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It will consist of predicting unseen DW MRI scans given a set of examples made of acquisitions from the same subjects performed with different MRI machines and different DW protocols.
Given a set of examples, a learning program tries to induce rules that describe each class.
For those just dipping their toes into the artificial intelligence pool, supervised machine learning is when the AI is given a set of examples and what they mean so that it can learn to recognize similar items in the future.
In the case of supervised learning, we are given a set of examples and to aim to infer the mapping based on the data in the training and other data sets.
In building decision trees, C4.5 determines which attribute to split on given a set of examples with different classes.
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The design and implementation of such applications are beyond the scope of this paper, but instead, we give a set of example queries against a sample database that may be executed to generate the desired summaries.
We present a new machine learning method that, given a set of training examples, induces a definition of the target concept in terms of a hierarchy of intermediate concepts and their definitions.
On the other hand, algorithms will be tested for their ability of enhancing the quality of routine DW MRI data sets to resemble the latest state-of-the-art acquisitions, via extrapolation of information that was not acquired given a set of training examples.
Given a set of training examples, SVMs are able to recognize informative patterns in input data and make generalizations on previously unseen samples.
Given a set of training examples, each marked as belonging to one of two categories, a SVM training algorithm builds a model that predicts whether a new example falls into one category or the other.
Given a set of training examples with each marked as belonging to one category, an SVM training algorithm builds a model that could assign new examples into one category [ 19].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com