Monday, April 13: Here, we will continue with the discussion of spatio-temporal data from Chapters 5 and 6 in the book. We will cover empirical orthogonal function (EOF) analysis, as well as some modelling strategies for modelling correlation structure in space and time, including kriging in space-time. This corresponds to Chapters 5.3, 6.1, 6.2 and 6.4 in the book.?
Friday, April 10: In this lecture, Leiv R?nneberg will give a lecture on Gaussian processes. He will review the Bayesian inference approach, discuss non-parametric Bayesian inference and the use of Gaussian processes as priors over functions within this framework. Then, he will give some relevant examples from his own research applying this framework.?
Friday, March 27: We will discuss Exercises 13 and 14 which focus on reviewing properties of Gaussian processes, specifically Gaussian random fields.?
Monday, March 16: We will continue discussing spatial point processes and finish going through the lecture on this (V26_ch4_points.pdf), which corresponds with Chapter 4.3 in the book by Cressie & Wikle.?
Monday, February 23: We will continue where we left off on February 9, and aim to cover most of the theoretical material on spatial lattice processes (V26_ch4_lattice.pdf and Chapter 4.2 in the book by Cressie & Wikle).?
Friday, February 13: We will discuss Exercise 5 (from part (d) onwards) and Exercise 6, see the GitHub repository.?
Monday, February 9: We will finish our discussion of spatial geostatistical processes. If time permits, we start discussing spatial lattice processes, which are the topic of chapter 4.2 in the book by Cressie & Wikle.?
Friday, February 5: We will discuss Exercises 4 and 5 for week 6.?
Monday, February 2: We will continue with spatial geostatistical processes and continue where we left off last week at page 26 in the lecture on these.?
Friday, January 30: We only got through one exercise (#2) last week. We will therefore start by discussing Exercise 1 from week 4 and then continue with Exercises 3 from week 5. Some preliminaries for Exercise 4 will be discussed in the lecture on Monday, February 2 so we will discuss this exercise in week 6.?
Monday, January 26: We will start discussing spatial geostatistical processes, that is, continuous spatial processes. This corresponds to Chapter 4.1 in the book by Cressie and Wikle. I have published the lecture notes for this entire chapter. It will likely take us at least a couple of lectures to get through this chapter.?
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