πŸ“Š Outliers are Outliers BECAUSE they don't lie.
For data scientists, statisticians & proud non-conformists. Wear your authenticity! πŸ’―
πŸ”— https://celestia-quixs-shop.fourthwall.com/products/outliers-t-shirt
#Outliers #Statistics #DataScience #MathLife #StatementTee

#statstab #527 t is for Trouble (and Textbooks): A Critique of Some Examples of the Paired-Samples t-test

Thoughts: Some issues seem to reappear in the field. We need better training.

#ttest #design #methods #error #analysis #repeatedmeasures
#outliers

https://www.jstor.org/stable/pdf/2987888.pdf?casa_token=cJM8NiLV_ygAAAAA:yWSbczJx4y1-PwhXptS3vh7mwzPzJ_VnUoF7w_v8yvKcY6kJku29daCauTL6V6tywgHdAPI8rAZqCLXgBsh873fRUXM8jjpbjRqN0AX-t8I3e-rXMQ

#statstab #519 Sensitivity Analysis and Robustness Checks

Thoughts: Multiverse analysis allows you to capture decision uncertainty.

#multiverse #jackknife #bias #robustness #sensitivity #r #outliers

https://mike-data-analysis.share.connect.posit.cloud/sensitivity-analysis-and-robustness-checks.html

Chapter 42 Sensitivity Analysis and Robustness Checks | A Guide on Data Analysis

β€œDo robustness checks until you believe the result.” β€” the author, having repeatedly experienced the brief joy of promising results only to watch them collapse under closer inspection, and now...

#statstab #516 Is there a boxplot variant for Poisson distributed data?

Thoughts: People like their canned visualisations, but you need to think what question you are answering.

#poisson #boxplot #sqrttransform #dataviz #r #outliers #distribution

https://stats.stackexchange.com/questions/13086/is-there-a-boxplot-variant-for-poisson-distributed-data

Is there a boxplot variant for Poisson distributed data?

I'd like to know if there is a boxplot variant adapted to Poisson distributed data (or possibly other distributions)? With a Gaussian distribution, whiskers placed at L = Q1 - 1.5 IQR and U = Q3 +...

Cross Validated
Belong as an outlierοΏ½embrace individuality through sci-fi: https://inkican.com/about/ #Outliers #Community #SciFi
Weird or nerdy? Inkican welcomes outliers with welcoming stories: https://inkican.com/about/ #Outliers #SciFi #STEM

#statstab #385 Understanding and Implementing Robust Regression in R

Thoughts: Not a thorough guide, but shows how simple it is to use a robust regression (rlm vs lm).

#R #regression #robust #statistics #guide #tutorial #outliers #Mestimator

https://www.spsanderson.com/steveondata/posts/2023-11-28/index.html

Understanding and Implementing Robust Regression in R – Steve’s Data Tips and Tricks

Steve’s Data Tips and Tricks in R, C, SQL and Linux

Steve's Data Tips and Tricks

'Outlier Robust and Sparse Estimation of Linear Regression Coefficients', by Takeyuki Sasai, Hironori Fujisawa.

http://jmlr.org/papers/v26/23-1583.html

#outlier #outliers #robust

A quotation from Nassim Nicholas Taleb

Cumulative errors depend largely on the big surprises, the big opportunities. Not only do economic, financial, and political predictors miss them, but they are quite ashamed to say anything outlandish to their clients β€” and yet events, it turns out, are almost always outlandish.

Nassim Nicholas Taleb (b. 1960) Lebanese-American essayist, statistician, risk analyst, aphorist
The Black Swan, Part 2, ch. 10 β€œThe Scandal of Prediction” (2007)

Sourcing, notes: wist.info/taleb-nassim-nichola…

#quote #quotes #quotation #qotd #blackswan #cumulativeerror #error #events #outlandishness #outliers #prediction #surprise

#Day7 of #30DayChartChallenge, theme: #Outliers

πŸ“¦πŸ“‰ Comparativa Boxplot: Rentabilidades log diarias de IBEX 35, S&P 500, Nasdaq (~3 aΓ±os).

Nasdaq destaca por mayor volatilidad (IQR ~1.64% vs ~1.1%) y outlier mΓ‘ximo (+7.1% el 10-Nov-2022). Todos muestran "colas anchas".

Data: Yahoo Finance via #rstats {quantmod}. Viz: #ggplot2

πŸ“‚ CΓ³digo: https://t.ly/JxcM1

#dataviz #finance #StockMarket #Volatility #quant #IBEX35 #SP500 #Nasdaq