SYSTEM AND METHOD FOR AUTOMATIC GENERATION OF A HIERARCHICAL TREE NETWORK AND THE USE OF TWO COMPLEMENTARY LEARNING ALGORITHMS, OPTIMIZED FOR EACH LEAF OF THE HIERARCHICAL TREE NETWORK

Patent №

US 7,725,329

Granted

2010-05-25

Filed 2005

Owner

HUMANA INC.

Lab

AI components

6

ml · nlp · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11114692

A system and method that generates a hierarchical tree network and uses linear-plus-nonlinear learning algorithms to form a consensus view on a member's future health status. Each leaf in the hierarchical tree network is homogeneous in clinical characteristics, experience period, and available data assets. Optimization is performed on each leaf so that features and learning algorithms can be tailored to local characteristics specific to each leaf.

AI classification

Machine learning1.00
Knowledge representation1.00
AI hardware1.00
Planning1.00
Natural language1.00
Evolutionary computation0.87
Vision0.46
Speech0.00

Ownership

HUMANA INC.

assignment · 165090440

Assignors

KIL, DAVID H., POTTSCHMIDT, DAVID B.

On an employer assignment, the assignors are typically the inventors.

From the same owner

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