SciTech Chronicles. . . . . . . . .Mar 27th, 2025
#Rarotonga #Aitutaki #SBMA #hotspot #carbon-fluorine #phosphorus #Fluorspar #mechanochemical #heterogeneity #generalized #framework #large-scale #formation #planetary #fluid-mechanics #chemistry #polymers #cross-linked #diimide #E-factor
'Functional L-Optimality Subsampling for Functional Generalized Linear Models with Massive Data', by Hua Liu, Jinhong You, Jiguo Cao.
http://jmlr.org/papers/v24/22-0614.html
#subsampling #subsamples #generalized
This is an example that compares fitting a #logistic regression as a #generalized #linear #model #GLM & as an #AI #MachineLearning using #tensorflow. Marvel at the computational waste (number of epochs ; a typical IWLS #GLM fit converges in <10 iterations) https://atm.amegroups.org/article/view/30334/html
#Covid broke me. Not the illness itself - that was (thankfully) a rather unremarkable affair - apart from losing #smell and #taste for about a week.
It was rather the combination of living in #pandemic #fear, #lockdowns, #GAD (#generalized #anxiety #disorder) and, coincidentally, #burnout.
What happened is that I felt like relaxing after the workday by diving into #Instagram and #Ambient TV #Series (think 'Emily in Paris' and 'Superstore' and 'Community'). I eventually lost the will to #focus.
@Empiricism Sometimes I can be too subtle, other times too cryptic.
My "added comments" would be just hoping to extend what I find to be valuable posts. Stronger critique or disagreement would (hopefully) be more obvious!
I think the term #CognitiveDissonance isn't going away, nor should be. I think #CognitiveHarmony fits very well with it.
When "solutions aren't clear" then we have a false state of harmony, no? [problem > solution > (harmony?) bias > correction > harmony!]
So now we can see that 'truth' (as applied to #ScientificConsensus) plays a role, in addition to perception. [The #historic unsolved problem of perception of #consonance deals directly with the human side, where #perception & opinion reign. This perception of "sounds right/good" does not cross #cultural boundaries without its own dissonance.]
So we have both #binary situations (T/F) and #trinary (and beyond), where there is no #ExcludedMiddle, no right/wrong. I'd like to invoke a #systemic description that can accommodate these different levels.
Even if this is just meant for individuals, a #gradient, #quantitative style of #measurement could be a helpful addition to what you laid out. It can help us be more #adaptable, accepting of change or differences, not feeling 'stupid' when wrong (or viewing others through that lens), participate more effectively in #democratic & scientific #processes, etc.
This is a #generalized enough idea that it is able to cross over into many, even disparate #disciplines. I think we align with the desire to improve existing #models, including the way they are communicated to the public.
i don't have a straight forward one:
it has to be backed up by #thoughtful #transparent #systems
can be #crowd #sourced (#guaranteed and #robust #education system for the crowd to be able to weigh in maybe)
subject matter experts (#sme) and #generalized jack of all trades kinda #experts acting as additional #layers of #checks and #balances (should be not #beholden to special interest groups, #sig)
The #Standard #Generalized #Markup #Language (SGML; ISO 8879:1986) is a standard for #defining generalized markup languages for #documents.
#Erwartungen als #Pluralwort, mit dem die #Notwendigkeit der #Rücksichtnahme auf die #Beziehung zum #generalisierten #anderen #ausgedrückt wird im #Unterschied zur #Erwartung, die insbesondere durch ihre #regelmäßige #Enttäuschung #gekennzeichnet ist.
#generalized #other
https://en.wikipedia.org/wiki/Generalized_other
