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Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener" target="_blank">#statstab</a> #385 Understanding and Implementing Robust Regression in RThoughts: Not a thorough guide, but shows how simple it is to use a robust regression (rlm vs lm).<a href="https://mastodon.social/tags/R" class="mention hashtag" rel="nofollow noopener" target="_blank">#R</a> <a href="https://mastodon.social/tags/regression" class="mention hashtag" rel="nofollow noopener" target="_blank">#regression</a> <a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://mastodon.social/tags/statistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#statistics</a> <a href="https://mastodon.social/tags/guide" class="mention hashtag" rel="nofollow noopener" target="_blank">#guide</a> <a href="https://mastodon.social/tags/tutorial" class="mention hashtag" rel="nofollow noopener" target="_blank">#tutorial</a> <a href="https://mastodon.social/tags/outliers" class="mention hashtag" rel="nofollow noopener" target="_blank">#outliers</a> <a href="https://mastodon.social/tags/Mestimator" class="mention hashtag" rel="nofollow noopener" target="_blank">#Mestimator</a><a href="https://www.spsanderson.com/steveondata/posts/2023-11-28/index.html" rel="nofollow noopener" translate="no" target="_blank">https://www.spsanderson.com/steveondata/posts/2023-11-28/index.html</a>

Alex RaufogluNEW! State Dept says "we haven't paused sending weapons to <a href="https://defenseofliberty.social/tags/Ukraine" class="mention hashtag" rel="nofollow noopener" target="_blank">#Ukraine</a>""This is one aspect, one situation, one event that has been changed" <a href="https://defenseofliberty.social/tags/DoSSpox" class="mention hashtag" rel="nofollow noopener" target="_blank">#DoSSpox</a> on the latest reports"There are multiple <a href="https://defenseofliberty.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> other options and efforts regarding the Ukrainian situation with weapons" she adds<a href="https://defenseofliberty.social/tags/SlavaUkraini" class="mention hashtag" rel="nofollow noopener" target="_blank">#SlavaUkraini</a> <a href="https://defenseofliberty.social/tags/UkraineWillWin" class="mention hashtag" rel="nofollow noopener" target="_blank">#UkraineWillWin</a>

JMLR'Outlier Robust and Sparse Estimation of Linear Regression Coefficients', by Takeyuki Sasai, Hironori Fujisawa.<a href="http://jmlr.org/papers/v26/23-1583.html" rel="nofollow noopener" translate="no" target="_blank">http://jmlr.org/papers/v26/23-1583.html</a> <a href="https://sigmoid.social/tags/outlier" class="mention hashtag" rel="nofollow noopener" target="_blank">#outlier</a> <a href="https://sigmoid.social/tags/outliers" class="mention hashtag" rel="nofollow noopener" target="_blank">#outliers</a> <a href="https://sigmoid.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a>

Gary AckermanFor <a href="https://qoto.org/tags/Edleaders" class="mention hashtag" rel="nofollow noopener" target="_blank">#Edleaders</a>, prioritize IT systems that are <a href="https://qoto.org/tags/Reliable" class="mention hashtag" rel="nofollow noopener" target="_blank">#Reliable</a> (always on), <a href="https://qoto.org/tags/Robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#Robust</a> (fast & efficient), and <a href="https://qoto.org/tags/Secure" class="mention hashtag" rel="nofollow noopener" target="_blank">#Secure</a> (protected & accessible). These three are non-negotiable.

Sozialwelten"this review covers the wide range of metadata standards relevant to reproducible computational research across an “analytic stack” consisting of input data, tools, reports, pipelines, and publications."<a href="https://ifwo.eu/tags/Matrix" class="mention hashtag" rel="nofollow noopener" target="_blank">#Matrix</a> die <a href="https://ifwo.eu/tags/Eingenschaft" class="mention hashtag" rel="nofollow noopener" target="_blank">#Eingenschaft</a>en des <a href="https://ifwo.eu/tags/Zusammenspiel" class="mention hashtag" rel="nofollow noopener" target="_blank">#Zusammenspiel</a>s von <a href="https://ifwo.eu/tags/Daten" class="mention hashtag" rel="nofollow noopener" target="_blank">#Daten</a> und <a href="https://ifwo.eu/tags/Code" class="mention hashtag" rel="nofollow noopener" target="_blank">#Code</a> auf <a href="https://ifwo.eu/tags/Reproduzierbarkeit" class="mention hashtag" rel="nofollow noopener" target="_blank">#Reproduzierbarkeit</a>, <a href="https://ifwo.eu/tags/Wiederholbarkeit" class="mention hashtag" rel="nofollow noopener" target="_blank">#Wiederholbarkeit</a>, <a href="https://ifwo.eu/tags/Robustheit" class="mention hashtag" rel="nofollow noopener" target="_blank">#Robustheit</a> und <a href="https://ifwo.eu/tags/Generalisierbarkeit" class="mention hashtag" rel="nofollow noopener" target="_blank">#Generalisierbarkeit</a> zurechnet.<a href="https://www.sciencedirect.com/science/article/pii/S2666389921001707" rel="nofollow noopener" translate="no" target="_blank">https://www.sciencedirect.com/science/article/pii/S2666389921001707</a><a href="https://ifwo.eu/tags/reproduzieren" class="mention hashtag" rel="nofollow noopener" target="_blank">#reproduzieren</a> <a href="https://ifwo.eu/tags/wiederholen" class="mention hashtag" rel="nofollow noopener" target="_blank">#wiederholen</a> <a href="https://ifwo.eu/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://ifwo.eu/tags/Generalisierung" class="mention hashtag" rel="nofollow noopener" target="_blank">#Generalisierung</a> <a href="https://ifwo.eu/tags/generell" class="mention hashtag" rel="nofollow noopener" target="_blank">#generell</a> <a href="https://ifwo.eu/tags/Validit%C3%A4t" class="mention hashtag" rel="nofollow noopener" target="_blank">#Validität</a>

