Institute for Quantitative Social Science and the Program on Networked Governance at
Harvard University (the latter supported by National Science Foundation grant # 0131923), and
the MIT Legatum Center for sponsorship of that conference. Video of this conference is
available at http://www.hks.harvard.edu/netgov/html/computational_social_science.html.
S. Aral acknowledges generous funding support from the Marketing Sciences Institute and the
Institute for Innovation and Information Productivity. A.-L.B. is supported by James S.
McDonnell Foundation 21st Century Initiative in Studying Complex Systems, the National
Science Foundation within the DDDAS (CNS-0540348), ITR (DMR-0426737) and IIS-0513650
programs, the US Office of Naval Research Award N00014-07-C, The Office of Naval Research
(ONR), Grant: N00014-07-C-0227 and by the Defense Threat Reduction Agency.
The viewpoints expressed in this article are the authors’ alone.
Page 6
Additional References
Adamic, L.A., Adar, E. (2005) “How to search a social network.” Social Networks 27 (3):187-
203
Adamic, L.A., Buyukkokten, O., Adar, E. (2003) “A Social Network Caught in the Web.” First
Monday 8 (6)
Adamic, L.A., Zhang, J., Bakshy, E., Ackerman, M.S. (2008) “Knowledge sharing and yahoo
answers: everyone knows something.” Proceeding of the 17th international Conference
on World Wide Web (Beijing, China, April 21 - 25, 2008). WWW '08. ACM, New York,
NY, 665-674. DOI= http://doi.acm.org/10.1145/1367497.1367587
Aral, S., Brynjolfsson, E., Van Alstyne, M. (2006) ”Information, Technology & Information
Worker Productivity: Task Level Evidence.” Proceedings of the 27th Annual
International Conference on Information Systems, December 10-13, Milwaukee,
Wisconsin. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=942310
Aral, S., Brynjolfsson, E., Van Alstyne, M. (2007) “Productivity Effects of Information
Diffusion in Networks.” Proceedings of the 28th Annual International Conference on
Information Systems, December 9-12, Montreal, CA. http://ssrn.com/abstract=987499
Aral, S., M. Van Alstyne (2007) “Network Structure & Information Advantage.” Proceedings of
the Academy of Management Conference, August 3-8, Philadelphia, PA.
http://ssrn.com/abstract=958158
Aral, S., Muchnik, L., Sundararajan, A. (2008). “Economic Influence in Massive Online Social
Networks.” Workshop on Information Systems Economics, December 13-14, Paris,
France
Bulkley, N., Van Alstyne, M. (2004) “Why Information Should Influence Productivity.” in The
Network Society: A Global Perspective. Ed. Castells, M. Edward Elgar Publishers, 145-
173. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=518242
Burke, D.S., Epstein, J.M., Cummings, D.A.T., Parker, J.I., Cline, K.C., Singa, R., Chakravarty,
S. “Individual-based Computational Modeling of Smallpox Epidemic Control Strategies.”
Academic Emergency Medicine 13 (11): 1142-1149 (2006)
Christakis, N.A., Fowler, J.H. (2007) “The Spread of Obesity in a Large Social Network Over
32 Years.” New England Journal of Medicine 357 (4): 370-379 (26 July)
http://dx.doi.org/10.1056/NEJMsa066082
Christakis, N.A., Fowler, J.H. (2008). “The Collective Dynamics of Smoking in a Large Social
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http://dx.doi.org/10.1056/NEJMsa0706154
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global epidemics: the role of the airline transportation network.” Proceedings of the
National Academy of Sciences 103: 2015-2020.
http://alexves.googlepages.com/0510525103v1.pdf
Contractor, N., Wasserman, S., Faust, K. (2006). “Testing multi-theoretical multilevel
hypotheses about organizational networks: An analytic framework and empirical
Adamic, L.A., Adar, E. (2005) “How to search a social network.” Social Networks 27 (3):187-
203
Adamic, L.A., Buyukkokten, O., Adar, E. (2003) “A Social Network Caught in the Web.” First
Monday 8 (6)
Adamic, L.A., Zhang, J., Bakshy, E., Ackerman, M.S. (2008) “Knowledge sharing and yahoo
answers: everyone knows something.” Proceeding of the 17th international Conference
on World Wide Web (Beijing, China, April 21 - 25, 2008). WWW '08. ACM, New York,
NY, 665-674. DOI= http://doi.acm.org/10.1145/1367497.1367587
Aral, S., Brynjolfsson, E., Van Alstyne, M. (2006) ”Information, Technology & Information
Worker Productivity: Task Level Evidence.” Proceedings of the 27th Annual
International Conference on Information Systems, December 10-13, Milwaukee,
Wisconsin. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=942310
Aral, S., Brynjolfsson, E., Van Alstyne, M. (2007) “Productivity Effects of Information
Diffusion in Networks.” Proceedings of the 28th Annual International Conference on
Information Systems, December 9-12, Montreal, CA. http://ssrn.com/abstract=987499
Aral, S., M. Van Alstyne (2007) “Network Structure & Information Advantage.” Proceedings of
the Academy of Management Conference, August 3-8, Philadelphia, PA.
