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:
Nov. 10, 2020

Filed:

Aug. 28, 2019
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Marco Pistoia, Amawalk, NY (US);

Joseph Ligman, Wilton, CT (US);

Stephen Wood, Thornwood, NY (US);

Shaohan Hu, Yorktown Heights, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/70 (2018.01); G06N 20/00 (2019.01); G06F 16/903 (2019.01); G06Q 30/02 (2012.01); G06F 40/20 (2020.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/90335 (2019.01); G06F 40/20 (2020.01); G06Q 30/0201 (2013.01); G06F 8/70 (2013.01);
Abstract

In an embodiment, a method of estimating the cost of a software project comprising receiving natural language software descriptions and electronic source code files for respective completed software projects; storing, in a computer memory, an input set of functional labels and size data extracted from each of the source code files, the functional labels corresponding to labels in a software development library; training a natural language processing model to output a project set of functional labels for one of the source code files; training a regression analysis model to output a project size for the one of the source code files; predicting, using the natural language understanding model, a proposal set of functional labels; predicting, using the regression analysis model, a proposal size; and using the proposal size to calculate a proposal cost; and preparing a software development proposal that includes a natural language proposed-software description and the proposal cost.


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