Exam 2: Mathematical and Statistical Foundations

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Threshold autoregressive and Markov switching models:

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To check for seasonality (day-of-the-week effect) in stock returns of South Korea, Malaysia, the Philippines, Taiwan and Thailand, Brooks and Persand (2001) regress daily returns in each of these countries' stock market on five dummy variables D1 to D5 representing each day of the week i.e. D1 for Mondays, D2 for Tuesdays, D3 for Wednesdays, D4 for Thursdays and D5 for Fridays: To check for seasonality (day-of-the-week effect) in stock returns of South Korea, Malaysia, the Philippines, Taiwan and Thailand, Brooks and Persand (2001) regress daily returns in each of these countries' stock market on five dummy variables D1 to D5 representing each day of the week i.e. D1 for Mondays, D2 for Tuesdays, D3 for Wednesdays, D4 for Thursdays and D5 for Fridays:   Their results were:   -Which market(s) did not display any evidence of day-of-the-week effect? Their results were: To check for seasonality (day-of-the-week effect) in stock returns of South Korea, Malaysia, the Philippines, Taiwan and Thailand, Brooks and Persand (2001) regress daily returns in each of these countries' stock market on five dummy variables D1 to D5 representing each day of the week i.e. D1 for Mondays, D2 for Tuesdays, D3 for Wednesdays, D4 for Thursdays and D5 for Fridays:   Their results were:   -Which market(s) did not display any evidence of day-of-the-week effect? -Which market(s) did not display any evidence of day-of-the-week effect?

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If a series possesses the "Markov property", what would this imply? (I) The series is path-dependent (ii) All that is required to produce forecasts for the series is the current value of the series plus a transition probability matrix (iii) The state-determining variable must be observable (iv) The series can be classified as to whether it is in one regime or another regime, but it can only be in one regime at any one time

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Which of these equations is a self-exciting threshold autoregressive model?

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The unknown parameters of a Markov switching model are usually estimated using:

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The key difference between threshold autoregressive and Markov switching models is that:

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Suppose that a researcher wishes to test for calendar (seasonal) effects using a dummy variables approach. Which of the following regressions could be used to examine this? (I) A regression containing intercept dummies (ii) A regression containing slope dummies (iii) A regression containing intercept and slope dummies (iv) A regression containing a dummy variable taking the value 1 for one observation and zero for all others

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To compare the goodness of fit of Markov switching and threshold autoregressive models with linear models, one can compare the residual sums of squares of the two types of models using an F-test. Is the statement true?

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A Markov process can be written mathematically as:

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