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Journal of Imaging • Vol 10 • No 4
Development and Implementation of an Innovative Framework for Automated Radiomics Analysis in Neuroimaging
2024
Radiomics represents an innovative approach to medical image analysis, enabling comprehensive quantitative evaluation of radiological images through advanced image processing and Machine or Deep Learning algorithms. This technique uncovers intricate data patt…
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Machine Learning

Study of algorithms that improve automatically through experience

Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalise to unseen data, and thus perform tasks without explicit instructions. Within a subdiscipline in machine learning, advances in the field of deep learning have allowed neural networks, a class of statistical algorithms, to surpass many previous machine learning approaches in performance.

ML finds application in many fields, including natural language processing, computer vision, speech recognition, email filtering, agriculture, and medicine. The application of ML to business problems is known as predictive analytics.

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Journal of Imaging • Vol 10 • No 4
Development and Implementation of an Innovative Framework for Automated Radiomics Analysis in Neuroimaging
2024
Radiomics represents an innovative approach to medical image analysis, enabling comprehensive quantitative evaluation of radiological images through advanced image processing and Machine or Deep Learning algorithms. This technique uncovers intricate data patterns beyond human visual detection. Traditionally, executing a radiomic pipeline involves multiple standardized phases across several software platforms. This could represent a limit that was overcome thanks to the development of the matRadiomics application. …
Click Machine Learning Vs:
Computer Science
Neuroimaging
Artificial Intelligence
Graphical User Interface
Segmentation Fault
Deep Learning
Visualization (Graphics)
Software Engineering
Database
Click Machine Learning Vs:
Programming Language
Psychiatry