366 citations
- IBM Research - IrelandIE50 papers
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4 papers · 1 filter
Signalling and obfuscation for congestion control
Jakub Marecek, Robert Shorten, Jia Yuan Yu
We aim to reduce the social cost of congestion in many smart city applications. In our model of congestion, agents interact over limited resources after receiving signals from a ce…
Distributed Block Coordinate Descent for Minimizing Partially Separable Functions
Jakub Marecek, Peter Richtarik, Martin Takac
In this work we propose a distributed randomized block coordinate descent method for minimizing a convex function with a huge number of variables/coordinates. We analyze its comple…
Multiscale Event Detection in Social Media
Xiaowen Dong, Dimitrios Mavroeidis, Francesco Calabrese +1
Event detection has been one of the most important research topics in social media analysis. Most of the traditional approaches detect events based on fixed temporal and spatial re…
Multi-agent Inverse Reinforcement Learning for Two-person Zero-sum Games
Xiaomin Lin, Peter A. Beling, Randy Cogill
The focus of this paper is a Bayesian framework for solving a class of problems termed multi-agent inverse reinforcement learning (MIRL). Compared to the well-known inverse reinfor…