#ecmlpkdd2023 — Public Fediverse posts

✨Slides on causal inference: Individualizing treatment effects — transportability and model selection

https://speakerdeck.com/gaelvaroquaux/individualizing-treatment-effects-transportability-and-model-selection

Selecting models for causal inference, choice of variables for best bias-variance tradeoff, and choice of a relevant summary statistics (not risk difference for binary outcomes)

Presented at #ECMLPKDD2023

I'm in #ECMLPKDD2023:
Presenting https://link.springer.com/article/10.1007/s10994-022-06277-7 in room A9i today 2pm
Exciting work on embeddings in databases

Tomorrow in the Causal Machine Learning for Operational Decision Making workshop, I'll be giving a keynote on various results on individualizing treatment effet: how to select models, to choose covariates, and summary statistics
https://upliftworkshop.ipipan.waw.pl

Very inspiring talk by Prof. Mihaela Van Der Schaar (U. Cambridge) on the importance of interpretability methods that go beyond static predictions (time-prediction models, unsupervised models, etc.) and on the power that model interpretability tools have for discovery. #AIMLAI #ECMLPKDD2023 #XAI #ML #AI

#ECML starts today. Politecnico di Torino was quite a maze to navigate and the room for the first workshop I attend (on #interpretability) has two times more attendees than seats...

But so far it's interesting and Prof van der Shaar gives a passionate talk :)

#XAI #ECMLPKDD2023 #ECMLPKDD

The submission site for the #phdforum at ECMLPKDD is now open. Deadline: June 19. See info at https://2023.ecmlpkdd.org/submissions/phd-forum/ . #ECMLPKDD2023 #machinelearning #datamining #knowledgediscovery #datascience

The Data * Mammoths, my group of amazing undergraduate researchers, published another paper: ROhAN: Row-order Agnostic Null Models for Statistically-sound Knowledge Discovery, to appear in Data Mining and Knowledge Discovery, special issue for ECML-PKDD'23. See you in Turin! https://rionda.to/papers/AbuissaEtAl-ROhAN-DMKD23.pdf #statisticallysound #datascience #knowledgediscovery #datamining #professorlife #ECMLPKDD2023

If you're a #PhD student 🎓 in #datascience, #machinelearning, #datamining, #knowledgediscovery, #networkscience, and would like a fresh pair of eyes 👀 to look at your work, go no further than the #ECMLPKDD2023 PhD Forum!

📅 Deadline June 12, 2023
🔗 https://2023.ecmlpkdd.org/submissions/phd-forum

🪑Yllka Velaj & @matteo

#phdstudent #professorlife