Lifelines: Survival Analysis in Python
Рет қаралды 31,858
9 жыл бұрынMontreal, Sept. 23, 2014 - While tools like linear regression and logistic regression moved from statistics to machine learning, the field of survival analysis was unfortunately left behind. Il this talk Cameron Davidson-Pilon introduces survival analysis, how it is used, and a pure Python implementation: Lifelines.
Useful links:
* lifelines: sflx.ca/lifelines
* Cameron: / cmrn_dp
* MP48: sflx.ca/mp48e
* Montreal Python: montrealpython.org
* Savoir-faire Linux: sflx.ca/jobs
@divyar740 5 жыл бұрын
Thanks a lot :) simple and precise.
@przemysawkaleta7815 5 жыл бұрын
6:25 How can this "modern" survival analysis be cooler than actuarial analysis even though it is the same thing?
@aga5979 4 жыл бұрын
obviously, it is cooler because he is doing it now...teehee...
@anondokolpo 8 жыл бұрын
I was wondering whether this algo can be used for demand forecasting models with capacity peaks
@danieljurado7461 2 жыл бұрын
HUGE fan of CDP. What an impact he has made on the data science community and modern business!
@seragsdks 7 жыл бұрын
do you have the code for the survival regression or even slides.
@LukosPC 4 жыл бұрын
Great talk!
@callumsmyth3180 5 жыл бұрын
Is the GitHub repo for this still available somewhere?
@franciscomendoza9766 5 жыл бұрын
im still confused with what duration should be. should it be duration they were in power or duration from start to current_date, since we talk about censorship as well?
@Arslanqadri 5 жыл бұрын
Francisco Mendoza if end is unknown. Take the time upto the date of analysis.
@Arslanqadri 5 жыл бұрын
Francisco Mendoza also there is a datetime smtg function in lifelines docs. That saves the trouble
@sitientibus 8 жыл бұрын
could you please leave that "dd.csv" somewhere? I can only find different versions, I think. Cheers.
@sitientibus 7 жыл бұрын
Thank you, Samuel! I'll try again!
@Samuel-se5zw 7 жыл бұрын
import lifelines data = lifelines.datasets.load_dd()
@Samuel-se5zw 7 жыл бұрын
the dataset is in the lifelines library
@tomideadeyeye4002 3 жыл бұрын
Hi Ted Mosby
@karannchew2534 3 жыл бұрын
Need to improve typing skill :D
@yilingliu358 6 жыл бұрын
wow this guy is so hot. I wish I had my statistical teacher like him back in uni
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