A repetitive sampling plan using decision trees method

被引:1
作者
Azam, Muhammad [1 ]
Aslam, Muhammad [2 ]
Niaki, Seyed Taghi Akhavan [3 ]
机构
[1] Univ Vet & Anim Sci, Dept Stat & Comp Sci, Lahore 54000, Pakistan
[2] King Abdulaziz Univ, Fac Sci, Dept Stat, Jeddah 21551, Saudi Arabia
[3] Sharif Univ Technol, Dept Ind Engn, POB 11155-9414,Azadi Ave, Tehran 1458889694, Iran
关键词
Quality control; Acceptance sampling plans; Decision trees; Prediction; Evaluation function; SPLITTING CRITERIA; CLASSIFICATION; INSPECTION; DESIGN;
D O I
10.1080/09720510.2019.1694738
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, a novel acceptance sampling strategy based on the decision trees approach is proposed to make decisions on either to accept or to reject a submitted lot. The strategy is constructed for the variable repetitive sampling plan using the process capability index. The new decision trees strategy makes decisions in a broader sense by selecting the most influential predictors along with the best splitting points from the values used in the past for inferring any decision on their class. The application of the proposed strategy along is demonstrated using some industrial examples.
引用
收藏
页码:789 / 807
页数:19
相关论文
共 33 条
  • [1] Time truncated acceptance sampling plans for Generalized Inverse Weibull Distribution
    Al-Omari, Amer Ibrahim
    [J]. JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2016, 19 (01) : 1 - 19
  • [2] [Anonymous], 2011, J IND SYSTEMS ENG
  • [3] Decision rule of repetitive acceptance sampling plans assuring percentile life
    Aslam, M.
    Niaki, S. T. A.
    Rasool, M.
    Fallahnezhad, M. S.
    [J]. SCIENTIA IRANICA, 2012, 19 (03) : 879 - 884
  • [4] Aslam M., 2018, J OPERATIONAL RES SO, P1
  • [5] Developing a variables repetitive group sampling plan based on process capability index C pk with unknown mean and variance
    Aslam, Muhammad
    Wu, Chien-Wei
    Jun, Chi-Hyuck
    Azam, Muhammad
    Itay, Negrin
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2013, 83 (08) : 1507 - 1517
  • [6] Variable repetitive group sampling plans with process loss consideration
    Aslam, Muhammad
    Yen, Ching-Ho
    Jun, Chi-Hyuck
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2011, 81 (11) : 1417 - 1432
  • [7] Azam M., P IASTED INT C
  • [8] Repetitive group sampling procedure for variables inspection
    Balamurali, S
    Jun, CH
    [J]. JOURNAL OF APPLIED STATISTICS, 2006, 33 (03) : 327 - 338
  • [9] Determination of a new mixed variable lot-size multiple dependent state sampling plan based on the process capability index
    Balamurali, S.
    Aslam, Muhammad
    Liaquat, Ahmad
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2018, 47 (03) : 615 - 627
  • [10] Breiman L., 1984, CLASSIFICATION REGRE, DOI [10.1201/9781315139470, DOI 10.1201/9781315139470]