Machine Learning despite Unknown Classes

被引：0

作者：

Smith, Christopher B. ^{[1
]}

机构：

[1] SW Res Inst, San Antonio, TX 78238 USA

来源：

2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9 | 2009年

关键词：

Machine learning; multiclass machine learning;

D O I：

10.1109/ICSMC.2009.5346181

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper revisits supervised machine learning for multiclass problems with the assumption that all classes cannot be represented in a training set. This is common in many applications in which there are numerous classes or in which some classes are exceedingly rare. In this paper we propose the use of a decision function to serve in place of the decision boundaries which are used in many machine learning techniques. We demonstrate this technique using Fisher's iris data and an application to language recognition.

引用

页码：1861 / 1863

页数：3

共 50 条

[21] An Analysis of Several Machine Learning Algorithms for Imbalanced Classes
Datta, Soma
Arputharaj, Anuprabha
[J]. 2018 5TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE (ISCMI), 2018, : 22 - 27
[22] Classification with Unknown Classes
Gupta, Chetan
Wang, Song
Dayal, Umeshwar
Mehta, Abhay
[J]. SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, PROCEEDINGS, 2009, 5566 : 479 - 496
[23] Online sequential extreme learning machine with the increased classes
Yu, Hualong
Xie, Houjuan
Yang, Xibei
Zou, Haitao
Gao, Shang
[J]. COMPUTERS & ELECTRICAL ENGINEERING, 2021, 90
[24] Planning for the Known Unknown: Machine Learning for Human Healthcare Systems
Chen, Jonathan H.
Verghese, Abraham
[J]. AMERICAN JOURNAL OF BIOETHICS, 2020, 20 (11): : 1 - 3
[25] XFinder: Detecting Unknown Anomalies in Distributed Machine Learning Scenario
Du, Haizhou
Wang, Shiwei
Huo, Huan
[J]. FRONTIERS IN COMPUTER SCIENCE, 2021, 3
[26] Machine learning for improved clinical management of cancers of unknown primary
Moon, Intae
Gusev, Alexander
[J]. NATURE MEDICINE, 2023, 29 (08) : 1920 - 1921
[27] Comparative Analysis of Machine Learning Regression Models for Unknown Dynamics
Ordonez, Jaime Campos
Ferguson, Philip
[J]. IEEE JOURNAL OF RADIO FREQUENCY IDENTIFICATION, 2023, 7 : 441 - 450
[28] Machine learning for improved clinical management of cancers of unknown primary
[J]. Nature Medicine, 2023, 29 : 1920 - 1921
[29] Machine learning of morphosyntactic structure: Lemmatizing unknown slovene words
Erjavec, T
Dzeroski, S
[J]. APPLIED ARTIFICIAL INTELLIGENCE, 2004, 18 (01) : 17 - 41
[30] Emergence and distinction of classes in XRD data via machine learning
Royse, Camen
Wolter, Scott
Greenberg, Joel A.
[J]. ANOMALY DETECTION AND IMAGING WITH X-RAYS (ADIX) IV, 2019, 10999

← 1 2 3 4 5 →