Spatio-Temporal Data Analysis
Course materials
MSc in Data Science And Artificial Intelligence: Course Materials
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Datasets
AirPassengers.csv
Week 1A: Data Visualization: Grammar of Graphics
About this Blog
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Spatial Statistics
Spatial Statistics: Lecture 1
Time Series Analysis
Linear Time Series Analysis and Its Applications
Week 1B: Time Series: Objects in Python and Visualization
Factors affect the reliability of the experimental variogram
Week 2: Time Series Forecasting
Week 3-4: AR/ MA/ ARMA/ ARIMA
Week 5A: AutoARIMA
Time Series Clustering
Take-home tasks
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Visualize the tourism dataset. The dataset is available here
Nov 5, 2022
Practicals
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https://github.com/thiyangt/helloPython/blob/master/6_timeseries.ipynb
Nov 5, 2022
Reading Materials
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Forecasting: Principles and Practice (2nd ed) by Rob J Hyndman and George Athanasopoulos
Nov 2, 2022
Course outline
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Nov 2, 2022
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