Systems and methods for predicting outcomes using a prediction learning model
A group, non-temporary technology, applied in computational modeling, machine learning, medical simulation, etc.
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[0055] Some of the embodiments described herein may be part of the topic of topological data analysis (TDA). TDA is a research field that has produced several methods for studying point cloud datasets from a geometric perspective. Other data analysis techniques use various types of "approximate models." For example, regression methods model data as graphs of functions of one or more variables. Unfortunately, certain qualitative properties, which one can readily observe when the data are two-dimensional, may be of paramount importance to understanding, but these may not be readily represented within such models.
[0056] Figure 1a is an example graph representing data that appears to be partitioned into three non-connected groups. In this example, the data used for this graph may be associated with biomedical data on various physical characteristics of different population groups or on different forms of disease. It has been found that breaking down data into groups in this ...
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