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Volumn , Issue , 2005, Pages 105-114

Comparison of various methods for handling incomplete data in software engineering databases

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; DATA HANDLING; DATABASE SYSTEMS; MATHEMATICAL MODELS; PATTERN RECOGNITION; TREES (MATHEMATICS);

EID: 33749052909     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISESE.2005.1541819     Document Type: Conference Paper
Times cited : (36)

References (30)
  • 1
    • 0242498488 scopus 로고    scopus 로고
    • An analysis of four missing data treatment methods for supervised learning
    • Batista, G. and Monard, M.C. (2003). "An Analysis of Four Missing Data Treatment Methods for Supervised Learning", Applied Artificial Intelligence, 17, pp. 519-533.
    • (2003) Applied Artificial Intelligence , vol.17 , pp. 519-533
    • Batista, G.1    Monard, M.C.2
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L. (1996). "Bagging predictors", Machine Learning, 26 (2), pp. 123-140.
    • (1996) Machine Learning , vol.26 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
    • 0026944407 scopus 로고
    • A pattern recognition approach to software engineering data analysis
    • Briand, L., Basili, V., and Thomas, W. (1992). "A pattern recognition approach to software engineering data analysis", IEEE Transactions on Software Engineering, 18 (11), pp. 931942.
    • (1992) IEEE Transactions on Software Engineering , vol.18 , Issue.11 , pp. 931942
    • Briand, L.1    Basili, V.2    Thomas, W.3
  • 7
    • 85117908774 scopus 로고
    • Bayesian classification
    • Morgan Kaufmann Publishers: San Meteo, CA
    • Cheeseman, P., Kelly, J., Self, M., Stutz, J., Taylor, W., and Freeman, D. (1988). "Bayesian Classification", In AAAI, Morgan Kaufmann Publishers: San Meteo, CA, pp. 607-611.
    • (1988) AAAI , pp. 607-611
    • Cheeseman, P.1    Kelly, J.2    Self, M.3    Stutz, J.4    Taylor, W.5    Freeman, D.6
  • 8
    • 84993661659 scopus 로고    scopus 로고
    • M-tree: An efficient access method for similarity search in metric spaces
    • Ciaccia, P., Patella, M., and Zezula, P. (1997). "M-tree: An Efficient Access Method for Similarity Search in Metric Spaces", In VLDB, pp. 426-435.
    • (1997) VLDB , pp. 426-435
    • Ciaccia, P.1    Patella, M.2    Zezula, P.3
  • 11
    • 0033890902 scopus 로고    scopus 로고
    • Validating the ISO/IEC 15504 measures of software development process capability
    • El-Emam, K. and Birk, A. (1999). "Validating the ISO/IEC 15504 Measures of Software Development Process Capability", Journal of Systems and Software, 51 (2), pp. 119-149.
    • (1999) Journal of Systems and Software , vol.51 , Issue.2 , pp. 119-149
    • El-Emam, K.1    Birk, A.2
  • 13
    • 0033346610 scopus 로고    scopus 로고
    • A critique of software defect prediction models
    • Fenton, N. and Neil, M. (1999). "A critique of software defect prediction models", IEEE Transactions on Software Engineering, 25 (5), pp. 675-689.
    • (1999) IEEE Transactions on Software Engineering , vol.25 , Issue.5 , pp. 675-689
    • Fenton, N.1    Neil, M.2
  • 16
    • 0033225727 scopus 로고    scopus 로고
    • Imputation of missing data in industrial databases
    • Lakshminarayan, K., Harp, S.A., Samad, T. (1999). "Imputation of Missing Data in Industrial Databases", Applied Intelligence, 11, pp. 259-275.
    • (1999) Applied Intelligence , vol.11 , pp. 259-275
    • Lakshminarayan, K.1    Harp, S.A.2    Samad, T.3
  • 18
    • 0035506257 scopus 로고    scopus 로고
    • Analyzing data sets with missing data: An empirical evaluation of imputation methods and likelihood-based methods
    • Myrtveit, I., Stensrud, E., and Olsson, U. (2001). "Analyzing Data Sets with Missing Data: An Empirical Evaluation of Imputation Methods and Likelihood-Based Methods", IEEE Transactions on Software Engineering, 27 (11), pp. 1999-1013.
    • (2001) IEEE Transactions on Software Engineering , vol.27 , Issue.11 , pp. 1999-11013
    • Myrtveit, I.1    Stensrud, E.2    Olsson, U.3
  • 19
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan, J.R. (1986). Induction of decision trees. Machine Learning, 1, pp. 81-106.
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 24
    • 0032219074 scopus 로고    scopus 로고
    • Multiple Imputation for multivariate missing data problems: A data analyst's perspective
    • Schafer, J.L. and Olsen, M.K. (1998). "Multiple Imputation for multivariate missing data problems: a data analyst's perspective", Multivariate Behavioral Research, 33 (4): pp. 545-571.
    • (1998) Multivariate Behavioral Research , vol.33 , Issue.4 , pp. 545-571
    • Schafer, J.L.1    Olsen, M.K.2
  • 27
    • 14844336797 scopus 로고    scopus 로고
    • A short note on safest default missingness mechanism assumptions
    • Accepted for publication in 2004
    • Song, Q. and Sheppered, M. (2004). "A Short Note on Safest Default Missingness Mechanism Assumptions", In Empirical Software Engineering. (Accepted for publication in 2004).
    • (2004) Empirical Software Engineering
    • Song, Q.1    Sheppered, M.2
  • 29
  • 30


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