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eess.SP2022
Optimal Compression for Minimizing Classification Error Probability: an Information-Theoretic Approach
Jingchao Gao, Ao Tang, Weiyu Xu
We formulate the problem of performing optimal data compression under the constraints that compressed data can be used for accurate classification in machine learning. We show that…
cs.IT2022
Task-Aware Network Coding Over Butterfly Network
Jiangnan Cheng, Sandeep Chinchali, Ao Tang
Network coding allows distributed information sources such as sensors to efficiently compress and transmit data to distributed receivers across a bandwidth-limited network. Classic…