Unlock instant, AI-driven research and patent intelligence for your innovation.

robust classifier

A technology of classifiers and low-dimensional classifiers, which is applied in the field of robust classifiers and can solve problems such as infeasibility

Active Publication Date: 2020-12-18
KONINKLJIJKE PHILIPS NV
View PDF22 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Additionally, it becomes infeasible to quickly store classifiers on all possible subsets of features (or even parts thereof) as the total number of features increases

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • robust classifier
  • robust classifier
  • robust classifier

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0035] Various embodiments are described more fully hereinafter with reference to the accompanying drawings, which form a part hereof, and which illustrate certain exemplary embodiments. However, the concepts of the present disclosure may be embodied in many different forms and should not be construed as limited to the embodiments set forth herein; Those skilled in the art convey the scope of the ideas, techniques and implementations of the present disclosure. Embodiments may be practiced as a method, system or apparatus. Accordingly, an embodiment may take the form of a hardware implementation, an entirely software implementation or an implementation combining software and hardware aspects. Therefore, the following detailed description is not taken in a limiting sense.

[0036]Reference to "one embodiment" or "an embodiment" in this specification means that a specific feature, structure, or characteristic described in connection with the embodiment is included in at least o...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

Various embodiments described herein relate to methods and apparatus for robust classification. Many real-world datasets suffer from missing and incomplete data. By assigning weights to specific features of a data set based on which feature(s) are missing or incomplete, embodiments of the present invention can provide robustness and recovery against missing data.

Description

[0001] Cross References to Related Applications [0002] This application claims the benefit of pending U.S. Provisional Application No. 62 / 115330, filed February 12, 2015, which is incorporated by reference in its entirety as if set forth herein in its entirety for all purposes . technical field [0003] Various implementations described herein relate generally to methods and apparatus for robust classification, and more specifically, but not exclusively, to classification using datasets that may have missing or incomplete data. Background technique [0004] Datasets are often affected by missing or incomplete data. Data may be missing from a particular dataset for various reasons, such as insufficient monitoring due to human error or malfunctioning data collection equipment. Conclusions or classifications based on such data sets may therefore be inaccurate, whether due to missing or incomplete data. [0005] However, specific techniques already exist for dealing with mi...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): A61B5/00G06F17/18G16H50/20G06N20/00
CPCA61B5/7267A61B5/7275G06F17/18G06N20/00G06N5/04G16H50/20G06F16/285A61B5/02028G06F7/08A61B2505/03
Inventor B·康罗伊L·J·埃谢曼C·波特斯M·徐
Owner KONINKLJIJKE PHILIPS NV