ABC classification using extended R-model, SVM and Lorenz curve

被引:1
作者
Sarkar, Subhadip [1 ]
机构
[1] NIT Durgapur, Dept Management Studies, Durgapur, West Bengal, India
关键词
Lorenz curve; Support vector machine; ABC analysis; Inequality; INVENTORY CLASSIFICATION; EFFICIENCY; SCALE;
D O I
10.1007/s12597-023-00679-4
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
ABC analysis has wide applications in the domain of management. Myriads of innovative models have been put forward in this context. Unfortunately, for a dataset, these methods could only reveal diverse solutions. Also, hardly any investigation stressed the extent of inequality obtained from any classification. This paper extends the linear model proposed by Ramanathan (Comput Oper Res 33(3):695-700, 2006) to delineate a non-linear model embedded with a Support Vector Machine to derive the weights needed for each class from the training data. A rank-based approach is preferred to classify the testing data. Lastly, to compare the extent of inequality evoked from the output of the model, an Ideal Lorenz curve is developed as a benchmark. Chiefly, this framework controls the cumulative percentage scores against the cumulative percentage population size of the elements within each group to get a better inequality.
引用
收藏
页码:1433 / 1455
页数:23
相关论文
共 42 条
  • [1] Designing a new mathematical model based on ABC analysis for inventory control problem: A real case study
    Abdolazimi, Omid
    Shishebori, Davood
    Goodarzian, Fariba
    Ghasemi, Peiman
    Appolloni, Andrea
    [J]. RAIRO-OPERATIONS RESEARCH, 2021, 55 (04) : 2309 - 2335
  • [2] Design of a supply chain network for determining the optimal number of items at the inventory groups based on ABC analysis: a comparison of exact and meta-heuristic methods
    Abdolazimi, Omid
    Esfandarani, Mitra Salehi
    Shishebori, Davood
    [J]. NEURAL COMPUTING & APPLICATIONS, 2021, 33 (12) : 6641 - 6656
  • [3] A PROCEDURE FOR RANKING EFFICIENT UNITS IN DATA ENVELOPMENT ANALYSIS
    ANDERSEN, P
    PETERSEN, NC
    [J]. MANAGEMENT SCIENCE, 1993, 39 (10) : 1261 - 1265
  • [4] SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS
    BANKER, RD
    CHARNES, A
    COOPER, WW
    [J]. MANAGEMENT SCIENCE, 1984, 30 (09) : 1078 - 1092
  • [5] Distance-based consensus method for ABC analysis
    Bhattacharya, Arijit
    Sarkar, Bijan
    Mukherjee, Sanat K.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2007, 45 (15) : 3405 - 3420
  • [6] Boser B. E., 1992, Proceedings of the Fifth Annual ACM Workshop on Computational Learning Theory, P144, DOI 10.1145/130385.130401
  • [7] MEASURING EFFICIENCY OF DECISION-MAKING UNITS
    CHARNES, A
    COOPER, WW
    RHODES, E
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) : 429 - 444
  • [8] Multiple criteria ABC inventory classification using two virtual items
    Chen, Jin-Xiao
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (06) : 1702 - 1713
  • [9] A case-based distance model for multiple criteria ABC analysis
    Chen, Ye
    Li, Kevin W.
    Kilgour, D. Marc
    Hipel, Keith W.
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2008, 35 (03) : 776 - 796
  • [10] Controlling inventory by combining ABC analysis and fuzzy classification
    Chu, Ching-Wu
    Liang, Gin-Shuh
    Liao, Chien-Tseng
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2008, 55 (04) : 841 - 851