activity
20182020
most citedA User-based Visual Analytics Workflow for Exploratory Model Analysis

37 citations · 90 across the 4 of their papers we have counts for

collaborators

5 papers

cs.IR2020★ 6 cited

CAVA: A Visual Analytics System for Exploratory Columnar Data Augmentation Using Knowledge Graphs

Dylan Cashman, Shenyu Xu, Subhajit Das +6

Most visual analytics systems assume that all foraging for data happens before the analytics process; once analysis begins, the set of data attributes considered is fixed. Such sep…

cs.HC2020

Boxer: Interactive Comparison of Classifier Results

Michael Gleicher, Aditya Barve, Xinyi Yu +1

Machine learning practitioners often compare the results of different classifiers to help select, diagnose and tune models. We present Boxer, a system to enable such comparison. Ou…

cs.HC2019★ 31 cited

embComp: Visual Interactive Comparison of Vector Embeddings

Florian Heimerl, Christoph Kralj, Torsten Möller +1

This paper introduces embComp, a novel approach for comparing two embeddings that capture the similarity between objects, such as word and document embeddings. We survey scenarios…

cs.HC2018★ 16 cited

Visual Designs for Binned Aggregation of Multi-Class Scatterplots

Florian Heimerl, Chih-Ching Chang, Alper Sarikaya +1

Point sets in 2D with multiple classes are a common type of data. A canonical visualization design for them are scatterplots, which do not scale to large collections of points. For…

cs.HC2018★ 37 cited

A User-based Visual Analytics Workflow for Exploratory Model Analysis

Dylan Cashman, Shah Rukh Humayoun, Florian Heimerl +9

Many visual analytics systems allow users to interact with machine learning models towards the goals of data exploration and insight generation on a given dataset. However, in some…