DarkMatter <a href="https://beerandbrewing.fireside.fm/412" rel="nofollow noopener" target="_blank">https://beerandbrewing.fireside.fm/412</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/brewing" target="_blank">#brewing</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/porter" target="_blank">#porter</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/robust" target="_blank">#robust</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/porter" target="_blank">#porter</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/dark" target="_blank">#dark</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/beer" target="_blank">#beer</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/speciality" target="_blank">#speciality</a> <a href="https://awakari.com/pub-msg.html?id=912dJfFwjNUWe8KkVtRKGqjnKj2&interestId=DarkMatter" rel="nofollow noopener" target="_blank">Result Details</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener" target="_blank">#statstab</a> #338 Synchronous Robustness Reports Thoughts: An interesting solution to the many-analysts / multi-verse analysis problem. 500 w SRRs.<a href="https://mastodon.social/tags/report" class="mention hashtag" rel="nofollow noopener" target="_blank">#report</a> <a href="https://mastodon.social/tags/multiverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#multiverse</a> <a href="https://mastodon.social/tags/metascience" class="mention hashtag" rel="nofollow noopener" target="_blank">#metascience</a> <a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://mastodon.social/tags/tranparency" class="mention hashtag" rel="nofollow noopener" target="_blank">#tranparency</a> <a href="https://mastodon.social/tags/ResearcherDegreesOfFreedom" class="mention hashtag" rel="nofollow noopener" target="_blank">#ResearcherDegreesOfFreedom</a><a href="https://www.bayesianspectacles.org/preprint-introducing-synchronous-robustness-reports/" rel="nofollow noopener" translate="no" target="_blank">https://www.bayesianspectacles.org/preprint-introducing-synchronous-robustness-reports/</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener" target="_blank">#statstab</a> #334 Workflow Techniques for the Robust Use of Bayes FactorsThoughts: "We outline a Bayes factor workflow that researchers can use to study whether Bayes factors are robust for their individual analysis"<a href="https://mastodon.social/tags/bayesfactors" class="mention hashtag" rel="nofollow noopener" target="_blank">#bayesfactors</a> <a href="https://mastodon.social/tags/bayesian" class="mention hashtag" rel="nofollow noopener" target="_blank">#bayesian</a> <a href="https://mastodon.social/tags/r" class="mention hashtag" rel="nofollow noopener" target="_blank">#r</a> <a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://arxiv.org/abs/2103.08744" rel="nofollow noopener" translate="no" target="_blank">https://arxiv.org/abs/2103.08744</a>

AstroMancer5G (she/her)If there's someone around you who is <a href="https://spore.social/tags/suffering" class="mention hashtag" rel="nofollow noopener" target="_blank">#suffering</a> especially from <a href="https://spore.social/tags/isolation" class="mention hashtag" rel="nofollow noopener" target="_blank">#isolation</a> and doesn't get to be with other <a href="https://spore.social/tags/people" class="mention hashtag" rel="nofollow noopener" target="_blank">#people</a> in <a href="https://spore.social/tags/community" class="mention hashtag" rel="nofollow noopener" target="_blank">#community</a> much, take the <a href="https://spore.social/tags/initiative" class="mention hashtag" rel="nofollow noopener" target="_blank">#initiative</a> to <a href="https://spore.social/tags/ReachOut" class="mention hashtag" rel="nofollow noopener" target="_blank">#ReachOut</a> and <a href="https://spore.social/tags/invite" class="mention hashtag" rel="nofollow noopener" target="_blank">#invite</a> them to engage in a <a href="https://spore.social/tags/social" class="mention hashtag" rel="nofollow noopener" target="_blank">#social</a> <a href="https://spore.social/tags/activity" class="mention hashtag" rel="nofollow noopener" target="_blank">#activity</a> with you. Try to <a href="https://spore.social/tags/identify" class="mention hashtag" rel="nofollow noopener" target="_blank">#identify</a> and <a href="https://spore.social/tags/eliminate" class="mention hashtag" rel="nofollow noopener" target="_blank">#eliminate</a> the <a href="https://spore.social/tags/barriers" class="mention hashtag" rel="nofollow noopener" target="_blank">#barriers</a> keeping them isolated, if they want to be more engaged. Part of having a strong community is having <a href="https://spore.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a>, <a href="https://spore.social/tags/systemic" class="mention hashtag" rel="nofollow noopener" target="_blank">#systemic</a> ways to <a href="https://spore.social/tags/adapt" class="mention hashtag" rel="nofollow noopener" target="_blank">#adapt</a> in order to fold people in.

