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A survey of visual analytics techniques for machine learning
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 …
in the field of visualization. To better identify which research topics are promising and to …
[PDF][PDF] State of the Art of Parallel Coordinates.
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 …
parallel coordinates. It covers geometric models for constructing parallel coordinates and …
Visualizing high-dimensional data: Advances in the past decade
Massive simulations and arrays of sensing devices, in combination with increasing
computing resources, have generated large, complex, high-dimensional datasets used to …
computing resources, have generated large, complex, high-dimensional datasets used to …
Visual analytics for machine learning: A data perspective survey
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 …
(VIS) to interpret machine learning (ML) models. The corresponding research topic, VIS4ML …
The state‐of‐the‐art in predictive visual analytics
Predictive analytics embraces an extensive range of techniques including statistical
modeling, machine learning, and data mining and is applied in business intelligence, public …
modeling, machine learning, and data mining and is applied in business intelligence, public …
An analysis of machine-and human-analytics in classification
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 …
visual analytics applications to a common theoretic model of soft knowledge that may be …
What may visualization processes optimize?
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 …
describe an information-theoretic measure for optimizing such processes. In order to obtain …
EmoCo: Visual Analysis of Emotion Coherence in Presentation Videos
Emotions play a key role in human communication and public presentations. Human
emotions are usually expressed through multiple modalities. Therefore, exploring …
emotions are usually expressed through multiple modalities. Therefore, exploring …
[HTML][HTML] RAMPVIS: Answering the challenges of building visualisation capabilities for large-scale emergency responses
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 …
amount of data, eg, from testing, contact tracing, modelling, treatment, vaccine trials, and …
Facial expression recognition in dynamic sequences: An integrated approach
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 …
them into discrete categories. Methods based on existing work are reliant on extracting …