AIMC Topic: Data Visualization

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Recovering Permuted Sequential Features for effective Reinforcement Learning.

Neural networks : the official journal of the International Neural Network Society Nov 13, 2024
When applying Reinforcement Learning (RL) to the real-world visual tasks, two major challenges necessitate consideration: sample inefficiency and limited generalization. To address the above two challenges, previous works focus primarily on learning ...
Algorithms Deep Learning Data Visualization
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Visualization strategies to aid interpretation of high-dimensional genotoxicity data.

Environmental and molecular mutagenesis May 17, 2024
This article describes a range of high-dimensional data visualization strategies that we have explored for their ability to complement machine learning algorithm predictions derived from MultiFlow® assay results. For this exercise, we focused on seve...
Mutagens Mutagenicity Tests Cell Line Principal Component Analysis Data Visualization Machine Learning Algorithms Biomarkers Cluster Analysis Humans
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Graph-Driven Simultaneous and Proportional Estimation of Wrist Angle and Grasp Force via High-Density EMG.

IEEE journal of biomedical and health informatics May 6, 2024
Myoelectric prostheses are generally unable to accurately control the position and force simultaneously, prohibiting natural and intuitive human-machine interaction. This issue is attributed to the limitations of myoelectric interfaces in effectively...
Neural Networks, Computer Data Analysis Humans Movement Computer Graphics Electrodes Correlation of Data Hand Strength Prostheses and Implants Wrist Electromyography Biomechanical Phenomena Deep Learning Man-Machine Systems Data Visualization Young Adult Adult
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Cellograph: a semi-supervised approach to analyzing multi-condition single-cell RNA-sequencing data using graph neural networks.

BMC bioinformatics Jan 15, 2024
With the growing number of single-cell datasets collected under more complex experimental conditions, there is an opportunity to leverage single-cell variability to reveal deeper insights into how cells respond to perturbations. Many existing approac...
Data Visualization Cell Differentiation RNA Neural Networks, Computer Cluster Analysis
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Efficient Feature-Selection-Based Stacking Model for Stress Detection Based on Chest Electrodermal Activity.

Sensors (Basel, Switzerland) Jul 25, 2023
Contemporary advancements in wearable equipment have generated interest in continuously observing stress utilizing various physiological indicators. Early stress detection can improve healthcare by lessening the negative effects of chronic stress. Ma...
Artificial Intelligence Algorithms Thorax Galvanic Skin Response Data Visualization
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Protocol for automated multivariate quantitative-image-based cytometry analysis by fluorescence microscopy of asynchronous adherent cells.

STAR protocols Jul 13, 2023
Here, we present a protocol for multivariate quantitative-image-based cytometry (QIBC) analysis by fluorescence microscopy of asynchronous adherent cells. We describe steps for the preparation, treatment, and fixation of cells, sample staining, and i...
Histological Techniques Microscopy, Fluorescence Artificial Intelligence Cell Nucleus Data Visualization
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AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization.

IEEE transactions on visualization and computer graphics Oct 26, 2022
Visualizations themselves have become a data format. Akin to other data formats such as text and images, visualizations are increasingly created, stored, shared, and (re-)used with artificial intelligence (AI) techniques. In this survey, we probe the...
Computer Graphics Data Visualization Artificial Intelligence Surveys and Questionnaires
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Machine Learning Assisted Prediction of Power Conversion Efficiency of All-Small Molecule Organic Solar Cells: A Data Visualization and Statistical Analysis.

Molecules (Basel, Switzerland) Sep 11, 2022
Organic solar cells are famous for their cheap solution processing. Their industrialization needs fast designing of efficient materials. For this purpose, testing of large number of materials is necessary. Machine learning is a better option due to c...
Research Design Data Visualization Machine Learning
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Optimization of Tennis Teaching Resources and Data Visualization Based on Support Vector Machine.

Computational intelligence and neuroscience Aug 29, 2022
In recent years, with the continuous development of machine learning technology, this technology has achieved success in many fields and activities. Therefore, using machine learning technology for fuzzy research has a good research prospect. In the ...
Support Vector Machine Animals Machine Learning Sheep Male Data Visualization Computer Simulation Tennis
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Packaging Big Data Visualization Based on Computational Intelligence Information Design.

Computational intelligence and neuroscience Apr 23, 2022
A method based on a computational intelligence information model is proposed to study the visualization of large data packages. Since the CAIM algorithm only considers the distribution of the largest number of classes in an interval, it offers an opt...
Big Data Entropy Artificial Intelligence Algorithms Data Visualization
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