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To determine the predictive attributes of antimüllerian hormone (AMH) in terms of oocyte yield, cycle cancellation, and pregnancy outcomes.
"SelfScore determines international students' creditworthiness using alternative data like ability to repay and predictive attributes such as education, major, cost of education, source of initial funding, and future employability," the company says on its Web site.
The construction of the tree is based on iteratively splitting the dataset at each step by using one of the predictive attributes, X 1,X 2,…,X q.
At the core of this claim is that the curse of dimensionality can be overcome by reducing the number of candidate predictive attributes.
Mutual information does not consider the interaction among predictive attributes.
For experiment 2 our input considers as predictive attributes the same 9 molecular descriptors which are presented in Section 2.3.1.
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"The ability and willingness to plan and save for a financial shock is the most predictive attribute of an individual's financial health, even after income and other demographic variables are held constant," notes Laura Cummings in a report from the CSFI/JP Morgan Chase Financial Solutions Lab.
The last measure to be defined is the uncertainty coefficient, which is the MI normalized by the entropy of the class attribute, MI Y,X /H Y), which is analogous to the well-known gain ratio measure, though the gain ratio normalizes the MI by the entropy of the predictive attribute and not the class attribute.
Each predictive attribute node in NB has the class variable as its only parent.
We define min(Dist R,L) as the predictive attribute representing the shortest distance between the ligand and the receptor's residues.
Therefore, although TAN is restricted to have at most one parent node for each predictive attribute, its structure is more reasonable than NB and can relatively exhibit relationship between attributes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com