Search Results for author: Yu-Han Liu

Found 6 papers, 0 papers with code

Interactive Inference under Information Constraints

no code implementations21 Jul 2020 Jayadev Acharya, Clément L. Canonne, Yu-Han Liu, Ziteng Sun, Himanshu Tyagi

We study the role of interactivity in distributed statistical inference under information constraints, e. g., communication constraints and local differential privacy.

Density Estimation

Explaining Deep Neural Networks using Unsupervised Clustering

no code implementations15 Jul 2020 Yu-Han Liu, Sercan O. Arik

We propose a novel method to explain trained deep neural networks (DNNs), by distilling them into surrogate models using unsupervised clustering.

Clustering

Target-based Sentiment Annotation in Chinese Financial News

no code implementations LREC 2020 Chaofa Yuan, Yu-Han Liu, Rongdi Yin, Jun Zhang, Qinling Zhu, Ruibin Mao, Ruifeng Xu

Based on high quality annotation guideline and effective quality control strategy, a corpus with 8, 314 target-level sentiment annotation is constructed on 6, 336 paragraphs from Chinese financial news text.

Sentiment Analysis

Rate Distortion For Model Compression: From Theory To Practice

no code implementations9 Oct 2018 Weihao Gao, Yu-Han Liu, Chong Wang, Sewoong Oh

Theoretically, we prove that the proposed scheme is optimal for compressing one-hidden-layer ReLU neural networks.

Data Compression Model Compression +1

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