International Business Machines Corporation

Tanveer Akhter Khan

Kartikeya Vats

Sujoy Kumar Roy Chowdhury

Prasanna Chandrasekharan Nair

Ria Chakraborty

Madhusmita Guru

Yogesh Narasimha

Renjith Koorumullamkattil Mathew

Khyati Baradia

Karanam Rakesh

Parag Sanjay Mhatre

In an approach to provide consistent job descriptions for global entities, computer-implemented methods, computer program products, and computer systems for standardizing global entity job descriptions are described. The computer-implemented method for standardizing global entity job descriptions may include one or more processors configured for receiving first job identifier data corresponding to a job posting having a plurality of job descriptions, generating second job identifier data by removing duplicate job descriptions and outlier job descriptions from the plurality of job descriptions, determining job description intents for the plurality of job descriptions based at least on the second job identifier data, generating third job identifier data corresponding to job description similarity groupings based on the job description intents and the second job identifier data, and generating fourth job identifier data comprising a standard job description based on the third job identifier data.

Standardizing global entity job descriptions

A system and method for modeling preferences of customers to drive personalized contextual recommendations using cognitive deep constrained filtering includes receiving a user query on an online retail platform, in response to receiving the user query, performing a first online matrix manipulation and a second online matrix manipulation, and sending a list of ranked recommended products.

Deep cognitive constrained filtering for product recommendation

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Indore, India

Tanveer Akhter Khan