메뉴 건너뛰기




Volumn 38, Issue 2, 2012, Pages 425-438

Exploiting the essential assumptions of analogy-based effort estimation

Author keywords

analogy; k NN; Software cost estimation

Indexed keywords

ANALOGY; CLUSTER TREE; DATA SETS; DESIGN OPTION; DYNAMIC SELECTION; EFFORT ESTIMATION; ESTIMATION BY ANALOGY; ESTIMATION VARIANCE; FIXED SIZE; K-NN; NEAREST NEIGHBOR METHOD; NEAREST NEIGHBORS; PROJECT DATA; SOFTWARE COST ESTIMATIONS; SOFTWARE EFFORT; SUBTREES; TURKISHS; WILCOXON TEST;

EID: 84859738390     PISSN: 00985589     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSE.2011.27     Document Type: Article
Times cited : (191)

References (69)
  • 2
    • 0023349750 scopus 로고
    • Empirical validation of software cost estimation models
    • DOI 10.1145/22899.22906
    • C. Kemerer, "An Empirical Validation of Software Cost Estimation Models, " Comm. ACM, vol. 30, pp. 416-429, May 1987. (Pubitemid 17589082)
    • (1987) Communications of the ACM , vol.30 , Issue.5 , pp. 416-429
    • Kemerer, C.F.1
  • 4
    • 0034557951 scopus 로고    scopus 로고
    • Software development cost estimation approaches- A survey
    • B. Boehm, C. Abts, and S. Chulani, "Software Development Cost Estimation Approaches-A Survey, " Annals of Software Eng., vol. 10, pp. 177-205, 2000.
    • (2000) Annals of Software Eng. , vol.10 , pp. 177-205
    • Boehm, B.1    Abts, C.2    Chulani, S.3
  • 5
    • 33845788381 scopus 로고    scopus 로고
    • A systematic review of software development cost estimation studies
    • DOI 10.1109/TSE.2007.256943
    • M. Jorgensen and M. Shepperd, "A Systematic Review of Software Development Cost Estimation Studies, " IEEE Trans. Software Eng., vol. 33, no. 1, pp. 33-53, Jan. 2007. (Pubitemid 46002167)
    • (2007) IEEE Transactions on Software Engineering , vol.33 , Issue.1 , pp. 33-53
    • Jorgensen, M.1    Shepperd, M.2
  • 6
    • 34748831896 scopus 로고    scopus 로고
    • Software project economics: A roadmap
    • DOI 10.1109/FOSE.2007.23, 4221628, FoSE 2007: Future of Software Engineering
    • M. Shepperd, "Software Project Economics: A Roadmap, " Proc. Future of Software Eng., pp. 304-315, 2007. (Pubitemid 47484933)
    • (2007) FoSE 2007: Future of Software Engineering , pp. 304-315
    • Shepperd, M.1
  • 7
    • 34247611323 scopus 로고    scopus 로고
    • Cross versus within-company cost estimation studies: A systematic review
    • DOI 10.1109/TSE.2007.1001
    • B. Kitchenham, E. Mendes, and G. H. Travassos, "Cross versus Within-Company Cost Estimation Studies: A Systematic Review, " IEEE Trans. Software Eng., vol. 33, no. 5, pp. 316-329, May 2007. (Pubitemid 46681200)
    • (2007) IEEE Transactions on Software Engineering , vol.33 , Issue.5 , pp. 316-329
    • Kitchenham, B.A.1    Mendes, E.2    Travassos, G.H.3
  • 8
    • 33644660383 scopus 로고    scopus 로고
    • Optimal project feature weights in analogy-based cost estimation: Improvement and limitations
    • DOI 10.1109/TSE.2006.1599418
    • M. Auer, A. Trendowicz, B. Graser, E. Haunschmid, and S. Biffl, "Optimal Project Feature Weights in Analogy-Based Cost Estimation: Improvement and Limitations, " IEEE Trans. Software Eng., vol. 32, no. 2, pp. 83-92, Feb. 2006. (Pubitemid 43323905)
