Systems and methods for detecting a novel data class

Jiawei Han (Inventor), Latifur R Khan (Inventor), Mehedy Masud (Inventor), Jing Gao (Inventor), Bhavani Thuraisingham (Inventor)

Research output: Patent

Abstract

Systems and methods for data classification and novel data class detection are provided. In one illustrative embodiment, a system or method for detecting a novel class includes receiving a data stream comprising a plurality of data points, and identifying a set of filtered outliers, in the plurality of data points, that are outside of a decision boundary. A cohesion and a separation for the set of filtered outliers may be determined. A novel class may be detected using the cohesion and the separation of the set of filtered outliers, and the novel class may include the set of filtered outliers.
Original languageEnglish (US)
U.S. patent number9165051
StatePublished - Oct 20 2015

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