A survey of visual analytics techniques for machine learning

J Yuan, C Chen, W Yang, M Liu, J Xia, 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 …

Towards better analysis of deep convolutional neural networks

M Liu, J Shi, Z Li, C Li, J Zhu… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Deep convolutional neural networks (CNNs) have achieved breakthrough performance in
many pattern recognition tasks such as image classification. However, the development of …

[HTML][HTML] Towards better analysis of machine learning models: A visual analytics perspective

S Liu, X Wang, M Liu, J Zhu - Visual Informatics, 2017 - Elsevier
Interactive model analysis, the process of understanding, diagnosing, and refining a
machine learning model with the help of interactive visualization, is very important for users …

Big data meet cyber-physical systems: A panoramic survey

R Atat, L Liu, J Wu, G Li, C Ye, Y Yang - IEEE Access, 2018 - ieeexplore.ieee.org
The world is witnessing an unprecedented growth of cyber-physical systems (CPS), which
are foreseen to revolutionize our world via creating new services and applications in a …

Enabling cyber‐physical communication in 5G cellular networks: challenges, spatial spectrum sensing, and cyber‐security

R Atat, L Liu, H Chen, J Wu, H Li… - IET Cyber‐Physical …, 2017 - Wiley Online Library
Cyber‐physical systems (CPS) help create new services and applications by revolutionising
our world in different fields through their tight interactions and automated decisions. This is …

Quality metrics for information visualization

M Behrisch, M Blumenschein, NW Kim… - Computer Graphics …, 2018 - Wiley Online Library
The visualization community has developed to date many intuitions and understandings of
how to judge the quality of views in visualizing data. The computation of a visualization's …

Social media visual analytics

S Chen, L Lin, X Yuan - Computer Graphics Forum, 2017 - Wiley Online Library
With the development of social media (eg Twitter, Flickr, Foursquare, Sina Weibo, etc.), a
large number of people are now using them and post microblogs, messages and multi …

Visual exploration of semantic relationships in neural word embeddings

S Liu, PT Bremer, JJ Thiagarajan… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Constructing distributed representations for words through neural language models and
using the resulting vector spaces for analysis has become a crucial component of natural …

PyPlutchik: Visualising and comparing emotion-annotated corpora

A Semeraro, S Vilella, G Ruffo - Plos one, 2021 - journals.plos.org
The increasing availability of textual corpora and data fetched from social networks is
fuelling a huge production of works based on the model proposed by psychologist Robert …