    • (2006) IEEE Transactions on Software Engineering , vol.32 , Issue.2 , pp. 83-92
    • Auer, M.1    Trendowicz, A.2    Graser, B.3    Haunschmid, E.4    Biffl, S.5
  • 9
    • 33947307636 scopus 로고    scopus 로고
    • Selecting best practices for effort estimation
    • DOI 10.1109/TSE.2006.114
    • T. Menzies, Z. Chen, J. Hihn, and K. Lum, "Selecting Best Practices for Effort Estimation, " IEEE Trans. Software Eng., vol. 32, no. 11, pp. 883-895, Nov. 2006. (Pubitemid 46437708)
    • (2006) IEEE Transactions on Software Engineering , vol.32 , Issue.11 , pp. 883-895
    • Menzies, T.1    Chen, Z.2    Hihn, J.3    Lum, K.4
  • 11
    • 0037950133 scopus 로고    scopus 로고
    • A comparative study of cost estimation models for web hyper media applications
    • E. Mendes, I. D. Watson, C. Triggs, N. Mosley, and S. Counsell, "A Comparative Study of Cost Estimation Models for Web Hyper media Applications, " Empirical Software Eng., vol. 8, no. 2, pp. 163-196, 2003.
    • (2003) Empirical Software Eng. , vol.8 , Issue.2 , pp. 163-196
    • Mendes, E.1    Watson, I.D.2    Triggs, C.3    Mosley, N.4    Counsell, S.5
  • 12
    • 58749087373 scopus 로고    scopus 로고
    • A study of project selection and feature weighting for analogy based software cost estimation
    • Y. Li, M. Xie, and T. Goh, "A Study of Project Selection and Feature Weighting for Analogy Based Software Cost Estimation, " J. Systems and Software, vol. 82, pp. 241-252, 2009.
    • (2009) J. Systems and Software , vol.82 , pp. 241-252
    • Li, Y.1    Xie, M.2    Goh, T.3
  • 14
    • 77956929102 scopus 로고    scopus 로고
    • Stable rankings for different effort models
    • Dec.
    • T. Menzies, O. Jalali, J. Hihn, D. Baker, and K. Lum, "Stable Rankings for Different Effort Models, " Automated Software Eng., vol. 17, no. 4, pp. 409-437, Dec. 2010.
    • (2010) Automated Software Eng. , vol.17 , Issue.4 , pp. 409-437
    • Menzies, T.1    Jalali, O.2    Hihn D Baker, J.3    Lum, K.4
  • 15
    • 0033336424 scopus 로고    scopus 로고
    • Empirical study of analogy-based software effort estimation
    • DOI 10.1023/A:1009872202035
    • F. Walkerden and R. Jeffery, "An Empirical Study of Analogy-Based Software Effort Estimation, " Empirical Software Eng., vol. 4, no. 2, pp. 135-158, 1999. (Pubitemid 30542594)
    • (1999) Empirical Software Engineering , vol.4 , Issue.2 , pp. 135-158
    • Walkerden, F.1    Jeffery, R.2
  • 17
    • 0031268094 scopus 로고    scopus 로고
    • Estimating software project effort using analogies
    • M. Shepperd and C. Schofield, "Estimating Software Project Effort Using Analogies, " IEEE Trans. Software Eng., vol. 23, no. 11, pp. 736-743, Nov. 1997. (Pubitemid 127762233)
    • (1997) IEEE Transactions on Software Engineering , vol.23 , Issue.11 , pp. 736-743
    • Shepperd, M.1    Schofield, C.2
  • 20
    • 37649001168 scopus 로고    scopus 로고
    • Analysis of attribute weighting heuristics for analogy-based software effort estimation method aqua+
    • Feb.
