For a look at my research papers , tutorials and other scientific texts see my website https://pessoap.github.io/
Tomorrow I’ll be giving a chalk talk on our new eLife:
“REPOP: bacterial population quantification from plate counts”
elifesciences.org/reviewed-pre...
Looking forward to seeing you!!
#eLife #datascience #biophysics #bioinformatics #Bayesian #REPOP
Tomorrow I’ll be giving a chalk talk on our new eLife:
“REPOP: bacterial population quantification from plate counts”
elifesciences.org/reviewed-pre...
Looking forward to seeing you!!
#eLife #datascience #biophysics #bioinformatics #Bayesian #REPOP
✅ Simulate complex, non-Markovian biological dynamics
✅ Train conditional normalizing flows to approximate intractable likelihoods
✅ Perform full #Bayesian inference on anything you can simulate.
arxiv.org/abs/2506.09374
✅ Simulate complex, non-Markovian biological dynamics
✅ Train conditional normalizing flows to approximate intractable likelihoods
✅ Perform full #Bayesian inference on anything you can simulate.
arxiv.org/abs/2506.09374
Because of that clock, division times aren’t memoryless -- they’re not exponential.
This breaks standard models of gene expression, that is:
NO Master Equations
NO Fokker-Planck equations
We had rethink how we do inference.
Because of that clock, division times aren’t memoryless -- they’re not exponential.
This breaks standard models of gene expression, that is:
NO Master Equations
NO Fokker-Planck equations
We had rethink how we do inference.
Plate counting is a simple:
You dilute a sample, plate a small volume, and count colonies.
Say you dilute by 200×, and count 50 colonies.
Easy just multiply 50 × 200 = 10k bacteria, right?
NOT QUITE...
Plate counting is a simple:
You dilute a sample, plate a small volume, and count colonies.
Say you dilute by 200×, and count 50 colonies.
Easy just multiply 50 × 200 = 10k bacteria, right?
NOT QUITE...
There’s a way to do it right: Combining it with Bayesian inference. Instead of just getting a rough guess, we can properly quantify uncertainty.
That is what I have written in my blog today. Check it out
There’s a way to do it right: Combining it with Bayesian inference. Instead of just getting a rough guess, we can properly quantify uncertainty.
That is what I have written in my blog today. Check it out
Follow the🧵
#ProblemSolving #Mathematics #Logic #DataScience #Mathematics #Science #STEM #Education
Follow the🧵
#ProblemSolving #Mathematics #Logic #DataScience #Mathematics #Science #STEM #Education