Logistic regression may be used for classification.
In order to preserve the convex nature for the loss function, a log-loss cost function has been designed for logistic regression. This cost function extremes at labels True and False.
The gradient for the loss function of logistic regression comes out to have the same form of terms as the gradient for the Least Squared Error.
More: https://www.baeldung.com/cs/gradient-descent-logistic-regression
Non, c’est clairement la #régression au moins perçue, et le « tombage de haut » qui l’accompagne, qui expliquent beaucoup plus aisément la #mobilisation.
Mais si une mobilisation exceptionnelle faisait qu’une politique était souhaitable à appliquer, ou même majoritaire, ça se saurait.
Les gilets jaunes aussi pouvaient se prévaloir d’une mobilisation exceptionnelle. Est-ce qu’il était souhaitable d’appliquer leur projet politique pour autant? 
One thing that really pisses me off personally is the #regression in terms of #Messenger #Apps.
My personal distaste and dislike for #proprietary, #SingleVendor & #SingleProvider #services like #Signal ¹ ², #Telegram, #Discord ³, #WhatsApp ⁴, #Slack, #MicrosoftTeams, etc. aside:
WHY is there no #CrossProvider #Messenger to handle that shite?
WHY does everyone of these shitty providers think people want to download their #bloated #WebApp that takes up triple digit Megabytes if not entire Gigabytes and will gobble up all the #RAM and #CPU each of them can??
This problem ain't new and already got solved for corporate social media ages ago! (Not to mention actually good messengers!)
I mean API 0 - style access because obviously none of the platforms will allow, endorse or support such an endeavour and actively fight the developers and users !
So yeah, consider this a call for a @gajim / #Gajim or @pidgin / #Pidgin for garbage platforms!
Because physical SIMs, like any "cryptographic chipcard" (i.e. @nitrokey ) did all that fancy public/private crypto on silicon and unless that was compromizeable (which AFAICT always necessistated physical access to the #SIM, espechally in pre-#OMAPI devices) the SIM wasn't 'cloneable' and the weakest link always had been the #MNO /.#MVNO issueing (may it be through #SocialHacking employees into #SimSwapping or LEAs showng up with a warrant and demanding "#LawfulInterception"):
Add to that the regression in flexibility:
Unlike a #SimCard which was designed as a vendor-independent, #MultiVendor, #MultiProvider, device agnostic unit to facilitate the the #authentification and #encryption in #GSM (and successor standards), #eSIMs act to restrict #DeviceFreedom and #ConsumerChoice, which with shit like #KYC per #IMEI (i.e. #Turkey demands it after 90 days of roaming per year) und #lMEI-based #Allowlisting (see #Australia's shitty #VoLTE + #2G & #3G shutdown!) are just acts to clamp down on #privacy and #security.
"[…] [Technologies] must always be evaluated for their ability to oppress. […]
And now you know why I consider a #smartphone with eSIM instead of two SIM slots not as a real #DualSIM device because it restricts my ability to freely move devices.
Thus #Impersonation attacks in GSM-based networks are easier than ever before which in the age of more skilled than ever #Cybercriminals and #Cyberterrorists (i.e. #NSA & #Roskomnadnozr) puts espechally the average #TechIlliterate User at risk.
And then think about those who don't have privilegued access to protection by their government, but rather "privilegued access" to prosecution by the state because their very existance is criminalized...
The only advantage eSIMs broight in contrast is 'logistical' convenience because it's mostly a #QRcode and that's just a way to avoid typos on a cryptic #LocalProfileAgent link.
New Kitten Release
• Fixed regression: Since we switched the h() render function to return a generator (for seamless async support in html templates), two other methods that were calling h() directly – `kitten.safelyAddHtml()` and `kitten.js()` – had begun to fail. This was also affecting the fetchiverse, streamiverse, and kitten-chat family of examples.
Enjoy!
(Run `kitten update` to immediately install the latest version on your development machines. Your production machines will automatically update in the next few hours.)
#statstab #380 Variable Importance Plots {vip}
Thoughts: Not sure how useful these are for researchers, but it's one way to plot the "importance" of your model.
#MachineLearning #lasso #ML #regression #vip #variableselection #r
#TIL at work: sometimes, it may be okay to force a linear regression through the origin.
Normally speaking, you should use "y=ax+b" as model for your linear regressions and correlation indices. Because fixing "b=0" introduces a bias in the estimator "a".
However, today, someone argued that if you're using a regression to measure the predictive power of a model with respect to measurement data, you should fix "b=0".
Now, intuitively this makes some sense, but I haven't been able to find clear proof pro or against it.
So, if you know more about this *and* have relevant references to papers to backup your claim, I'd very much love to hear from you. Statistics is not really my field.
