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. 02, 2021

Filed:

Mar. 19, 2018
Applicant:

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

Inventors:

Melvin Mathew Varughese, Cape Town, ZA;

Francois P S Luus, Johannesburg, ZA;

Ismail Y Akhalwaya, Johannesburg, ZA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/28 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/285 (2019.01);
Abstract

A computer-implemented method and computer system for supervised machine learning and classification comprises applying, by a dimensional visualization module incorporating a global objective function, an unsupervised dimension reduction algorithm to a dataset including a plurality of data points capable of visual representation to produce a dimensionally reduced dataset and parsing, by the dimensional visualization module, the dimensionally reduced dataset to a user interface module for visual display of the dimensionally reduced dataset. The method comprises receiving a user input indicative of a categorization of at least one of the data points within the dataset, applying, by the dimensional visualization module, the global objective function weighted in accordance with the indicative categorization, to the dimensionally reduced dataset to produce a user-enhanced dimensionally reduced dataset, and parsing, by the dimensional visualization module, the user-enhanced dimensionally reduced dataset to the user interface module for visual display of the dimensionally reduced dataset.


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