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6 papers · 1 filter
A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound
Gal Dalal, Balazs Szorenyi, Gugan Thoppe
Policy evaluation in reinforcement learning is often conducted using two-timescale stochastic approximation, which results in various gradient temporal difference methods such as G…
SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals
Iris Hendrickx, Su Nam Kim, Zornitsa Kozareva +6
In response to the continuing research interest in computational semantic analysis, we have proposed a new task for SemEval-2010: multi-way classification of mutually exclusive sem…
Community Detection on Networks with Ricci Flow
Chien-Chun Ni, Yu-Yao Lin, Feng Luo +1
Many complex networks in the real world have community structures -- groups of well-connected nodes with important functional roles. It has been well recognized that the identifica…
An Investigation of End-to-End Multichannel Speech Recognition for Reverberant and Mismatch Conditions
Aswin Shanmugam Subramanian, Xiaofei Wang, Shinji Watanabe +3
Sequence-to-sequence (S2S) modeling is becoming a popular paradigm for automatic speech recognition (ASR) because of its ability to jointly optimize all the conventional ASR compon…
R-Storm: Resource-Aware Scheduling in Storm
Boyang Peng, Mohammad Hosseini, Zhihao Hong +2
The era of big data has led to the emergence of new systems for real-time distributed stream processing, e.g., Apache Storm is one of the most popular stream processing systems in…
JIM: Joint Influence Modeling for Collective Search Behavior
Shubhra Kanti Karmaker Santu, Liangda Li, Yi Chang +1
Previous work has shown that popular trending events are important external factors which pose significant influence on user search behavior and also provided a way to computationa…