Bayesian analysis of queues with impatient customers: Applications to call centers

被引:15
|
作者
Aktekin, Tevfik [2 ]
Soyer, Refik [1 ]
机构
[1] George Washington Univ, Dept Decis Sci, Washington, DC USA
[2] Univ New Hampshire, Dept Decis Sci, Durhom, NH USA
关键词
call centers; impatient customers; Bayesian queueing analysis; Bayesian inference; Markov chain Monte Carlo; SERVICE; PERSPECTIVE; UNCERTAINTY; MODELS;
D O I
10.1002/nav.21499
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
Queuing models have been extensively used in the literature for obtaining performance measures and developing staffing policies. However, most of this work has been from a pure probabilistic point of view and has not addressed issues of statistical inference. In this article, we consider Bayesian queuing models with impatient customers with particular emphasis on call center operations and discuss further extensions. We develop the details of Bayesian inference for queues with abandonment such as the M/M/s + M model (Erlang-A). In doing so, we discuss the estimation of operating characteristics and its implications on staffing. We illustrate the implementation of the Bayesian models using actual arrival, service, and abandonment data from call centers. (c) 2012 Wiley Periodicals, Inc. Naval Research Logistics, 2012
引用
收藏
页码:441 / 456
页数:16
相关论文
共 50 条
  • [21] Sensitivity Analysis of a Simulation Model for Managing Contact Centers with Impatient Customers
    Wang, Chia-Hung
    Zhu, Bin
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, MODELING AND SIMULATION (AMMS 2017), 2017, 153 : 307 - 311
  • [22] On first-come, first-served queues with two classes of impatient customers
    Adan, Ivo
    Hathaway, Brett
    Kulkarni, Vidyadhar G.
    QUEUEING SYSTEMS, 2019, 91 (1-2) : 113 - 142
  • [23] On first-come, first-served queues with two classes of impatient customers
    Ivo Adan
    Brett Hathaway
    Vidyadhar G. Kulkarni
    Queueing Systems, 2019, 91 : 113 - 142
  • [24] Adaptive behavior of impatient customers in tele-queues: Theory and empirical support
    Zohar, E
    Mandelbaum, A
    Shimkin, N
    MANAGEMENT SCIENCE, 2002, 48 (04) : 566 - 583
  • [25] Analysis of ticket queues with reneging customers
    Ding, Ding
    Ou, Jihong
    Ang, James
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2015, 66 (02) : 231 - 246
  • [26] Bayesian analysis of Markov modulated queues with abandonment
    Ay, Atilla
    Landon, Joshua
    Ozekici, Suleyman
    Soyer, Refik
    APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2024, 40 (03) : 791 - 812
  • [27] Analysis of a retrial queue with group service of impatient customers
    M. P. D’Arienzo
    A. N. Dudin
    S. A. Dudin
    R. Manzo
    Journal of Ambient Intelligence and Humanized Computing, 2020, 11 : 2591 - 2599
  • [28] Analysis of a retrial queue with group service of impatient customers
    D'Arienzo, M. P.
    Dudin, A. N.
    Dudin, S. A.
    Manzo, R.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (06) : 2591 - 2599
  • [29] Tandem queueing system with impatient customers as a model of call center with Interactive Voice Response
    Kim, Chesoong
    Dudin, Alexander
    Dudin, Sergey
    Dudina, Olga
    PERFORMANCE EVALUATION, 2013, 70 (06) : 440 - 453
  • [30] Transient Analysis for a Queuing System with Impatient Customers and Its Applications to the Pricing Strategy of a Video Website
    Bu, Qihui
    MATHEMATICS, 2024, 12 (13)