Machine learning techniques for predictive multi-variate temporal feature impact determinations

An apparatus for generating a predictive temporal feature impact report for an entity using a FEATS model including one or more feature attention heads, the apparatus comprising:

• communications hardware configured to receive an entity input data object, wherein:
• i) the entity input data object describes one or more temporal feature sets, ii) each temporal feature set includes one or more temporal feature time points, and iii) the one or more temporal feature time points are ordered temporally within the entity input data object;
• an attention head engine configured to, for each feature attention head included in the FEATS model, determine, using the FEATS model, an attention head score based on the one or more temporal feature time points for each temporal feature set within a series of time windows;
• and
• a downstream model engine configured to generate the predictive temporal feature impact report based on one or more determined attention head scores.

A computer program product for generating a predictive temporal feature impact report for an entity using a FEATS model including one or more feature attention heads, the computer program product comprising at least one non-transitory computer-readable storage medium storing software instructions that, when executed, cause an apparatus to:

• receive an entity input data object, wherein:
• i) the entity input data object describes one or more temporal feature sets, ii) each temporal feature set includes one or more temporal feature time points, and iii) the one or more temporal feature time points are ordered temporally within the entity input data object;
• for each feature attention head included in the FEATS model, determine, using the FEATS model, an attention head score based on the one or more temporal feature time points for each temporal feature set within a series of time windows;
• and
• generate the predictive temporal feature impact report based on one or more determined attention head scores.