METHOD, SYSTEM AND COMPUTER PROGRAM PRODUCT FOR AUTOMATING EXPERTISE MANAGEMENT USING SOCIAL AND ENTERPRISE DATA
Patent №
US 10,643,140
Granted
2020-05-05
Filed 2014
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
AI components
7
ml · nlp · vision · kr · planning · evo · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
14266970
A method includes performing contextual association of entities using multi-source data. For each context the method performs co-clustering to identify distinct expert-skill associations; constructing single-entity unipartite graph representations and performing a random walk within each single-entity unipartite graph; for each single-entity unipartite graph, obtaining steady state distributions using the random walks to obtain clusters of experts and skills; performing a weighted two-way random walk across entity graphs (graph edges), giving preference to traversal within members of the same co-cluster; and performing link prediction for each context by dynamically adding edges, and obtaining overall skills predictions, analyses and inferences by merging the contexts and weighting the links of each context. The method can also use the context-specific weights obtained from the co-association information in a matrix completion procedure, and finally merge the context-specific outputs to obtain overall skills predictions, analyses and inferences. A computer program product and a system are also disclosed for performing the method.
AI classification
Ownership
INTERNATIONAL BUSINESS MACHINES CORPORATION
assignment · 327980257
Assignors
BAUER, JOHN H., FANG, DONGPING, MOJSILOVIC, ALEKSANDRA, RAMAMURTHY, KARTHIKEYAN N., VARSHNEY, KUSH R., WANG, JUN
On an employer assignment, the assignors are typically the inventors.