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Seminar on Wednesday, June 26, 2013

June 26, 2013 @ 3:00 pm - 5:00 pm

Modelling longitudinal change-point data

Full Title: Modelling longitudinal change-point data
Speaker: Shahedul Ahsan Khan, PhD
University of Saskachewan, Canada
Date/Time: Wednesday, June 26, 2013, 3pm
Venue: ISRT Seminar Room

 

ABSTRACT

Continuous changepoint data may exhibit one of two types of transitions: gradual or abrupt. Modeling the trend for such data is challenging in the presence of discontinuous derivatives. Further complications arise when we have (1) longitudinal data, and (2) samples which come from two potential populations: one with a gradual transition, and the other abrupt. Bent-cable regression is an appealing statistical tool to model such data due to the model’s flexibility and greatly interpretable regression coefficients. We extend bent-cable methodology for longitudinal data to account for both gradual and abrupt transitions. We describe explicitly the computationally intensive Bayesian implementations; and demonstrate our methodology by a simulation study, and with two applications: (1) assessing the transition to early hypothermia in a rat model, and (2) understanding CFC-11 trends monitored globally.

Details

Date:
June 26, 2013
Time:
3:00 pm - 5:00 pm
Event Category:

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