Sign in

Eric W. Bridgeford, Ph.D.

@ericwbridgeford.bsky.social
24 followers 13 following 9 posts
PostsRepliesMedia
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 03/10/2025
If you are into python, machine learning, graph data, statistical learning, basic graph neural network architectures, or just want to get a hands-on and ground-up introduction to a new, actively-developing field to keep your chops sharp, we hope this might be a good book for you.
010
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 03/10/2025
My colleagues and I recently had our textbook on network machine learning published with @universitypress.cambridge.org, available at a.co/d/e7LIVce. #networks #Python #machinelearning #@statistics #graphs
a.co
Hands-On Network Machine Learning with Python: Bridgeford, Eric W., Loftus, Alexander R., Vogelstein, Joshua T.: 9781009405393: Amazon.com: Books
Hands-On Network Machine Learning with Python [Bridgeford, Eric W., Loftus, Alexander R., Vogelstein, Joshua T.] on Amazon.com. *FREE* shipping on qualifying offers. Hands-On Network Machine Learning ...
120
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 15/04/2025
Following a lot of hard work and dedicated effort from countless parties, our textbook providing a hands-on introduction to analyzing network data is now available for pre-order from Cambridge University Press www.cambridge.org/core/books/h...
cambridge.org
Hands-On Network Machine Learning with Python
Cambridge Core - Pattern Recognition and Machine Learning - Hands-On Network Machine Learning with Python
042
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
Thanks for your positive thoughts @ar0mcintosh.bsky.social -- on our next updates, we will majorly take this feedback about the title into consideration :) appreciate the rec!
010
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
We tie together our contribution by discussing the implications of causal mindsets on deriving valid inferences, and how these mindsets may inform computational neuroscience efforts going forward. (4/4)
050
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
Using working examples drawn from multiple domains of experimental and observational neuroscience, we illustrate how analytic strategies can produce erroneous or misleading conclusions that struggle to generalize, even if the goal is not to develop an explicitly causal or mechanistic model (3/4)
140
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
Everybody knows that correlation does not equal causation. But how many people actually know how to apply that thinking? In this review, we provide a ground-up introduction to the motivations, assumptions, and methods that are essential when making causal inferences (2/4)
140
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
See our new preprint focused on causal thinking for data analysis in neuroscience #causal #neuroscience #neuroimaging #datascience #poldracklab with Brian Caffo, Maya Mathur, and @russpoldrack.bsky.social (1/4) arxiv.org/abs/2503.10710
arxiv.org
How causal perspectives can inform problems in computational neuroscience
Over the past two decades, considerable strides have been made in advancing neuroscience techniques, yet the translation of these advancements into clinically relevant insights for human mental health...
3316
Eric W. Bridgeford, Ph.D. @ericwbridgeford.bsky.social · 23/03/2025
Hello world
030