Kevin Russell<a href="https://lgbtqia.space/@vor" class="u-url mention" rel="nofollow noopener" target="_blank">@vor</a> <a href="https://infosec.exchange/@Linknation" class="u-url mention" rel="nofollow noopener" target="_blank">@Linknation</a> <a href="https://mstdn.social/@pschanen" class="u-url mention" rel="nofollow noopener" target="_blank">@pschanen</a> This is horseshit.This is FUD, presented as if by a "friend" Like anonymous "climate activists" telling us to concentrate on carbon capture.The second largest instllation demographic for Linux is "grandparents" running something their kids told them was windows but is actually a simple ui on Linux,-- --- SO THEY DONT HAVE TO FIX WINDOWS™FOR THEM EVERY WEEKEND. <a href="https://mstdn.social/tags/linux" class="mention hashtag" rel="nofollow noopener" target="_blank">#linux</a> <a href="https://mstdn.social/tags/easy" class="mention hashtag" rel="nofollow noopener" target="_blank">#easy</a> <a href="https://mstdn.social/tags/better" class="mention hashtag" rel="nofollow noopener" target="_blank">#better</a> <a href="https://mstdn.social/tags/safer" class="mention hashtag" rel="nofollow noopener" target="_blank">#safer</a> <a href="https://mstdn.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://mstdn.social/tags/privacy" class="mention hashtag" rel="nofollow noopener" target="_blank">#privacy</a> <a href="https://mstdn.social/tags/secure" class="mention hashtag" rel="nofollow noopener" target="_blank">#secure</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener" target="_blank">#statstab</a> #260 Effect size measures in a two-independent-samples case with nonnormal and nonhomogeneous dataThoughts: "A_w and d_r were generally robust to these violations"<a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://mastodon.social/tags/effectsize" class="mention hashtag" rel="nofollow noopener" target="_blank">#effectsize</a> <a href="https://mastodon.social/tags/ttest" class="mention hashtag" rel="nofollow noopener" target="_blank">#ttest</a> <a href="https://mastodon.social/tags/2groups" class="mention hashtag" rel="nofollow noopener" target="_blank">#2groups</a> <a href="https://mastodon.social/tags/metaanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#metaanalysis</a> <a href="https://mastodon.social/tags/assumptions" class="mention hashtag" rel="nofollow noopener" target="_blank">#assumptions</a> <a href="https://mastodon.social/tags/ttest" class="mention hashtag" rel="nofollow noopener" target="_blank">#ttest</a> <a href="https://mastodon.social/tags/cohend" class="mention hashtag" rel="nofollow noopener" target="_blank">#cohend</a><a href="https://link.springer.com/article/10.3758/s13428-015-0667-z" rel="nofollow noopener" translate="no" target="_blank">https://link.springer.com/article/10.3758/s13428-015-0667-z</a> <a href="https://mastodon.social/tags/psychology" class="mention hashtag" rel="nofollow noopener" target="_blank">#psychology</a> <a href="https://mastodon.social/tags/statistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#statistics</a> <a href="https://mastodon.social/tags/research" class="mention hashtag" rel="nofollow noopener" target="_blank">#research</a> <a href="https://mastodon.social/tags/abtesting" class="mention hashtag" rel="nofollow noopener" target="_blank">#abtesting</a>

