We develop a system for simulation-based optimization of defensive formations for American football. The first component of the system is an environment for simulating football plays with real physical interactions between players and their surroundings. The simulator is built on the AGEIA PhysX engine, which incorporates rigid body dynamics and...
One approach to conserving endangered species is to purchase and protect a set of land parcels in a way that maximizes the expected future population spread. Unfortunately, an ideal set of parcels may have a cost that is beyond the immediate budget constraints and must thus be purchased incrementally. This...
Complex games such as RTS games are naturally formalized
as Markov games. Given a Markov game, it is often possible
to hand-code or learn a set of policies that capture the
diversity of possible strategies. It is also often possible to
hand-code or learn an abstract simulator of the game...
Building intelligent assistants has been a long-cherished goal of AI, and many were built and fine-tuned to specific application domains. In recent work, a domain-independent decision-theoretic model of assistance was proposed, where the task is to infer the user’s goal and take actions that minimize the expected cost of the...
Limited bandwidth and high packet loss rate pose a serious challenge for video streaming applications over wireless networks. Even when packet loss is not present, the bandwidth fluctuation as a result of an arbitrary number of active flows in an IEEE 802.11 network, can significantly degrade the video quality. This...
This article provides a thorough meta-analysis of the anomaly detection problem. To accomplish this we first identify approaches to benchmarking anomaly detection algorithms across the literature and produce a large corpus of anomaly detection benchmarks that vary in their construction across several dimensions we deem important to real-world applications: (a)...
Automatic transfer of learned knowledge from one task or domain to another offers great potential to simplify and expedite
the construction and deployment of intelligent systems.
In practice however, there are many barriers to achieving this
goal. In this article, we present a prototype system for the
real-world context of...