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The RBFN can be initiated automatically via the use of advanced clustering algorithms adapted to supervised contexts to find preliminary cells.
This technique combines clustering and fuzzy C-means algorithms adapted to supervised contexts, and was tested successfully in a real application for Medicinal Chemistry, which was a data set regrouping 581 molecules active in the Central Nervous System.
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SVM-based approaches were also adapted to semi-supervised learning in various ways.
In the present study physiotherapy treatments were adapted to each patient's condition and supervised exercises were emphasised.
In analytical chemistry, SOMs can be adapted to specific situations, for example by using supervised SOMs or in Quality Control, and so have a much wider applicability than just visualisation.
For GET, the durations of the initial and subsequent sessions were 45 and 30 minutes respectively and it consisted of supervised exercise by physiotherapists, adapted to each patient's current physical capacity, which is gradually increased in duration according to a protocol designed for patients with chronic fatigue.
Using supervised and unsupervised techniques, the classifier was adapted to the specific brain signals of the experimental user during the session.
The random walk algorithm adapted to genomic modules (Walktrap-GM), is applied to guide a semi-supervised search for cancer-related modules in an expression-weighted interactome.
The new supervised online network is proving so successful and is now being adapted to help people with other psychiatric disorders.
They may, however, serve as supervised systems as a basis in the development of local systems adapted to the actual site conditions.
In addition, cortical algorithms (CA) are adapted to reduce the large feature set obtained as well as to efficiently identify composers in a supervised manner.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com