Skip to main content
Top

2023 | OriginalPaper | Chapter

Fragmented Central Affinity Approach for Reducing Ambiguities in Dataset

Authors : Tanvi Trivedi, Mahipal Singh Deora

Published in: Smart Trends in Computing and Communications

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

It is always a known fact that the role of data and its purity is very crucial in the data mining. The key role of data in the data mining is related from decision-making. It is well-known fact that if data are impure, then result will be a false picture. This crucial stage is also known as the ambiguities in datasets. Anomalous or irregular value in database is solitary of the biggest problems faced in data analysis and in data mining applications. Data preprocessing for the data mining is a key phase which is crucial place where ambiguities of database can be reduce or remove. The present study proposed an algorithm which tries to solve the problem related to an anomalous and irregular values, i.e., outliers, inliers, and missing values from a real-world imbalanced database. The study projected is based on the fragmented central affinity approach for reducing ambiguities in dataset.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference A. Duraj, A. Niewiadomski, P.S. Szczepaniak, Outlier detection using linguistically quantified statements. Int. J. Intell. Syst. 33(9), 1858–1868 (2018) A. Duraj, A. Niewiadomski, P.S. Szczepaniak, Outlier detection using linguistically quantified statements. Int. J. Intell. Syst. 33(9), 1858–1868 (2018)
2.
go back to reference D.D. Pandya, S. Gaur, Detection of Anomalous Value in Data Mining, vol. 2 (Kalpa Publications in Engineering, 2018), pp.1–6 D.D. Pandya, S. Gaur, Detection of Anomalous Value in Data Mining, vol. 2 (Kalpa Publications in Engineering, 2018), pp.1–6
3.
go back to reference J. Lee, Y. Wonpil, Concurrent tracking of inliers and outliers. ArXiv E-prints. Retrieved 5 Oct 2015 J. Lee, Y. Wonpil, Concurrent tracking of inliers and outliers. ArXiv E-prints. Retrieved 5 Oct 2015
4.
go back to reference B. Pratima, K. Muralidharan, Some inferential study on inliers in Lindley distribution. Int. J. Stat. Reliab. Eng. 3 (2), 108–129 (2016). ISSN (Print) 2350-0174. ISSN (online) 2456-2378 B. Pratima, K. Muralidharan, Some inferential study on inliers in Lindley distribution. Int. J. Stat. Reliab. Eng. 3 (2), 108–129 (2016). ISSN (Print) 2350-0174. ISSN (online) 2456-2378
5.
go back to reference G. Sanjay, M.S. Dulawat, A perception of statistical inference in data mining. Int. J. Comput. Sci. Commun. 1(II) (2010) G. Sanjay, M.S. Dulawat, A perception of statistical inference in data mining. Int. J. Comput. Sci. Commun. 1(II) (2010)
6.
go back to reference G. Sanjay, Estimation of missing value at extremes in data mining. Int. J. Adv. Found. Res. Comput. 14(3), 13–19 (2014) G. Sanjay, Estimation of missing value at extremes in data mining. Int. J. Adv. Found. Res. Comput. 14(3), 13–19 (2014)
7.
go back to reference Y.H. Dovoedo, S. Chakraborti, Boxplot-based outlier detection for the location-scale family. Commun. Stat. Simul. Comput. 44(6), (1492) (2015) Y.H. Dovoedo, S. Chakraborti, Boxplot-based outlier detection for the location-scale family. Commun. Stat. Simul. Comput. 44(6), (1492) (2015)
Metadata
Title
Fragmented Central Affinity Approach for Reducing Ambiguities in Dataset
Authors
Tanvi Trivedi
Mahipal Singh Deora
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-16-9967-2_75

Premium Partner