Registry
Module Specifications
Archived Version 2009 - 2010
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Module Aims | |||||||||||||||||||||||||||||||||
The module aims to explain fundamental concepts of a generalised linear model (GLM) and explain the situations in which such a model will apply. It also seeks to introduce the main conceptsunderlying the analysis of Time Series models. It aims to cover the syllabus of the Time Series part of the Institute and Faculty of Actuaries Core Technical subject CT6.
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Learning Outcomes | |||||||||||||||||||||||||||||||||
On completion of this model students should be able to:
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Assume that a 7.5 credit module load represents approximately 112.5 hours' work, which includes all teaching, in-course assignments, laboratory work or other specialised training and an estimated private learning time associated with the module. | |||||||||||||||||||||||||||||||||
Indicative Syllabus | |||||||||||||||||||||||||||||||||
Generalised Linear Model: Exponential family of distributions, link function. Prediction. Parameter estimation in a GLM. Deviance and deviance residuals. CT6 - [viii]
Time Series: Stationary, integrated time series. Filtering. Linear time series: AR, ARMA, ARIMA. Random walk theory applied to time series. CT6 - [ix] 1 -11
Applications of Time Series: Diagnostics of time series. Applications of theory to investment variables and financial time series. Deterministic forecasts. CT6 - [ix] 12 -13
Monte Carlo simulation: Pseudo-random number generation. Generation of random variates. Variance reduction. Simulation of time series. Reliability of simulation. CT6 - [x]
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Indicative Reading List | |||||||||||||||||||||||||||||||||
Acted materials for CT6 J. Franke, W. Hardle, C. Hafner. Statistics of Financial Markets, Springer, 2003. P. Brockwell, R. Davis. Time Series: Theory and Methods, Springer, 1991. | |||||||||||||||||||||||||||||||||
Programme or List of Programmes | |||||||||||||||||||||||||||||||||
BQF | BSc in Quantitative Finance | ||||||||||||||||||||||||||||||||
BSSA | Study Abroad (DCU Business School) | ||||||||||||||||||||||||||||||||
BSSAO | Study Abroad (DCU Business School) | ||||||||||||||||||||||||||||||||
ECSA | Study Abroad (Engineering & Computing) | ||||||||||||||||||||||||||||||||
ECSAO | Study Abroad (Engineering & Computing) | ||||||||||||||||||||||||||||||||
FM | BSc in Financial & Actuarial Mathematics | ||||||||||||||||||||||||||||||||
HMSA | Study Abroad (Humanities & Soc Science) | ||||||||||||||||||||||||||||||||
HMSAO | Study Abroad (Humanities & Soc Science) | ||||||||||||||||||||||||||||||||
SHSA | Study Abroad (Science & Health) | ||||||||||||||||||||||||||||||||
SHSAO | Study Abroad (Science & Health) | ||||||||||||||||||||||||||||||||
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