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Limitations of mathematical models; historical context of BGW process [PART III]
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Part 3 of a series on a stochastic process approach to model the spread of coronavirus (COVID-19) as opposed to the compartmental deterministic SIR model. This model is generally known as branching process, but this video only focuses on the simplest type, called Bienaymé-Galton-Watson (BGW) process. This video will especially be on the inevitable limitations on the BGW process model, to illustrate the limitations of any mathematical model in general. There can be problems in applicability and difficulty in interpreting data from the predictions of the model, but we can always strive to make the model more realistic. But the cost would be more complicated mathematics, and higher computing power necessary.
The historical context of the Bienaymé-Galton-Watson (BGW) process will be also discussed in this video, and it is actually a bit more interesting than usual. It is not just that the three mathematicians got together and studied this process.
I currently don't have a solid plan for my future videos, but feel free to comment below about the topics that I can cover in a future video!
REFERENCES / SOURCES:
(1) Branching Processes: Their Role in Epidemiology [basis / limitations / improvement of the model]
(2) Branching Processes Since 1873 [historical context of the Bienaymé-Galton-Watson process]
(3) The Genealogy of Genealogy Branching Processes before (and after) 1873 [historical context of the Bienaymé-Galton-Watson process]
(4) The Educational Times (March 1873) [Galton's original famous Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(5) The Educational Times (August 1873) [Watson's (brief) answer to the Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(6) On the probability of extinction of families [Watson's paper / more detailed albeit partially incorrect answer to the Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(8) Guardian [KFC party breaking recent lockdown in Melbourne]:
Other than commenting on the video, you are very welcome to fill in a Google form linked below, which helps me make better videos by catering for your math levels:
If you want to know more interesting Mathematics, stay tuned for the next video!
SUBSCRIBE and see you in the next video!
If you are wondering how I made all these videos, even though it is stylistically similar to 3Blue1Brown, I don't use his animation engine Manim, but I will probably reveal how I did it in a potential subscriber milestone, so do subscribe!
#mathemaniac #math #coronavirus #COVID_19 #SIRmodel #statistics #probability #epidemic #pandemic
Stay safe everyone! Please do wear a mask to protect ourselves, and stay at home as much as possible. We will get through this together.
Social media:
For my contact email, check my About page on a PC.
See you next time!
The historical context of the Bienaymé-Galton-Watson (BGW) process will be also discussed in this video, and it is actually a bit more interesting than usual. It is not just that the three mathematicians got together and studied this process.
I currently don't have a solid plan for my future videos, but feel free to comment below about the topics that I can cover in a future video!
REFERENCES / SOURCES:
(1) Branching Processes: Their Role in Epidemiology [basis / limitations / improvement of the model]
(2) Branching Processes Since 1873 [historical context of the Bienaymé-Galton-Watson process]
(3) The Genealogy of Genealogy Branching Processes before (and after) 1873 [historical context of the Bienaymé-Galton-Watson process]
(4) The Educational Times (March 1873) [Galton's original famous Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(5) The Educational Times (August 1873) [Watson's (brief) answer to the Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(6) On the probability of extinction of families [Watson's paper / more detailed albeit partially incorrect answer to the Problem 4001; historical context of the Bienaymé-Galton-Watson process]
(8) Guardian [KFC party breaking recent lockdown in Melbourne]:
Other than commenting on the video, you are very welcome to fill in a Google form linked below, which helps me make better videos by catering for your math levels:
If you want to know more interesting Mathematics, stay tuned for the next video!
SUBSCRIBE and see you in the next video!
If you are wondering how I made all these videos, even though it is stylistically similar to 3Blue1Brown, I don't use his animation engine Manim, but I will probably reveal how I did it in a potential subscriber milestone, so do subscribe!
#mathemaniac #math #coronavirus #COVID_19 #SIRmodel #statistics #probability #epidemic #pandemic
Stay safe everyone! Please do wear a mask to protect ourselves, and stay at home as much as possible. We will get through this together.
Social media:
For my contact email, check my About page on a PC.
See you next time!
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