ENHANCED MULTI-PROTOCOL ANALYSIS VIA INTELLIGENT SUPERVISED EMBEDDING (EMPRAVISE) FOR MULTIMODAL DATA FUSION

摘要

The present invention provides a system and method for analysis of multimodal imaging and non-imaging biomedical data, using a multi-parametric data representation and integration framework. The present invention makes use of (1) dimensionality reduction to account for differing dimensionalities and scale in multimodal biomedical data, and (2) a supervised ensemble of embeddings to accurately capture maximum available class information from the data.