A new approach of controlled binning for data smoothening

Shivani Jakhmola, Tribikram Pradhan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Binning is a process of noise removal from data. It is an important step of preprocessing where data smoothening occurs by computation of the data points. The knowledge which is to be extracted from the data is very crucial which demands for a control in the loss of data. We have developed a method by which the user can control the level of data smoothening by binning. The acceptable loss percentage on individual data points is asked from the user. Allowable loss is calculated and a decision is made to smoothen the value or retain it .Our proposed method will let the user get a requirement based output. Our proposed algorithm will allow the user to interact with the data preprocessing system unlike the older algorithms. Different stages of smoothened outputs are obtained by different loss percentages. This preprocessed output produced will be of a better quality and will resemble more to the real world data.

Original languageEnglish
Title of host publicationIET Conference Publications
PublisherInstitution of Engineering and Technology
Pages617-620
Number of pages4
Volume2015
EditionCP683
DOIs
Publication statusPublished - 2015
EventMichael Faraday IET International Summit 2015 - Kolkata, India
Duration: 12-09-201513-09-2015

Conference

ConferenceMichael Faraday IET International Summit 2015
CountryIndia
CityKolkata
Period12-09-1513-09-15

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

Cite this

Jakhmola, S., & Pradhan, T. (2015). A new approach of controlled binning for data smoothening. In IET Conference Publications (CP683 ed., Vol. 2015, pp. 617-620). Institution of Engineering and Technology. https://doi.org/10.1049/cp.2015.1703
Jakhmola, Shivani ; Pradhan, Tribikram. / A new approach of controlled binning for data smoothening. IET Conference Publications. Vol. 2015 CP683. ed. Institution of Engineering and Technology, 2015. pp. 617-620
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Jakhmola, S & Pradhan, T 2015, A new approach of controlled binning for data smoothening. in IET Conference Publications. CP683 edn, vol. 2015, Institution of Engineering and Technology, pp. 617-620, Michael Faraday IET International Summit 2015, Kolkata, India, 12-09-15. https://doi.org/10.1049/cp.2015.1703

A new approach of controlled binning for data smoothening. / Jakhmola, Shivani; Pradhan, Tribikram.

IET Conference Publications. Vol. 2015 CP683. ed. Institution of Engineering and Technology, 2015. p. 617-620.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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AB - Binning is a process of noise removal from data. It is an important step of preprocessing where data smoothening occurs by computation of the data points. The knowledge which is to be extracted from the data is very crucial which demands for a control in the loss of data. We have developed a method by which the user can control the level of data smoothening by binning. The acceptable loss percentage on individual data points is asked from the user. Allowable loss is calculated and a decision is made to smoothen the value or retain it .Our proposed method will let the user get a requirement based output. Our proposed algorithm will allow the user to interact with the data preprocessing system unlike the older algorithms. Different stages of smoothened outputs are obtained by different loss percentages. This preprocessed output produced will be of a better quality and will resemble more to the real world data.

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Jakhmola S, Pradhan T. A new approach of controlled binning for data smoothening. In IET Conference Publications. CP683 ed. Vol. 2015. Institution of Engineering and Technology. 2015. p. 617-620 https://doi.org/10.1049/cp.2015.1703