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research-article
To Buy or Not to Buy: Computing Value of Spatiotemporal Information
Article No.: 22, Pages 1–25https://doi.org/10.1145/3320431

Location data from mobile devices is a sensitive yet valuable commodity for location-based services and advertising. We investigate the intrinsic value of location data in the context of strong privacy, where location information is only available from ...

research-article
Stepping Stone Graph: A Graph for Finding Movement Corridors using Sparse Trajectories
Article No.: 23, Pages 1–24https://doi.org/10.1145/3324883

There are many real world applications that require identifying public movements such as identifying movement corridors in cities and most popular paths. If one is not given user trajectories but rather sporadic location data, such as location-based ...

research-article
Public Access
A Data-driven Framework for Long-Range Aircraft Conflict Detection and Resolution
Article No.: 24, Pages 1–23https://doi.org/10.1145/3328832

At the present time, there is no mechanism for Air Navigation Service Providers (ANSPs) to probe new flight plans filed by the Airlines Operation Centers (AOCs) against the existing approved flight plans to see if they are likely to cause conflicts or ...

research-article
Efficient Generation of Geographically Accurate Transit Maps
Article No.: 25, Pages 1–36https://doi.org/10.1145/3337790

We present LOOM (Line-Ordering Optimized Maps), an automatic generator of geographically accurate transit maps. The input to LOOM is data about the lines of a transit network: for each line, its station sequence and geographical course. LOOM proceeds in ...

research-article
Public Access
Flood-Risk Analysis on Terrains under the Multiflow-Direction Model
Article No.: 26, Pages 1–27https://doi.org/10.1145/3340707

An important problem in terrain analysis is modeling how water flows across a terrain and creates floods by filling up depressions. In this article, we study a number of flood-risk related problems: Given a terrain Σ, represented as a triangulated xy-...

research-article
Public Access
RegRocket: Scalable Multinomial Autologistic Regression with Unordered Categorical Variables Using Markov Logic Networks
Article No.: 27, Pages 1–27https://doi.org/10.1145/3366459

Autologistic regression is one of the most popular statistical tools to predict spatial phenomena in several applications, including epidemic diseases detection, species occurrence prediction, earth observation, and business management. In general, ...

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