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Chapter
Nosologic Imaging of Brain Tumors Using MRI and MRSI
A new technique is presented to create nosologic images of the brain based on magnetic resonance imaging and magnetic resonance spectroscopic imaging (MRSI). A nosologic image summarizes the presence of differ...
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Article
Open AccessMultiproject–multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy
Automatic brain tumor classification by MRS has been under development for more than a decade. Nonetheless, to our knowledge, there are no published evaluations of predictive models with unseen cases that are ...
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Chapter
On the Implementation of HealthAgents: Agent-Based Brain Tumour Diagnosis
This paper introduces HealthAgents, an EC-funded research project to improve the classification of brain tumours through multi-agent decision support over a secure and distributed network of local databases or...
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Chapter and Conference Paper
Comparing Methods for Multi-class Probabilities in Medical Decision Making Using LS-SVMs and Kernel Logistic Regression
In this paper we compare thirteen different methods to obtain multi-class probability estimates in view of two medical case studies. The basic classification method used to implement all methods are least squa...
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Chapter and Conference Paper
Genomics and Metabolomics Research for Brain Tumour Diagnosis Based on Machine Learning
The incorporation of new biomedical technologies in the diagnosis and prognosis of cancer is changing medicine to an evidence-based diagnosis. We summarize some studies related to brain tumour research in Euro...