EN
Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics
Abstract
In this paper, consider a single server queue in a hospital environment whose service time is governed by a Markov process. It is possible that the server changes its service speed many times while serving a patient. Here we have studied the order statistics for waiting time distribution where the probability density function of single order statistics $\phi_{i:n}$, cumulative density function of $\Phi_{i:n}$, joint probability density function of $\phi_{i:n}$ and $\phi_{j:n}$, probability density function of extreme order statistics. Also have been considered the moments and recurrence relation of order statistics, the probability density function of sample range and sample median. We derive minimum and maximum order statistics of the service time of patients in the system using first step analysis to obtain an insight on the service process. Further, we use order statistics to compute performance measures such as average queue length and waiting time for severe diseases especially in the outpatient department. This result effectively establishes that as the number of server increases, then the utmost and the minimum waiting time of the patients decreases. Also illustrate the application of the simple Markovian model by using real hospital data.
Keywords
References
- Aleem, M. Contributions to the theory of order statistics and selection procedures for restricted families of probability distribution. PhD thesis, Bahauddin Zakariya University, Multan, 1998.
- Arnold, B., Balakrishnan, N., and Nagaraja, H. A first course in order statistics. wiley, New York, 1992.
- Artalejo, J. R., Economou, A., and Lopez-Herrero, M. J. (2007). Algorithmic analysis of the maximum queue length in a busy period for the M/M/c retrial queue. INFORMS Journal on Computing, 19(1), 121-126, 2007.
- Asmussen, S. (1998). Extreme value theory for queues via cycle maxima. Extremes, 1(2), 137-168, 1998.
- Bagui, S. C. CRC Handbook of Percentiles of Non-central T-distributions. CRC Press, 1993.
- Bhat, U. N. An introduction to queueing theory: modeling and analysis in applications. Birkhauser, 2015.
- David, H. and Nagaraja, H. Order Statistics. Wiley Series in Probability and Statistics. Wiley, 2004.
- Nadarajah, S. and Pal, M. Explicit expressions for moments of gamma order statistics. Bulletin of the Brazilian Mathematical Society, New Series, 39(1), 45-60, 2008.
Details
Primary Language
English
Subjects
Statistics
Journal Section
Research Article
Publication Date
February 1, 2019
Submission Date
September 11, 2017
Acceptance Date
June 28, 2018
Published in Issue
Year 2019 Volume: 48 Number: 1
APA
Dhar, S., Mahanta, L. B., & Das, K. K. (2019). Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics. Hacettepe Journal of Mathematics and Statistics, 48(1), 274-289. https://izlik.org/JA86DU72BE
AMA
1.Dhar S, Mahanta LB, Das KK. Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics. Hacettepe Journal of Mathematics and Statistics. 2019;48(1):274-289. https://izlik.org/JA86DU72BE
Chicago
Dhar, Soma, Lipi B. Mahanta, and Kishore K. Das. 2019. “Estimation of the Waiting Time of Patients in a Hospital With Simple Markovian Model Using Order Statistics”. Hacettepe Journal of Mathematics and Statistics 48 (1): 274-89. https://izlik.org/JA86DU72BE.
EndNote
Dhar S, Mahanta LB, Das KK (February 1, 2019) Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics. Hacettepe Journal of Mathematics and Statistics 48 1 274–289.
IEEE
[1]S. Dhar, L. B. Mahanta, and K. K. Das, “Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics”, Hacettepe Journal of Mathematics and Statistics, vol. 48, no. 1, pp. 274–289, Feb. 2019, [Online]. Available: https://izlik.org/JA86DU72BE
ISNAD
Dhar, Soma - Mahanta, Lipi B. - Das, Kishore K. “Estimation of the Waiting Time of Patients in a Hospital With Simple Markovian Model Using Order Statistics”. Hacettepe Journal of Mathematics and Statistics 48/1 (February 1, 2019): 274-289. https://izlik.org/JA86DU72BE.
JAMA
1.Dhar S, Mahanta LB, Das KK. Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics. Hacettepe Journal of Mathematics and Statistics. 2019;48:274–289.
MLA
Dhar, Soma, et al. “Estimation of the Waiting Time of Patients in a Hospital With Simple Markovian Model Using Order Statistics”. Hacettepe Journal of Mathematics and Statistics, vol. 48, no. 1, Feb. 2019, pp. 274-89, https://izlik.org/JA86DU72BE.
Vancouver
1.Soma Dhar, Lipi B. Mahanta, Kishore K. Das. Estimation of the waiting time of patients in a hospital with simple Markovian model using order statistics. Hacettepe Journal of Mathematics and Statistics [Internet]. 2019 Feb. 1;48(1):274-89. Available from: https://izlik.org/JA86DU72BE