http://ssrn.com/abstract=958158
Aral, S., Muchnik, L., Sundararajan, A. (2008). “Economic Influence in Massive Online Social
Networks.” Workshop on Information Systems Economics, December 13-14, Paris,
France
Bulkley, N., Van Alstyne, M. (2004) “Why Information Should Influence Productivity.” in The
Network Society: A Global Perspective. Ed. Castells, M. Edward Elgar Publishers, 145-
173. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=518242
Burke, D.S., Epstein, J.M., Cummings, D.A.T., Parker, J.I., Cline, K.C., Singa, R., Chakravarty,
S. “Individual-based Computational Modeling of Smallpox Epidemic Control Strategies.”
Academic Emergency Medicine 13 (11): 1142-1149 (2006)
Christakis, N.A., Fowler, J.H. (2007) “The Spread of Obesity in a Large Social Network Over
32 Years.” New England Journal of Medicine 357 (4): 370-379 (26 July)
http://dx.doi.org/10.1056/NEJMsa066082
Christakis, N.A., Fowler, J.H. (2008). “The Collective Dynamics of Smoking in a Large Social
Network.” New England Journal of Medicine 358 (21): 2249-58 (22 May)
http://dx.doi.org/10.1056/NEJMsa0706154
Colizza, V., Barrat, A., Barthelemy, M., Vespignani, A. (2006) “Prediction and predictability of
global epidemics: the role of the airline transportation network.” Proceedings of the
National Academy of Sciences 103: 2015-2020.
http://alexves.googlepages.com/0510525103v1.pdf
Contractor, N., Wasserman, S., Faust, K. (2006). “Testing multi-theoretical multilevel
hypotheses about organizational networks: An analytic framework and empirical
Page 7
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Elsevier
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Eagle, N., Pentland, A. (2006) “Reality Mining: Sensing Complex Social Systems.” Personal
and Ubiquitous Computing 10 (4): 255-268
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Pandemic Influenza: The Role of International Travel Restrictions.” Public Library of
Science One. (May 12)
Fowler, J.H. (2006) “Legislative Cosponsorship Networks in the U.S. House and Senate.”
Social Networks 28 (4): 454-465 (October)
http://dx.doi.org/10.1016/j.socnet.2005.11.003
Fowler, J.H. (2006) Connecting the Congress: A Study of Cosponsorship Networks.” Political
Analysis 14 (4): 456-487 (Fall) http://dx.doi.org/10.1093/pan/mpl002
Fowler, J.H., Christakis, N.A. (2008) “Dynamic Spread of Happiness in a Large Social
Network: Longitudinal Analysis Over 20 Years in the Framingham Heart Study.” British
Medical Journal 337: a2338 (4 December) http://dx.doi.org/10.1136/bmj.a2338
Fowler, J.H., Dawes, C.T., Christakis, N.A. “Model of Genetic Variation in Human Social
Networks.” Proceedings of the National Academy of Sciences,
http://dx.doi.org/10.1073/pnas.0806746106
Gutmann, M.P., Witkowski, K., Colyer, C., O’Rourke, J.M., McNally, J. (2008) “Providing
Spatial Data for Secondary Analysis. Issues and Current Practices relating to
Confidentiality.” Population Research and Policy Review 27: 639-665.
http://dx.doi.org/10.1007/s11113-008-9095-4
Huang, B., Jebara, T. (2007) “Loopy Belief Propagation for Bipartite Maximum Weight b-
Matching.” Proceedings of the 2007 Conference on Artificial Intelligence and Statistics,
AISTATS, (March)
Leskovec, J., Adamic, L.A., Huberman, B.A. (2006) “The dynamics of viral marketing.”
Proceedings of the 7th ACM Conference on Electronic Commerce (Ann Arbor,
Michigan, USA, June 11 - 15, 2006). EC '06. ACM, New York, NY, 228-237.
http://doi.acm.org/10.1145/1134707.1134732
Liben-Nowell, D., Novak, J., Kumar, R., Raghavan P., Tomkins, A. (2005) “Geographic
routing in social networks.” Proceedings of the National Academy of Sciences 102.
(August)
Monge, P.R., Contractor, N. (2003). Theories of communication networks. New York: Oxford
University Press
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Lens.” IEEE Intelligent Systems 23: 4, 62-64
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Behavioral Science Research. Washington: National Academies Press
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Analysis of Text.” MIT Center for Digital Business Working Paper # 246, Cambridge,
MA
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Salata, A., Guiness, J., Levit, M., Gorniak, P. (2006) “The Human Speechome
Project.” Proceedings of the Twenty-eighth Annual Meeting of the Cognitive Science
Society
Salganik, M.J., Dodds, P.S., Watts, D.J. (2006) “Experimental study of inequality and
unpredictability in an artificial cultural market.” Science 311:854–56
Shaw, B., Jebara, T. (2007) “Minimum Volume Embedding.” Proceedings of the 2007
Conference on Artificial Intelligence and Statistics, AISTATS, (March)
Van Wey, L., Rindfuss, R., Gutmann, M.P., Entwisle, B., Balk, D. (2005) “Confidentiality and
Spatially Explicit Data: Concerns and Challenges.” Proceedings of the National Academy
of Science 102(43): 15337-15342
Wu, F., Huberman, B.A. (2007) “Novelty and collective attention.” Proceedings of the National
Academy of Sciences 104:17599–17601
Wu, L., Waber, B., Aral, S., Brynjolfsson, E., Pentland, S. (2008). “Mining Face to Face
Interaction Networks Using Sociometric Badges: Predicting Productivity in an IT
Configuration Task.” Proceedings of the 29th Annual International Conference on
Information Systems, December 15-18, Paris, France. http://ssrn.com/abstract=1130251
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