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Vijñāna Parishad of India

Jñānābha‎, Vol. 54 (2) (2024), (233-250)

A FIRST ORDER LINEAR DIFFERENTIAL EQUATION APPROACH OF GENERATING CONTINUOUS PROBABILITY DISTRIBUTIONS REVIEW, ANALYSIS AND CHARACTERIZATIONS


By

Mohammad Shakil1 , Jai Narain Singh2 , Lishamol Tomy3 , R. C. Singh Chandel44, Tassaddaq Hussain5 , Aneeqa Khadim6, Mohammad Ahsanullah7 and B. M. G. Kibria8 

1Department of Mathematics, Miami Dade College, Hialeah, Fl, USA-33012 

2Department of Mathematics & Computer Science, Barry University, Miami Shores, Fl, USA-33168 

3Department of Statistics, Deva Matha College, Kuravilangad, Kerala, India- 686633 

4Department of Mathematics, D.V. Postgraduate College, Orai, Uttar Pradesh, India-285001 

5,6Department of Statistics, Mirpur University of Science and Technology, Mirpur, Pakistan-10250 

7Professor Emeritus, Rider University, NJ, USA-08648 8Department of Mathematics & Statistics, Florida International University, Miami, FL, USA- 33199 

Email: mshakil@mdc.edu, jsingh@mail.barry.edu, lishatomy@gmail.com, rc chandel@yahoo.com, tafkho2000@gmail.com, aneeqa89@gmail.com, ahsan@rider.edu, kibriag@fiu.edu 

(Received: September 16, 2024; In format: October 07, 2024; Revised: November 15, 2024; Accepted: November 20, 2024) 


DOI: https://doi.org/10.58250/jnanabha.2024.54223


Abstract

Continuous probability distributions can be generated in many ways. To deal with various types of data or information, many researchers have developed flexible distributions. Since the pioneer work of Karl Pearson in 1895 and 1901, the first order linear differential equation approach of Pearson is a major milestone among different ways for generating univariate continuous probability distributions. In this paper, we present the first order linear differential equation approach for generating continuous probability distributions. A review of Pearson system of probability distributions is provided. We provide various new classes of the generalized Pearson system of probability distributions that could be generated using the first order linear differential equation approach. Some distributional properties and characterizations are also provided. It is observed that the first order linear differential equation approach is an elegant method for generating new families of univariate continuous probability distributions. Finally, we provide prospects of further research and directions in which future progress can be made.


2020 Mathematical Sciences Classification: : 62E10; 62E15.

 Keywords: First order linear differential equation; Generalized Pearson distributions; Integrating factor; Partial fractions; Pearson distributions.


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