The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Feb. 18, 2014

Filed:

Mar. 11, 2009
Applicants:

Georgiy Levchuk, South Grafton, MA (US);

Jared Freeman, Bethesda, MD (US);

Wayne Shebilske, Bellbrook, OH (US);

Inventors:

Georgiy Levchuk, South Grafton, MA (US);

Jared Freeman, Bethesda, MD (US);

Wayne Shebilske, Bellbrook, OH (US);

Assignees:

Aptima, Inc., Woburn, MA (US);

Wright State University, Dayton, OH (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2006.01); G06N 5/02 (2006.01); G06F 15/18 (2006.01); G06N 5/04 (2006.01);
U.S. Cl.
CPC ...
Abstract

Embodiments of this invention comprise modeling a subject's state and the influence of training scenarios, or actions, on that state to create a training policy. Both state and effects of actions are modeled as probabilistic using Partially Observable Markov Decision Process (POMDP) techniques. The POMDP is well suited to decision-theoretic planning under uncertainty. Utilizing this model and the resulting training policy with real world subjects creates a surprisingly effective decision aid for instructors to improve learning relative to a traditional scenario selection strategy. POMDP provides a more valid representation of trainee state and training effects, thus it is capable of producing more valid recommendations concerning how to structure training to subjects.


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