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International business machines corporation (20250148354). SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING

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SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING

Organization Name

international business machines corporation

Inventor(s)

Abhin Shah of Boston MA US

Maohao Shen of Cambridge MA US

Jongha Ryu of Cambridge MA US

Subhro Das of Cambridge MA US

Prasanna Sattigeri of Acton MA US

Yuheng Bu of Philadelphia PA US

Gregory Wornell of Wellesley MA US

SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING

This abstract first appeared for US patent application 20250148354 titled 'SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING

Original Abstract Submitted

a computer-implemented method and system for generating a predictive model include a computation engine learning a predictive model having missing or crippled data. a processor applies a formulated problem of missing or crippled data based learning to the predictive model. the computation engine reduces one or more tasks associated with the predictive model to a quadratically constrained quadratic problem (qcqp). the computation engine characterizes one or more solutions associated with the qcqp, where each of the one or more solutions is a loss function value.

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