A survey of visual analytics techniques for machine learning

J Yuan, C Chen, W Yang, M Liu, J **a, S Liu - Computational Visual Media, 2021 - Springer
Visual analytics for machine learning has recently evolved as one of the most exciting areas
in the field of visualization. To better identify which research topics are promising and to …

Visual analytics: A comprehensive overview

W Cui - IEEE access, 2019 - ieeexplore.ieee.org
With the ever-increasing amount of data, the world has stepped into the era of “Big Data”.
Presently, the analysis of massive and complex data and the extraction of relevant …

explAIner: A visual analytics framework for interactive and explainable machine learning

T Spinner, U Schlegel, H Schäfer… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
We propose a framework for interactive and explainable machine learning that enables
users to (1) understand machine learning models;(2) diagnose model limitations using …

Retainvis: Visual analytics with interpretable and interactive recurrent neural networks on electronic medical records

BC Kwon, MJ Choi, JT Kim, E Choi… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
We have recently seen many successful applications of recurrent neural networks (RNNs)
on electronic medical records (EMRs), which contain histories of patients' diagnoses …

A survey of human‐centered evaluations in human‐centered machine learning

F Sperrle, M El‐Assady, G Guo, R Borgo… - Computer Graphics …, 2021 - Wiley Online Library
Visual analytics systems integrate interactive visualizations and machine learning to enable
expert users to solve complex analysis tasks. Applications combine techniques from various …

Recent research advances on interactive machine learning

L Jiang, S Liu, C Chen - Journal of Visualization, 2019 - Springer
Interactive machine learning (IML) is an iterative learning process that tightly couples a
human with a machine learner, which is widely used by researchers and practitioners to …

Bridging text visualization and mining: A task-driven survey

S Liu, X Wang, C Collins, W Dou… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Visual text analytics has recently emerged as one of the most prominent topics in both
academic research and the commercial world. To provide an overview of the relevant …

Interactive clustering: A comprehensive review

J Bae, T Helldin, M Riveiro, S Nowaczyk… - ACM Computing …, 2020 - dl.acm.org
In this survey, 105 papers related to interactive clustering were reviewed according to seven
perspectives:(1) on what level is the interaction happening,(2) which interactive operations …

Sentiment analysis from Customer-generated online videos on product review using topic modeling and Multi-attention BLSTM

Z Wang, P Gao, X Chu - Advanced Engineering Informatics, 2022 - Elsevier
With the popularity of social websites and mobile applications including Instagram,
YouTube, TikTok, etc., online videos shared by customers presenting their thoughts and …

The computational thematic analysis toolkit

RP Gauthier, JR Wallace - Proceedings of the ACM on Human-Computer …, 2022 - dl.acm.org
As online communities have grown, Computational Social Science has rapidly developed
new techniques to study them. However, these techniques require researchers to become …