Chomsky and the Two Cultures of Statistical Learning

https://norvig.com/chomsky.html

#HackerNews #Chomsky #StatisticalLearning #TwoCultures #AI #Linguistics

These publications showcase Warwick Statistics' commitment to pushing the boundaries of statistical machine learning and AI methodology. Interested in our research? Connect with our department to explore potential collaborations!
#WarwickStats #AIResearch #StatisticalLearning #ReinforcementLearning

Always trip me up when i read “principle component analysis”, “reclusive feature elimination”, “gradual boosting” etc. I’d be concerned about the validity of everything else.

Principal vs principle, i can understand, but reclusive, that is so far out…

#ml #datascience #statisticallearning

from the standpoint of model selection, parsimony often boils down to dimensionality reduction

#modelSelection #parsimony #OccamsRazor #dimensionalityReduction #degreesOfFreedom #complexity #informationTheory #biasVarianceTradeoff #overfitting #underfitting #optimization #parameterTuning #crossValidation #inverseProblems #inference #statisticalLearning #machineLearning #ML #dataScience #modeling #decisionTheory #fitting #regression #classification #residualError #costFunction #performanceLoss

New #preprint: "Rules and statistics: What if it’s both? A basic computational
model of statistical learning in reading acquisition", describing my first attempt at a #ComputationalModel: https://osf.io/5b76z. The model aims to explain how #StatisticalRegularities can be an integral part of orthographic systems, while little evidence points to a relationship between #StatisticalLearning ability and #reading performance. Feedback welcome! :D

I wrote a paper on #StatisticalLearning, #reading, and #dyslexia during maternity leave in 2021, and realise now I have very little recollection of what I actually wrote... https://www.mdpi.com/2076-3425/11/9/1143

At last, the final (corrected) version is available.
Neat modeling of the processing non-adjacent dependencies by Noémi Éltető and Peter Dayan. I am very grateful to be part of this project.
https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009866
#statisticallearning #bayesian

#arxivfeed :

"ACC neural ensemble dynamics are structured by strategy prevalence"
https://www.biorxiv.org/content/10.1101/2022.11.17.516909v1

#Neuroscience #Neuro #Brain #AnteriorCinculateCortex #Behavior #Cognition #EnsembleActivity #StatisticalLearning #DecisionMaking

For those interested in employing linear regression using R, this freely available book: https://pyoflife.com/linear-regression-using-r-an-introduction-to-data-modeling/

#datamodeling #R #CodingBook #StatisticalModels #statisticalanalysis #statisticallearning #StatisticalProgramming

An #introduction post: I love #Statistics and #Learning, which means that I love both #StatisticalLearning and #LearningStatistics. Currently, most of my professional focus is on #teaching #ResearchMethods and Statistics to #undergraduate #psychmajors. I also love #photography, #travel, and #food (who doesn’t), and have recently figured out a way to combine all of these loves into a three-week #StudyAbroad trip to #Japan where I get to teach a class on #PsychologyOfLanguage.

Hi all ^^

I'm a PhD in ClinicalPsych at the University of Oslo and Modum Bad Psychiatric Hospital.

Currently I am investigating the mental morbidity trajectories in the COVID-19 pandemic, by applying advanced statistical methods (e.g., #networks, #SEM, & #StatisticalLearning) to population-based registry resources, biobanks, and large-scale #ESM data.

Due to my background in PsychMethods, I am also interested in the estimation of network models and its #replicability.

Nice to meet everyone!

@kaitclark Sorry, posted these keywords in a different reply😬 #cognitiveneuroscience #visualperception #visualattention #openscience #eeg #statisticallearning

Found This Week #96:

#Music, #statisticallearning, #smartbus, #smartglass, cryto canon, Google TPUs, Microsoft #autonomousdriving cookbook, Caoga Caoga, Tokyo crowd control and an aircraft emergency slide!

https://medium.com/@dfeehely/found-this-week-96-fb4df33e0f3 https://mastodon.cloud/media/MvVSQGOvrE9OIvZyoZk