Join us in our upcoming Applied Economics Seminar at the Graduate Center organized by Professor Agbeyegbe, Hunter College & Graduate Center.
A lecture by:
Juliana Freire, New York University
“Data Polygamy: The Many-Many Relationships among Urban Spatio-Temporal Data Sets” (joint work with Fernando Chirigati, Harish Doraiswamy and Theodoros Damoulas)
The increasing ability to collect data from urban environments, coupled with a push towards openness by governments, has resulted in the availability of numerous spatio-temporal datasets covering diverse aspects of a city.
Discovering relationships between these data sets can produce new insights by enabling domain experts to not only test but also generate hypotheses. However, discovering these relationships is diﬃcult. First, a relationship between two data sets may occur only at certain locations and/or time periods. Second, the sheer number and size of the data sets, coupled with the diverse spatial and temporal scales at which the data is available, presents computational challenges on all fronts, from indexing and querying to analyzing them. Finally, it is nontrivial to diﬀerentiate between meaningful and spurious relationships.
To address these challenges, we propose Data Polygamy, a scalable topology-based framework that allows users to query for statistically signiﬁcant relationships between spatio-temporal data sets. We have performed an experimental evaluation using over 300 spatial-temporal urban data sets which shows that our approach is scalable and eﬀective at identifying interesting relationships.
Paper available here.
Author’s website here.
Date: Tuesday, March 7, 2017
Location: 365 Fifth Avenue, New York, NY
Travel Directions to The Graduate Center:
By Subway: B, D, F, N, R, or Q to 34th Street-Herald Square; walk east to 5th Avenue 6 to 33rd Street.
By Bus: M1, M2, M3, M4, M5, M6, M7, M16, M34, Q32.