    • J. Li and G. Ruhe, "Analysis of Attribute Weighting Heuristics for Analogy-Based Software Effort Estimation Method Aqua+, " Empirical Software Eng., vol. 13, pp. 63-96, Feb. 2008.
    • (2008) Empirical Software Eng. , vol.13 , pp. 63-96
    • Li, J.1    Ruhe, G.2
  • 21
    • 34247326538 scopus 로고    scopus 로고
    • A comparative study of attribute weighting heuristics for effort estimation by analogy
    • DOI 10.1145/1159733.1159746, ISCE'06 - Proceedings of the 5th ACM-IEEE International Symposium on Empirical Software Engineering
    • J. Li and G. Ruhe, "A Comparative Study of Attribute Weighting Heuristics for Effort Estimation by Analogy, " Proc. ACM/IEEE Int'l Symp. Empirical Software Eng., pp. 66-74, 2006. (Pubitemid 46634442)
    • (2006) ISCE'06 - Proceedings of the 5th ACM-IEEE International Symposium on Empirical Software Engineering , vol.2006 , pp. 66-74
    • Li, J.1    Ruhe, G.2
  • 24
    • 49349110547 scopus 로고    scopus 로고
    • Analogy-x: Providing statistical inference to analogy-based software cost estimation
    • July/Aug.
    • J. W. Keung, B. A. Kitchenham, and D. R. Jeffery, "Analogy-x: Providing Statistical Inference to Analogy-Based Software Cost Estimation, " IEEE Trans. Software Eng., vol. 34, no. 4, pp. 471-484, July/Aug. 2008.
    • (2008) IEEE Trans. Software Eng. , vol.34 , Issue.4 , pp. 471-484
    • Keung, J.W.1    Kitchenham, B.A.2    Jeffery, D.R.3
  • 28
    • 0141838535 scopus 로고    scopus 로고
    • A review of studies on expert estimation of software development effort
    • M. Jorgensen, "A Review of Studies on Expert Estimation of Software Development Effort, " J. Systems and Software, vol. 70, pp. 37-60, 2004.
    • (2004) J. Systems and Software , vol.70 , pp. 37-60
    • Jorgensen, M.1
  • 29
    • 67649409013 scopus 로고    scopus 로고
    • The impact of lessons-learned sessions on effort estimation and uncertainty assessments
    • May/June
    • M. Jorgensen and T. Gruschke, "The Impact of Lessons-Learned Sessions on Effort Estimation and Uncertainty Assessments, " IEEE Trans. Software Eng., vol. 35, no. 3, pp. 368-383, May/June 2009.
    • (2009) IEEE Trans. Software Eng. , vol.35 , Issue.3 , pp. 368-383
    • Jorgensen, M.1    Gruschke, T.2
  • 30
    • 0035506767 scopus 로고    scopus 로고
    • Comparing software prediction techniques using simulation
    • DOI 10.1109/32.965341
    • M. Shepperd and G. F. Kadoda, "Comparing Software Prediction Techniques Using Simulation, " IEEE Trans. Software Eng., vol. 27, no. 11, pp. 1014-1022, Nov. 2001. (Pubitemid 33106029)
    • (2001) IEEE Transactions on Software Engineering , vol.27 , Issue.11 , pp. 1014-1022
    • Shepperd, M.1    Kadoda, G.2
  • 31
    • 44949093510 scopus 로고    scopus 로고
    • An empirical validation of a neural network model for software effort estimation
    • H. Park and S. Baek, "An Empirical Validation of a Neural Network Model for Software Effort Estimation, " Expert Systems with Applications: An Int'l J., vol. 35, no. 3, pp. 929-937, 2008.
    • (2008) Expert Systems with Applications: An Int'l J. , vol.35 , Issue.3 , pp. 929-937
    • Park, H.1    Baek, S.2
  • 32
    • 0027811793 scopus 로고
    • Software cost estimation using artificial neural networks
    • A. Venkatachalam, "Software Cost Estimation Using Artificial Neural Networks, " Proc. Int'l Joint Conf. Neural Networks, pp. 987-990, 1993.
