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The performance of the proposed supervised link discovery approach.
JRK researched the area of link discovery methods and proposed the supervised link discovery method for biomedical hypotheses discovery.
The link discovery on the concept network was further modeled as a classification problem and we proposed a framework to automatically generate the labeled instances of concept pairs for supervised link discovery.
A set of heterogeneous features, which cover both topological and semantic features derived from the concept network, have been studied with respect to their impacts on the accuracy of the proposed supervised link discovery process.
In the Hypotheses generation as supervised link discovery on biomedical concept network section, we formulate hypotheses generation from literature as link discovery in a concept network and further model the link discovery as a supervised learning process based on a set of topological and semantic features.
Given two snapshots G t f and G t s of the concept network corresponding to two consecutive time duration t f and t s, we generate a group of labeled pairs based on which a training data set can be formed for the proposed supervised link discovery.
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Education of HCW regarding principles and techniques of HH was provided by the IC department, supervised by link persons selected among medical, nursing and domestic staff.
Short and muscular, his ruddy face framed by mutton-chop sideburns, Robertson was the head golf professional at the Old Course in the early part of the 19th century, which meant that he arranged matches, gave instruction, made clubs and balls, supervised the links and generally walked around town looking important.
Without microcontroller intervention, the CC2420 buffers data, encrypts data, authenticates data, and supervises the link.
In this study, we proposed a kernel matrix dimension reduction method (KMDR) for predicting drug-target interactions, and in order to facilitate benchmark comparisons, two other representative algorithms, the Regularized Least Squares classifier (RLS) and the semi-supervised link prediction classifier (SLP), were also used to predict drug-target interactions on a same dataset.
"Conner was murdered four years ago by a man who was on probation, being supervised by Working Links," she said.
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