Introduction to Heavy-Tailed Distributions, Self-Similar Processes, and Long-Range Dependence
This class lecture covers the following topics:
- Heavy-Tailed Distributions (HTDs)
- Examples of HTD Variables
- Power Tailed Distributions
- Effect of Heavy Tail
- How to Check for Heavy Tail?
- Self-Similarity
- Self-Similar Processes
- Short Range Dependence (SRD)
- Long Range Dependence (LRD)
- Examples of Processes with LRD
- Effect of Long Range Dependence
- Self-Similarity vs. LRD
- FARIMA Models and LRD
- FARIMA Models and LRD
- Generating LRD Sequences
- Hurst Exponent Estimation
- References
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