    • (1993) Proc. Int'l Joint Conf. Neural Networks , pp. 987-990
    • Venkatachalam, A.1
  • 33
    • 0031187569 scopus 로고    scopus 로고
    • Estimating software development effort with connectionist models
    • PII S0950584997000049
    • G. Wittig and G. Finnie, "Estimating Software Development Effort with Connectionist Models, " Information and Software Technology, vol. 39, no. 7, pp. 469-476, 1997. (Pubitemid 127439491)
    • (1997) Information and Software Technology , vol.39 , Issue.7 , pp. 469-476
    • Wittig, G.1    Finnie, G.2
  • 37
    • 0242410408 scopus 로고    scopus 로고
    • Benchmarking attribute selection techniques for discrete class data mining
    • Nov./Dec.
    • M. Hall and G. Holmes, "Benchmarking Attribute Selection Techniques for Discrete Class Data Mining, " IEEE Trans. Knowledge and Data Eng., vol. 15, no. 6, pp. 1437-1447, Nov./Dec. 2003.
    • (2003) IEEE Trans. Knowledge and Data Eng. , vol.15 , Issue.6 , pp. 1437-1447
    • Hall, M.1    Holmes, G.2
  • 39
    • 33747044600 scopus 로고
    • Metric and euclidean properties of dissimilarity coefficients
    • J. C. Gower and P. Legendre, "Metric and Euclidean Properties of Dissimilarity Coefficients, " J. Classification, vol. 3, pp. 5-48, 1986.
    • (1986) J. Classification , vol.3 , pp. 5-48
    • Gower, J.C.1    Legendre, P.2
  • 40
    • 33846691171 scopus 로고    scopus 로고
    • A flexible method for software effort estimation by analogy
    • DOI 10.1007/s10664-006-7552-4
    • J. Li, G. Ruhe, A. Al-Emran, and M. M. Richter, "A Flexible Method for Software Effort Estimation by Analogy, " Empirical Software Eng., vol. 12, no. 1, pp. 65-106, 2007. (Pubitemid 46190941)
    • (2007) Empirical Software Engineering , vol.12 , Issue.1 , pp. 65-106
    • Li, J.1    Ruhe, G.2    Al-Emran, A.3    Richter, M.M.4
  • 41
    • 0016127071 scopus 로고
    • Finding prototypes for nearest neighbor classifiers
    • Nov.
    • C. Chang, "Finding Prototypes for Nearest Neighbor Classifiers, " IEEE Trans. Computers, vol. 23, no. 11, pp. 1179-1185, Nov. 1974.
    • (1974) IEEE Trans. Computers , vol.23 , Issue.11 , pp. 1179-1185
    • Chang, C.1
  • 42
    • 33751066175 scopus 로고    scopus 로고
    • Discretization from data streams: Applications to histograms and data mining
    • Applied Computing 2006 - The 21st Annual ACM Symposium on Applied Computing - Proceedings of the 2006 ACM Symposium on Applied Computing
    • J. Gama and C. Pinto, "Discretization from Data Streams: Applications to Histograms and Data Mining, " Proc. ACM Symp. Applied Computing, pp. 662-667, 2006. (Pubitemid 44758864)
    • (2006) Proceedings of the ACM Symposium on Applied Computing , vol.1 , pp. 662-667
    • Gama, J.1    Pinto, C.2
  • 43
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • U. M. Fayyad and I. H. Irani, "Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning, " Proc. Int'l Joint Conf. Artificial Intelligence, pp. 1022-1027, 1993.
    • (1993) Proc. Int'l Joint Conf. Artificial Intelligence , pp. 1022-1027
    • Fayyad, U.M.1    Irani, I.H.2
  • 44
    • 3543091248 scopus 로고    scopus 로고
    • A comparative study of discretization methods for naive-bayes classifiers
    • Y. Yang and G. I. Webb, "A Comparative Study of Discretization Methods for Naive-Bayes Classifiers, " Proc. Pacific Rim Knowledge Acquisition Workshop, pp. 159-173, 2002.
