Towards Interpretable and Learnable Risk Analysis for Entity Resolution

no code implementations • 6 Dec 2019 • Zhaoqiang Chen, Qun Chen, Boyi Hou, Tianyi Duan, Zhanhuai Li, Guoliang Li

Machine-learning-based entity resolution has been widely studied.

BIG-bench Machine Learning Entity Resolution

Gradual Machine Learning for Aspect-level Sentiment Analysis

no code implementations • 6 Jun 2019 • Yanyan Wang, Qun Chen, Jiquan Shen, Boyi Hou, Murtadha Ahmed, Zhanhuai Li

The state-of-the-art solutions for Aspect-Level Sentiment Analysis (ALSA) were built on a variety of deep neural networks (DNN), whose efficacy depends on large amounts of accurately labeled training data.

BIG-bench Machine Learning Sentiment Analysis

Gradual Machine Learning for Entity Resolution

no code implementations • 29 Oct 2018 • Boyi Hou, Qun Chen, Yanyan Wang, Youcef Nafa, Zhanhuai Li

Using ER as a test case, we demonstrate that gradual machine learning is a promising paradigm potentially applicable to other challenging classification tasks requiring extensive labeling effort.

BIG-bench Machine Learning Entity Resolution +1