95 citations · 116 across the 3 of their papers we have counts for
4 papers
Interactive Visual Pattern Search on Graph Data via Graph Representation Learning
Huan Song, Zeng Dai, Panpan Xu +1
Graphs are a ubiquitous data structure to model processes and relations in a wide range of domains. Examples include control-flow graphs in programs and semantic scene graphs in im…
Human-in-the-loop Extraction of Interpretable Concepts in Deep Learning Models
Zhenge Zhao, Panpan Xu, Carlos Scheidegger +1
The interpretation of deep neural networks (DNNs) has become a key topic as more and more people apply them to solve various problems and making critical decisions. Concept-based e…
Interpretable and Steerable Sequence Learning via Prototypes
Yao Ming, Panpan Xu, Huamin Qu +1
One of the major challenges in machine learning nowadays is to provide predictions with not only high accuracy but also user-friendly explanations. Although in recent years we have…
An Incremental Dimensionality Reduction Method for Visualizing Streaming Multidimensional Data
Takanori Fujiwara, Jia-Kai Chou, Shilpika +3
Dimensionality reduction (DR) methods are commonly used for analyzing and visualizing multidimensional data. However, when data is a live streaming feed, conventional DR methods ca…