Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
A Multilevel Genetic Algorithm for the Maximum Constraint Satisfaction Problem Read chapter Read first chapter

2017 | OriginalPaper | Chapter

An Approach for Imputation of Medical Records Using Novel Similarity Measure

Authors : Yelipe UshaRani, P. Sammulal

Published in: Recent Advances in Soft Computing

Publisher: Springer International Publishing

Log in

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

search-config
loading …

Abstract

Missing values are quite common in medical records. Fixing missing values is a challenging task to data mining analysts as any error in imputation process leads to potential hazards. In the present research, the main objective is to impute missing values using a new similarity measure and applying class based cluster approach which is used to perform dimensionality reduction. The proposed approach is demonstrated using an effective case study. The results show the proposed measure performs better and is efficient.

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!

inform now

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!

inform now

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!

inform now
previous chapter Estimating Prevalence Bounds of Temporal Association Patterns to Discover Temporally Similar Patterns
next chapter Implementation of Particle Filters for Mobile Robot Localization
Literature
1.
Zhang, S., Qin, Z., Ling, C.X., Sheng, S.: “Missing is useful”: missing values in cost-sensitive decision trees. IEEE Trans. Knowl. Data Eng. 17(12), 1689–1693 (2005)CrossRef
2.
Zhang, C., Qin, Y., Zhu, X., Zhang, J., Zhang, S.: Clustering-based missing value imputation for data preprocessing. In: 2006 IEEE International Conference on Industrial Informatics, pp. 1081–1086 (2006)
3.
Wang, L., Fu, D., Li, Q., Mu, Z.: Modelling method with missing values based on clustering and support vector regression. J. Syst. Eng. Electron. 21(1), 142–147 (2010)CrossRef
4.
Kirkpatrick, B., Stevens, K.: Perfect phylogeny problems with missing values. IEEE/ACM Trans. Comput. Biol. Bioinf. 11(5), 928–941 (2014)CrossRef
5.
Zhu, X., Zhang, S., Jin, Z., Zhang, Z., Xu, Z.: Missing value estimation for mixed-attribute data sets. IEEE Trans. Knowl. Data Eng. 23(1), 110–121 (2011)CrossRef
6.
Farhangfar, A., Kurgan, L.A., Pedrycz, W.: A novel framework for imputation of missing values in databases. IEEE Trans. Syst. Man Cybern. Part A: Syst. Hum. 37(5), 692–709 (2007)CrossRef
7.
Choong, M.K., Charbit, M., Yan, H.: Autoregressive-model-based missing value estimation for DNA microarray time series data. IEEE Trans. Inf. Technol. Biomed. 13(1), 131–137 (2009)CrossRef
8.
Lin, W.-C., Ke, S.-W., Tsai, C.-F.: CANN: an intrusion detection system based on combining cluster centers and nearest neighbors. Knowl. Based Syst. 78, 13–21 (2015)CrossRef
9.
UshaRani, Y., Sammulal, P.: A novel approach for imputation of missing attribute values for efficient mining of medical datasets - class based cluster approach. Rev. Tec. Fac. Ing. Univ. Del Zulia 39(2), 184–195 (2016)
10.
UshaRani, Y., Sammulal, P.: An innovative imputation and classification approach for accurate disease prediction. Int. J. Comput. Sci. Inf. Secur. (IJCSIS) 14(S1), 23–31 (2016). Special issue on “Computing Applications and Data Mining”
11.
UshaRani, Y., Sammulal, P.: A novel approach for imputation of missing values for mining medical datasets. In: 2015 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), Madurai, pp. 1–8 (2015). doi:10.​1109/​ICCIC.​2015.​7435816
12.
Metadata
Title
An Approach for Imputation of Medical Records Using Novel Similarity Measure
Authors
Yelipe UshaRani
P. Sammulal
Copyright Year
2017
Book
Recent Advances in Soft Computing

Print ISBN: 978-3-319-58087-6

Electronic ISBN: 978-3-319-58088-3

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-58088-3_21

Premium Partner

    Image Credits