#correlation #regression #stats #statistics #math #maths
Influence Of Atmospheric And Oceanic Circulation Patterns On Precipitation Variability In North Africa With A Focus On Morocco
--
https://doi.org/10.1038/s41598-025-02718-0 <-- shared paper
--
[metrology, including regional, is not a subject I know a lot about, but this was an excellent paper to read]
#GIS #spatial #mapping #Morocco #NorthAfrica #meteorology #regional #model #modeling #weather #rainfall #precipitation #temperature #spatialanalysis #spatiotemporal #wetseason #patterns #statistics #geostatistics #climate #climatechange #indicators #teleconnections #seasonal #regression #wavelet #seasurfacetemperature #MediterraneanOscillation #NorthAtlanticOscillation #forecasting #atmosphere #ocean #marine #circulation
Für die WestEnd @ifsfrankfurt.bsky.social, habe ich meine Überlegungen zur #Regression der Mitte entlang der Arbeiten von @onachtwey.bsky.social, Rahel Jaeggi und Étienne Balibar nochmals geschärft. Den Beitrag gibt es hier.
WestEnd - Nomos eLibrary
Regional Analysis Of The Dependence Of Peak-Flow Quantiles On Climate With Application To Adjustment To Climate Trends
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https://doi.org/10.3390/hydrology12050119 <-- shared paper
--
#GIS #spatial #mapping #floodfrequency #nonstationarity #fedscience #climatevariation #climatechange #extremeweather #regression #water #hydrology #flood #flooding #waterbalance #Midwest #USA #spatialanalysis #spatiotemporal #model #modeling #statistics #geostatistics #streamgage #gauge #basins #watersheds #precipitation #discharge
@USGS
#1: "Unceded” is a statement of fact, not an opinion.
#2: Lawfulness of a conflict is a statement of fact, not an opinion.
#3: Funny how there are lots of other "moral" arguments that are ok... but not this one.
#4: Diversity, equity and inclusion isn't a “doctrine”, it's simple kindess, get over yourselves probably-white-entitled-man-children-professors
The brain rot and fight against reason and empathy is coming to Canada. RESIST!!
"The petitioners want the court to order the university to stop declaring it's on unceded Indigenous land, from making statements on the morality or lawfulness of the Israeli-Palestinian conflict and from requiring job applicants to declare support for "diversity, equity and inclusion doctrines." "
#CanPoli #CdnPoli #Authoritarianism #Regression #Fascism
https://www.cbc.ca/news/canada/british-columbia/ubc-professor-university-court-1.7504889
Es geht hier tatsächlich um einen Anti-AfD-Schriftzug mit Sprühkreide……
Regensburger Ermittlungsrichter ordnet DNA-Test an
„Einen solchen Beschluss hat ein Ermittlungsrichter am Amtsgericht Regensburg letzte Woche gegen eine 22-Jährige erlassen. Ohne vorherige Anhörung verfügte er, dass bei der jungen Frau ein sogenannter Mundhöhlenabstrich „und im Falle der Weigerung die Entnahme einer Blutprobe“ vorgenommen werden darf. Ebenso ordnete der Richter an, dass ihre Wohnung „zum Zweck der Entnahme von Körperzellen“ durchsucht werden darf. Dies stehe „in angemessenem Verhältnis zur Schwere der Tat“, heißt es in dem Beschluss…..“
Accuracy! To counter regression dilution, a method is to add a constraint on the statistical modeling.
Regression Redress restrains bias by segregating the residual values.
My article: http://data.yt/kit/regression-redress.html
regression:
― <https://mstdn.social/@Free_Press/113925389847759128>
limited workaround:
― <https://zeroes.ca/@hannu_ikonen/113925921146374952> @hannu_ikonen
pinhead-size brain-mapping:
― <https://www.bbc.co.uk/news/articles/c0lw0nxw71po>
resident Donald Trump not yet a classified disease:
― <>
How to assess a statistical model?
How to choose between variables?
Pearson's #correlation is irrelevant if you suspect that the relationship is not a straight line.
If monotonic relationship:
"#Spearman’s rho is particularly useful for small samples where weak correlations are expected, as it can detect subtle monotonic trends." It is "widespread across disciplines where the measurement precision is not guaranteed".
"#Kendall’s Tau-b is less affected [than Spearman’s rho] by outliers in the data, making it a robust option for datasets with extreme values."
Ref: https://statisticseasily.com/kendall-tau-b-vs-spearman/
Etsy have updated the “dispatched from” filter. I can no longer type “Europe” nor chose it from the list and I’m truly disappointed. As a user I feel my need is totally misunderstood.
Yes, I want to shop more locally, but any neighbouring country is ok. So that’s at least 4. And above all, I want to avoid import taxes. #ux #regression
https://www.europesays.com/1760442/ Statistical and data visualization techniques to study the role of one-electron in the energy of neutral and charged clusters of Na39 #Clustering #Data #DataVisualization #DensityFunctionalTheory #Energy #HumanitiesAndSocialSciences #multidisciplinary #Regression #science #SodiumCluster #StatisticalAnalysis #StatisticalPhysics #statistics #TimeSeries
In a shocking #accessibility #regression, the TescoGroceries website no longer uses headings to show products, either in search results or on shelves. Without headings, screen reader users like myself can no longer navigate on a per-product basis. We now have to move by focusable control, which provides a lengthy and inconsistent way around that we've not had to use for the last decade. This can mean pressing "tab" or similar up to 5 times per product before adding it to my basket, reducing my efficiency accordingly. It's 2025 and we're still seeing ridiculous and 100% avoidable barriers to something as simple as the weekly grocery shop as blind people. Someone should be held accountable for releasing stupid code.
Greg Cocks 
