Automatic mapping and modeling of human networks |
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Authors: | Alex Pentland |
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Affiliation: | The Media Laboratory, Room E15-387, 20 Ames St., Cambridge, MA 01239, USA |
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Abstract: | Mobile telephones, company ID badges, and similar common devices form a sensor network which can be used to map human activity, and especially human interactions. The most informative sensor data seem to be measurements of person-to-person proximity, and statistics of vocalization and body movement measurements. Using this data to model individual behavior as a stochastic process allows prediction of future activity, with the greatest predictive power obtained by modeling the interactions between individual processes. Experiments show that between 40% and 95% of the variance in human behavior may be explained by such models. |
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Keywords: | Social network Network analysis Network modeling Network dynamics Modeling human behavior Eigenanalysis Influence analysis |
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