    • (2002) Proc. Pacific Rim Knowledge Acquisition Workshop , pp. 159-173
    • Yang, Y.1    Webb, G.I.2
  • 46
    • 0034156542 scopus 로고    scopus 로고
    • A simulation tool for efficient analogy based cost estimation
    • L. Angelis and I. Stamelos, "A Simulation Tool for Efficient Analogy Based Cost Estimation, " Empirical Software Eng., vol. 5, pp. 35-68, 2000.
    • (2000) Empirical Software Eng. , vol.5 , pp. 35-68
    • Angelis, L.1    Stamelos, I.2
  • 48
    • 70349217241 scopus 로고    scopus 로고
    • A study of the non-linear adjustment for analogy based software cost estimation
    • Y. Li, M. Xie, and T. N. Goh, "A Study of the Non-Linear Adjustment for Analogy Based Software Cost Estimation, " Empirical Software Eng., vol. 14, pp. 603-643, 2009.
    • (2009) Empirical Software Eng. , vol.14 , pp. 603-643
    • Li, Y.1    Xie, M.2    Goh, T.N.3
  • 49
    • 0032131595 scopus 로고    scopus 로고
    • Selection of the optimal prototype subset for 1-NN classification
    • PII S0167865598000750
    • U. Lipowezky, "Selection of the Optimal Prototype Subset for 1-NN Classification, " Pattern Recognition Letters, vol. 19, pp. 907-918, 1998. (Pubitemid 128429327)
    • (1998) Pattern Recognition Letters , vol.19 , Issue.10 , pp. 907-918
    • Lipowezky, U.1
  • 50
    • 0036807816 scopus 로고    scopus 로고
    • Making inferences with small numbers of training sets
    • DOI 10.1049/ip-sen:20020695
    • C. Kirsopp and M. Shepperd, "Making Inferences with Small Numbers of Training Sets, " IEE Proc.-Software, vol. 149, no. 5, pp. 123-130, Oct. 2002. (Pubitemid 35313946)
    • (2002) IEE Proceedings: Software , vol.149 , Issue.5 , pp. 123-130
    • Kirsopp, C.1    Shepperd, M.2
  • 51
    • 22944440671 scopus 로고    scopus 로고
    • Reliability and validity in comparative studies software prediction models
    • DOI 10.1109/TSE.2005.58
    • I. Myrtveit, E. Stensrud, and M. Shepperd, "Reliability and Validity in Comparative Studies of Software Prediction Models, " IEEE Trans. Software Eng., vol. 31, no. 5, pp. 380-391, May 2005. (Pubitemid 41046926)
    • (2005) IEEE Transactions on Software Engineering , vol.31 , Issue.5 , pp. 380-391
    • Myrtveit, I.1    Stensrud, E.2    Shepperd, M.3
  • 53
    • 0032091595 scopus 로고    scopus 로고
    • CURE: An efficient clustering algorithm for large databases
    • S. Guha, R. Rastogi, and K. S. Cure, "An Efficient Clustering Algorithm for Large Databases, " Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 73-84, 1998. (Pubitemid 128655958)
    • (1998) SIGMOD Record , vol.27 , Issue.2 , pp. 73-84
    • Guha, S.1    Rastogi, R.2    Shim, K.3
  • 56
    • 35948990008 scopus 로고    scopus 로고
    • MESO: Supporting online decision making in autonomic computing systems
    • Apr.
    • E. P. Kasten and P. K. McKinley, "MESO: Supporting Online Decision Making in Autonomic Computing Systems, " IEEE Trans. Knowledge and Data Eng., vol. 19, no. 4, pp. 485-499, Apr. 2007.
