
Graduate Seminar Series
Wed., Jul. 20, 2022 3:30 p.m.
Location: CW307.20 and Live Stream
Speaker: Hanson Quarshie
Title: Type II generalized crack distribution and the EM Algorithm (181 kB)
Abstract:
The Birnbaum-Saunders distribution has seen several extensions, yet with its application restricted to reliability and survival analysis. Although some extensions allow for higher flexibility but due to the thin-tailedness inherited from the standard normal of their base density, it limits their application for heavy-tailed data modelling. An extended version, the so-called Type II Generalized crack distribution contains an additional shape parameter built on an appropriate base density which provides a sufficient level of flexibility to fit heavily tailed data. In this seminar, I will review the Type II Generalized crack distribution, and discuss some distributional properties in connection with some base density function. I will describe the EM algorithm in general for parameter estimation and develop the algorithm specifically to the finite mixture model.
Live Stream: