18503166. SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING (Massachusetts Institute of Technology)
SENSITIVE ATTRIBUTE DRIVEN PREDICTIVE MODELING
Organization Name
Massachusetts Institute of Technology
Inventor(s)
Maohao Shen 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 18503166 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.