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:
Sep. 11, 2018

Filed:

May. 30, 2014
Applicants:

President and Fellows of Harvard College, Cambridge, MA (US);

The Governing Council of the Univ. of Toronto, Toronto, CA;

Inventors:

Ryan P. Adams, Somerville, MA (US);

Roland Jasper Snoek, Cambridge, MA (US);

Kevin Swersky, Toronto, CA;

Richard Zemel, Toronto, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 7/00 (2006.01); G06N 5/04 (2006.01); G06F 17/11 (2006.01); G06N 99/00 (2010.01);
U.S. Cl.
CPC ...
G06N 5/048 (2013.01); G06F 17/11 (2013.01); G06N 7/005 (2013.01); G06N 99/005 (2013.01);
Abstract

Techniques for use in connection with performing optimization using an objective function that maps elements in a first domain to values in a range. The techniques include using at least one computer hardware processor to perform: identifying a first point at which to evaluate the objective function at least in part by using an acquisition utility function and a probabilistic model of the objective function, wherein the probabilistic model depends on a non-linear one-to-one mapping of elements in the first domain to elements in a second domain; evaluating the objective function at the identified first point to obtain a corresponding first value of the objective function; and updating the probabilistic model of the objective function using the first value to obtain an updated probabilistic model of the objective function.


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