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 …

[PDF][PDF] State of the Art of Parallel Coordinates.

J Heinrich, D Weiskopf - Eurographics (state of the art reports), 2013 - joules.de
This work presents a survey of the current state of the art of visualization techniques for
parallel coordinates. It covers geometric models for constructing parallel coordinates and …

Visualizing high-dimensional data: Advances in the past decade

S Liu, D Maljovec, B Wang, PT Bremer… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Massive simulations and arrays of sensing devices, in combination with increasing
computing resources, have generated large, complex, high-dimensional datasets used to …

Visual analytics for machine learning: A data perspective survey

J Wang, S Liu, W Zhang - IEEE transactions on visualization …, 2024 - ieeexplore.ieee.org
The past decade has witnessed a plethora of works that leverage the power of visualization
(VIS) to interpret machine learning (ML) models. The corresponding research topic, VIS4ML …

The state‐of‐the‐art in predictive visual analytics

Y Lu, R Garcia, B Hansen, M Gleicher… - Computer Graphics …, 2017 - Wiley Online Library
Predictive analytics embraces an extensive range of techniques including statistical
modeling, machine learning, and data mining and is applied in business intelligence, public …

An analysis of machine-and human-analytics in classification

GKL Tam, V Kothari, M Chen - IEEE transactions on …, 2016 - ieeexplore.ieee.org
In this work, we present a study that traces the technical and cognitive processes in two
visual analytics applications to a common theoretic model of soft knowledge that may be …

What may visualization processes optimize?

M Chen, A Golan - IEEE transactions on visualization and …, 2015 - ieeexplore.ieee.org
In this paper, we present an abstract model of visualization and inference processes, and
describe an information-theoretic measure for optimizing such processes. In order to obtain …

EmoCo: Visual Analysis of Emotion Coherence in Presentation Videos

H Zeng, X Wang, A Wu, Y Wang, Q Li… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Emotions play a key role in human communication and public presentations. Human
emotions are usually expressed through multiple modalities. Therefore, exploring …

[HTML][HTML] RAMPVIS: Answering the challenges of building visualisation capabilities for large-scale emergency responses

M Chen, A Abdul-Rahman, D Archambault, J Dykes… - Epidemics, 2022 - Elsevier
The effort for combating the COVID-19 pandemic around the world has resulted in a huge
amount of data, eg, from testing, contact tracing, modelling, treatment, vaccine trials, and …

Facial expression recognition in dynamic sequences: An integrated approach

H Fang, N Mac Parthaláin, AJ Aubrey, GKL Tam… - Pattern Recognition, 2014 - Elsevier
Automatic facial expression analysis aims to analyse human facial expressions and classify
them into discrete categories. Methods based on existing work are reliant on extracting …