Sign outside the public library at West Pittston, Pa., October 2016 https://www.futilitycloset.com/2025/06/22/noted-25/ #causality #coincidence #correlation
Sign outside the public library at West Pittston, Pa., October 2016 https://www.futilitycloset.com/2025/06/22/noted-25/ #causality #coincidence #correlation
Machine learning revolutionises industries, yet understanding causality remains a challenge. By integrating causal models, AI can provide deeper, more interpretable insights beyond mere correlations. Overcoming practical hurdles is key to future breakthroughs. Could causality be the next frontier? #MachineLearning #AI #Causality #TechInsights https://www.kdnuggets.com/is-causality-the-next-frontier-for-machine-learning
#simplicialcomplex + #Causality +#Reservoircomputing:
"Higher-order Granger reservoir computing: simultaneously achieving scalable complex structures inference and accurate dynamics prediction" https://www.nature.com/articles/s41467-024-46852-1
'Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables', by Wei Jin, Yang Ni, Amanda B. Spence, Leah H. Rubin, Yanxun Xu.
Beyond #causality
https://aeon.co/essays/to-better-understand-the-world-follow-the-paths-of-mathematics
#Mathematics shows that understanding isn't just about finding causes, but about recognizing complex structural relationships that connect mind and nature. It shows that the mental and physical worlds aren't separate - they're different aspects of the same reality.
So, stop seeing #science and #humanities as competing worldviews. They're complementary ways of exploring our interconnected world, with mathematics as the translator between them.
Recent @DSLC club meetings:
The Effect: Regression Discontinuity https://youtu.be/1nCKCR_YIDA #RStats #causal #causality
Shiny Club https://youtu.be/O7hYqjLYwa8 #RStats #RShiny
Outstanding Shiny UI: Communicate between R and JS https://youtu.be/D0Zr_3isE8I #RStats #RShiny
From the @DSLC chives:
"Advanced R: Translating R Code" https://youtu.be/fixyitpXrwY #RStats
Visit https://dslc.video for hours of new #DataScience videos every week!
Recent @DSLC club meetings:
The Effect: Instrumental Variables https://youtu.be/YNR4hNTRSeE #RStats #causal #causality
From the @DSLC chives:
"R for Data Science: Communicate Part 2" https://youtu.be/qQrnNef9fkM #RStats
"Health Metrics and the Spread of Infectious Diseases: Intro to Health Metrics (health_metrics1 2)" https://youtu.be/25Npx53f7F4 #RStats
Visit https://dslc.video for hours of new #DataScience videos every week!
Reassessing Aquinas’s Second Way: The Relevance of Efficient Causality in Philosophy and Contemporary Science https://buff.ly/4hnnwma #Christianity #philosophy #theology #causality #science #Aquinas
Our new article is now on arXiv:
**The Case for Time in Causal DAGs**
https://doi.org/10.48550/arXiv.2501.19311
We propose an explicit notion of time for the variables in causal DAGs and argue that this is essential for interpreting causal relationships and for assessing the applicability of DAGs as causal models.
Our work breaks with the "nontemporal" interpretation of causal DAGs and positions them closer to the potential outcomes framework and time-series causality.
Personally, I feel like the ideas that have culminated in this work have finally put me at ease with causal DAGs, which had always seemed somewhat metaphysical to me before.
Feel free to reach out if you would like to discuss!
#causality #statistics #DAG
Recent @DSLC club meetings:
The Effect: Instrumental Variables https://youtu.be/kL3G_E0o0MA #RStats #causal #causality
Health Metrics and the Spread of Infectious Diseases: Introduction https://youtu.be/pjZingkFrVA #RStats
Outstanding Shiny UI: JavaScript for Shiny (Part 2) https://youtu.be/bLn3kT_bz9Q #RStats #RShiny
Visit https://dslc.video for hours of new #DataScience videos every week!
20 Arguments for God's Existence: Argument #2 - The Argument from Efficient Causality https://buff.ly/40ERevA #Christianity #theism #philosophy #apologetics #causality
Recent @DSLC club meetings:
The Effect: Difference-in-Differences https://youtu.be/lvIeF3koPAU #RStats #causal #causality
Practical Deep Learning for Coders: Super-resolution https://youtu.be/pde30NExC4I #PyData #DeepLearning #AI
From the @DSLC chives:
"Web APIs with R: How can I get started with APIs? Part 2" https://youtu.be/WGxr4BTP75w #API #APIs #RStats
Visit https://dslc.video for hours of new #DataScience videos every week!
Eternal #Happiness
The eternity of the present moment is also the #eternity of life
#Buddhism #Nichiren #NichirenShoshu #NichirenDaishonin #TrueBuddhism #TheLaw #Causality #Causeandeffect #conciousness #spiritualism #beautiful #nature #literature #Follow #tantra #Orlando
rumble.com/v4onli2-basi...
Basic Terminology of Nichiren ...
Wisdom perceives interdependence and causality, therefore bringing compassionate care to each interaction, www.compassmethods.com. https://youtube.com/@compassionscompass-sb7jo?si=fjNcHA8omaI-Dgq4 #mentalhealth #wisdom #compassion #interdependence #causality
I have created a list of open research problem from my work and from writing our textbook. Something to work on for the new year! Comments please!
#relationallearning #causality #AI #AIFCA #starAI
https://www.cs.ubc.ca/~poole/research.html