e-ISSN:0976-5166
p-ISSN:2231-3850


INDIAN JOURNAL OF COMPUTER SCIENCE AND ENGINEERING

Call for Papers

Aug 2019 - Volume 10, Issue 4
Deadline: 15 Jul 2019
Notification: 15 Aug 2019
Publication: 31 Aug 2019

Oct 2019 - Volume 10, Issue 5
Deadline: 15 Sep 2019
Notification: 15 Oct 2019
Publication: 30 Oct 2019

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ABSTRACT

Title : Classification of Uncertain Data using Gaussian Process Model
Authors : G.V.SURESH, E.V.Reddy, Shabbeer Shaik
Keywords : Gaussian process; uncertain data; Gaussian distribution; Data Mining
Issue Date : December 2010
Abstract :
Data uncertainty is common in real-world applications due to various causes, including imprecise measurement, network latency, out-datedsources and sampling errors. These kinds of uncertainty have to be handled cautiously, or else the mining results could be unreliable or even wrong. We propose that when data mining is performed on uncertain data, data uncertainty has to be considered in order to obtain high quality data mining results. In this paper we study how uncertainty can be incorporated in data mining by using data clustering as a motivating example. We also present a Gaussian process model that can be able to handle data uncertainty in data mining.
Page(s) : 306-312
ISSN : 0976-5166
Source : Vol. 1, No.4