JMLR'Sample Complexity of Variance-Reduced Distributionally Robust Q-Learning', by Shengbo Wang, Nian Si, Jose Blanchet, Zhengyuan Zhou.<a href="http://jmlr.org/papers/v25/23-0526.html" rel="nofollow noopener" translate="no" target="_blank">http://jmlr.org/papers/v25/23-0526.html</a> <a href="https://sigmoid.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://sigmoid.social/tags/efficiently" class="mention hashtag" rel="nofollow noopener" target="_blank">#efficiently</a> <a href="https://sigmoid.social/tags/reinforcement" class="mention hashtag" rel="nofollow noopener" target="_blank">#reinforcement</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener" target="_blank">#statstab</a> #242 A Guide to Robust Statistical MethodsThoughts: Great book and R package. But my question is: if you use robust stats what is your hypothesis and estimand? 🤔<a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://mastodon.social/tags/stats" class="mention hashtag" rel="nofollow noopener" target="_blank">#stats</a> <a href="https://mastodon.social/tags/statistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#statistics</a> <a href="https://mastodon.social/tags/r" class="mention hashtag" rel="nofollow noopener" target="_blank">#r</a> <a href="https://mastodon.social/tags/outliers" class="mention hashtag" rel="nofollow noopener" target="_blank">#outliers</a> <a href="https://mastodon.social/tags/assumptions" class="mention hashtag" rel="nofollow noopener" target="_blank">#assumptions</a><a href="https://link.springer.com/book/10.1007/978-3-031-41713-9" rel="nofollow noopener" translate="no" target="_blank">https://link.springer.com/book/10.1007/978-3-031-41713-9</a>

JMLR'Robust Principal Component Analysis using Density Power Divergence', by Subhrajyoty Roy, Ayanendranath Basu, Abhik Ghosh.<a href="http://jmlr.org/papers/v25/23-1096.html" rel="nofollow noopener" translate="no" target="_blank">http://jmlr.org/papers/v25/23-1096.html</a> <a href="https://sigmoid.social/tags/pca" class="mention hashtag" rel="nofollow noopener" target="_blank">#pca</a> <a href="https://sigmoid.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://sigmoid.social/tags/divergence" class="mention hashtag" rel="nofollow noopener" target="_blank">#divergence</a>

WIST Quotations has moved!A quotation from Taleb, Nassim Nicholas:« For the robust, an error is information; for the fragile, an error is an error. »Full quote, sourcing, notes: <a href="https://wist.info/taleb-nassim-nicholas/72704/" rel="nofollow noopener" translate="no" target="_blank">https://wist.info/taleb-nassim-nicholas/72704/</a><a href="https://zirk.us/tags/quote" class="mention hashtag" rel="nofollow noopener" target="_blank">#quote</a> <a href="https://zirk.us/tags/quotes" class="mention hashtag" rel="nofollow noopener" target="_blank">#quotes</a> <a href="https://zirk.us/tags/quotation" class="mention hashtag" rel="nofollow noopener" target="_blank">#quotation</a> <a href="https://zirk.us/tags/error" class="mention hashtag" rel="nofollow noopener" target="_blank">#error</a> <a href="https://zirk.us/tags/failure" class="mention hashtag" rel="nofollow noopener" target="_blank">#failure</a> <a href="https://zirk.us/tags/feedback" class="mention hashtag" rel="nofollow noopener" target="_blank">#feedback</a> <a href="https://zirk.us/tags/fragile" class="mention hashtag" rel="nofollow noopener" target="_blank">#fragile</a> <a href="https://zirk.us/tags/mistake" class="mention hashtag" rel="nofollow noopener" target="_blank">#mistake</a> <a href="https://zirk.us/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://zirk.us/tags/resiliance" class="mention hashtag" rel="nofollow noopener" target="_blank">#resiliance</a>

KatiNo sun, no colours :) <a href="https://pixelfed.de/discover/tags/mist?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#mist</a> <a href="https://pixelfed.de/discover/tags/lake?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#lake</a> <a href="https://pixelfed.de/discover/tags/trees?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#trees</a> <a href="https://pixelfed.de/discover/tags/blackandwhitephotography?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#blackandwhitephotography</a> <a href="https://pixelfed.de/discover/tags/blackandwhite?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#blackandwhite</a> <a href="https://pixelfed.de/discover/tags/robust?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#robust</a> <a href="https://pixelfed.de/discover/tags/noise?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#noise</a> <a href="https://pixelfed.de/discover/tags/fall?src=hash" class="u-url hashtag" rel="nofollow noopener" target="_blank">#fall</a>

JMLR'Fortuna: A Library for Uncertainty Quantification in Deep Learning', by Gianluca Detommaso et al.<a href="http://jmlr.org/papers/v25/23-0145.html" rel="nofollow noopener" translate="no" target="_blank">http://jmlr.org/papers/v25/23-0145.html</a> <a href="https://sigmoid.social/tags/uncertainty" class="mention hashtag" rel="nofollow noopener" target="_blank">#uncertainty</a> <a href="https://sigmoid.social/tags/accuracy" class="mention hashtag" rel="nofollow noopener" target="_blank">#accuracy</a> <a href="https://sigmoid.social/tags/robust" class="mention hashtag" rel="nofollow noopener" target="_blank">#robust</a>