Human-in-the-loop machine learning: a state of the art
Researchers are defining new types of interactions between humans and machine learning
algorithms generically called human-in-the-loop machine learning. Depending on who is in …
algorithms generically called human-in-the-loop machine learning. Depending on who is in …
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 …
Word cloud explorer: Text analytics based on word clouds
F Heimerl, S Lohmann, S Lange… - 2014 47th Hawaii …, 2014 - ieeexplore.ieee.org
Word clouds have emerged as a straightforward and visually appealing visualization
method for text. They are used in various contexts as a means to provide an overview by …
method for text. They are used in various contexts as a means to provide an overview by …
[HTML][HTML] Towards better analysis of machine learning models: A visual analytics perspective
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 …
machine learning model with the help of interactive visualization, is very important for users …
Retainvis: Visual analytics with interpretable and interactive recurrent neural networks on electronic medical records
We have recently seen many successful applications of recurrent neural networks (RNNs)
on electronic medical records (EMRs), which contain histories of patients' diagnoses …
on electronic medical records (EMRs), which contain histories of patients' diagnoses …
A survey on information visualization: recent advances and challenges
Abstract Information visualization (InfoVis), the study of transforming data, information, and
knowledge into interactive visual representations, is very important to users because it …
knowledge into interactive visual representations, is very important to users because it …
Twenty years of machine-learning-based text classification: A systematic review
Machine-learning-based text classification is one of the leading research areas and has a
wide range of applications, which include spam detection, hate speech identification …
wide range of applications, which include spam detection, hate speech identification …
Squares: Supporting interactive performance analysis for multiclass classifiers
Performance analysis is critical in applied machine learning because it influences the
models practitioners produce. Current performance analysis tools suffer from issues …
models practitioners produce. Current performance analysis tools suffer from issues …
Comparing visual-interactive labeling with active learning: An experimental study
Labeling data instances is an important task in machine learning and visual analytics. Both
fields provide a broad set of labeling strategies, whereby machine learning (and in particular …
fields provide a broad set of labeling strategies, whereby machine learning (and in particular …
A survey of human‐centered evaluations in human‐centered machine learning
Visual analytics systems integrate interactive visualizations and machine learning to enable
expert users to solve complex analysis tasks. Applications combine techniques from various …
expert users to solve complex analysis tasks. Applications combine techniques from various …