    • (2007) IEEE Trans. Knowledge and Data Eng. , vol.19 , Issue.4 , pp. 485-499
    • Kasten, E.P.1    McKinley, P.K.2
  • 58
    • 0031380935 scopus 로고    scopus 로고
    • Sensitivity analysis and related analyses: A survey of statistical techniques
    • J. Kliijnen, "Sensitivity Analysis and Related Analyses: A Survey of Statistical Techniques, " J. Statistical Computation and Simulation, vol. 57, nos. 1-4, pp. 111-142, 1997.
    • (1997) J. Statistical Computation and Simulation , vol.57 , Issue.1-4 , pp. 111-142
    • Kliijnen, J.1
  • 61
    • 0033160009 scopus 로고    scopus 로고
    • Bayesian analysis of empirical software engineering cost models
    • S. Chulani, B. Boehm, and B. Steece, "Bayesian Analysis of Empirical Software Engineering Cost Models, " IEEE Trans. Software Eng., vol. 25, no. 4, pp. 573-583, July/Aug. 1999. (Pubitemid 129304119)
    • (1999) IEEE Transactions on Software Engineering , vol.25 , Issue.4 , pp. 573-583
    • Chulani Sunita1    Boehm Barry2    Steece Bert3
  • 62
    • 0141718461 scopus 로고    scopus 로고
    • When will it be done? Machine learner answers to the 300 billion dollar question
    • May/June
    • G. Boetticher, "When Will It Be Done? Machine Learner Answers to the 300 Billion Dollar Question, " IEEE Intelligent Systems, vol. 18, no. 3, pp. 48-50, May/June 2003.
    • (2003) IEEE Intelligent Systems , vol.18 , Issue.3 , pp. 48-50
    • Boetticher, G.1
  • 63
    • 0346896359 scopus 로고    scopus 로고
    • A simulation study of the model evaluation criterion mmre
    • Nov.
    • T. Foss, E. Stensrud, B. Kitchenham, and I. Myrtveit, "A Simulation Study of the Model Evaluation Criterion Mmre, " IEEE Trans. Software Eng., vol. 29, no. 11, pp. 985-995, Nov. 2003.
    • (2003) IEEE Trans. Software Eng. , vol.29 , Issue.11 , pp. 985-995
    • Foss, T.1    Stensrud, E.2    Kitchenham, B.3    Myrtveit, I.4
  • 66
    • 77955085642 scopus 로고    scopus 로고
    • Integrate the GM(1, 1) and verhulst models to predict software stage-effort
    • Nov.
    • Y. Wang, Q. Song, S. MacDonell, M. Shepperd, and J. Shen, "Integrate the GM(1, 1) and Verhulst Models to Predict Software Stage-Effort, " IEEE Trans. Systems, vol. 39, no. 6, pp. 647-658, Nov. 2009.
    • (2009) IEEE Trans. Systems , vol.39 , Issue.6 , pp. 647-658
    • Wang, Y.1    Song, Q.2    MacDonell, S.3    Shepperd, M.4    Shen, J.5
  • 68
    • 11844252597 scopus 로고    scopus 로고
    • Distribution patterns of effort estimations
    • D. Milic and C. Wohlin, "Distribution Patterns of Effort Estimations, " Proc. Euromicro Conf., 2004.
    • (2004) Proc. Euromicro Conf.
    • Milic, D.1    Wohlin, C.2
  • 69
    • 72649093790 scopus 로고    scopus 로고
    • A new perspective on data homogeneity in software cost estimation: A study in the embedded systems domain
    • A. Bakir, B. Turhan, and A. Bener, "A New Perspective on Data Homogeneity in Software Cost Estimation: A Study in the Embedded Systems Domain, " Software Quality J., vol. 18, no. 1, pp. 57-80, 2009.
    • (2009) Software Quality J. , vol.18 , Issue.1 , pp. 57-80
    • Bakir, A.1    Turhan, B.2    Bener, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.