Q2 - 30 pts) Evaluation of Link Prediction Techniques Consider the actual graph below and the...
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Q2 - 30 pts) Evaluation of Link Prediction Techniques Consider the actual graph below and the graph with the removal of the three (3) links: 1-2, 3-4, 5-6. 3 888 2 4 6 2 3 5 Actual Graph (G) Modified Graph (G*) with the removal of '3' links Use each of the three link prediction techniques (Preferential Attachment, Adamic Adar Index and Jaccard Coefficient) to determine a sequence of three link predictions (iterations) starting from G*. Note that (as shown in the slides) if two or more node pairs incur the largest link prediction scores for a particular prediction iteration, then all those node pairs are predicted to be connected with links. Also (as presented in the slides), the links predicted in an earlier iteration are considered to be part of the graph in the subsequent iterations. For each of the three link prediction techniques, determine the following performance evaluation metrics: Critical success index, Precision and Recall. You could use the .jar files for the three link prediction techniques. Q2 - 30 pts) Evaluation of Link Prediction Techniques Consider the actual graph below and the graph with the removal of the three (3) links: 1-2, 3-4, 5-6. 3 888 2 4 6 2 3 5 Actual Graph (G) Modified Graph (G*) with the removal of '3' links Use each of the three link prediction techniques (Preferential Attachment, Adamic Adar Index and Jaccard Coefficient) to determine a sequence of three link predictions (iterations) starting from G*. Note that (as shown in the slides) if two or more node pairs incur the largest link prediction scores for a particular prediction iteration, then all those node pairs are predicted to be connected with links. Also (as presented in the slides), the links predicted in an earlier iteration are considered to be part of the graph in the subsequent iterations. For each of the three link prediction techniques, determine the following performance evaluation metrics: Critical success index, Precision and Recall. You could use the .jar files for the three link prediction techniques.
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Related Book For
Income Tax Fundamentals 2013
ISBN: 9781285586618
31st Edition
Authors: Gerald E. Whittenburg, Martha Altus Buller, Steven L Gill
Posted Date:
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