activity
20182021
most citedPersonalized Entity Resolution with Dynamic Heterogeneous Knowledge Graph Representations

2 citations · 2 across the 2 of their papers we have counts for

collaborators

5 papers

cs.CL20212 cited

Personalized Entity Resolution with Dynamic Heterogeneous Knowledge Graph Representations

Ying Lin, Han Wang, Jiangning Chen +5

The growing popularity of Virtual Assistants poses new challenges for Entity Resolution, the task of linking mentions in text to their referent entities in a knowledge base. Specif…

stat.ML2019

A cost-reducing partial labeling estimator in text classification problem

Jiangning Chen, Zhibo Dai, Juntao Duan +5

We propose a new approach to address the text classification problems when learning with partial labels is beneficial. Instead of offering each training sample a set of candidate l…

cs.IR2019

Naive Bayes with Correlation Factor for Text Classification Problem

Jiangning Chen, Zhibo Dai, Juntao Duan +2

Naive Bayes estimator is widely used in text classification problems. However, it doesn't perform well with small-size training dataset. We propose a new method based on Naive Baye…

cs.IR2018

Centroid estimation based on symmetric KL divergence for Multinomial text classification problem

Jiangning Chen, Heinrich Matzinger, Haoyan Zhai +1

We define a new method to estimate centroid for text classification based on the symmetric KL-divergence between the distribution of words in training documents and their class cen…

stat.ML2018

Convergence Rate of Krasulina Estimator

Jiangning Chen

Principal component analysis (PCA) is one of the most commonly used statistical procedures with a wide range of applications. Consider the points are vectors dr…