Patent ID: 11860677
Assignee: LP MEDICAL LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 7:
8. The method of claim 1, wherein computing a probability distribution of the one or more probability distributions comprises:
forming a graph comprising a plurality of nodes and a plurality of edges, each node representing a distinct media file and an edge of the plurality of edges representing a weighted summation of a set of similarity factors between a pair of distinct media files connected by the edge;
determining a set of overlapping communities, wherein each community comprises a set of nodes from the plurality of nodes within the graph and each node in the graph belongs to at least one community;
determining, for each node of the plurality of nodes, a community vector comprising K number of elements for the set of overlapping communities, K being a number of communities in the set of overlapping communities, wherein an element e of the K number of elements for a node of the plurality of nodes is a scalar measure that denotes the affiliation of the node to the corresponding community, wherein e is in the range [0, 1], wherein a greater value of e corresponds to a greater affiliation of the node to the corresponding community;
determining a prediction vector comprising K number of prediction values, wherein a prediction value of the K number of prediction values represents a probability of an ideal media file belonging to a community corresponding to the prediction value; and
computing the probability distribution over the plurality of distinct media files based on a closeness measure between each of community vectors for the plurality of nodes and the prediction vector.