#outliers — Public Fediverse posts

When I first heard "the plural of #anecdote is not #data," I thought it was very clever, and repeated it endlessly. So did, and do, a bunch of other people.

The original form of that saying was "the plural of anecdote is data." It was meant to urge researchers not to dismiss rare or unexpected results as #outliers. Both "the plural of anecdote is data" and "the plural of anecdote is not data" can be true, depending on context.

Like other #science aphorisms which have entered popular culture, particularly those containing the phrase "is not," this is a constant annoyance. I know my complaints won't make them go away. But I hope I can at least get people thinking about them, rather than parroting them and feeling smug.

Just something that came up tangentially today. Now, back to sorting out the anecdotes. Cells are wordy little bastards.

When I first heard "the plural of #anecdote is not #data," I thought it was very clever, and repeated it endlessly. So did, and do, a bunch of other people.

The original form of that saying was "the plural of anecdote is data." It was meant to urge researchers not to dismiss rare or unexpected results as #outliers. Both "the plural of anecdote is data" and "the plural of anecdote is not data" can be true, depending on context.

Like other #science aphorisms which have entered popular culture, particularly those containing the phrase "is not," this is a constant annoyance. I know my complaints won't make them go away. But I hope I can at least get people thinking about them, rather than parroting them and feeling smug.

Just something that came up tangentially today. Now, back to sorting out the anecdotes. Cells are wordy little bastards.

When I first heard "the plural of #anecdote is not #data," I thought it was very clever, and repeated it endlessly. So did, and do, a bunch of other people.

The original form of that saying was "the plural of anecdote is data." It was meant to urge researchers not to dismiss rare or unexpected results as #outliers. Both "the plural of anecdote is data" and "the plural of anecdote is not data" can be true, depending on context.

Like other #science aphorisms which have entered popular culture, particularly those containing the phrase "is not," this is a constant annoyance. I know my complaints won't make them go away. But I hope I can at least get people thinking about them, rather than parroting them and feeling smug.

Just something that came up tangentially today. Now, back to sorting out the anecdotes. Cells are wordy little bastards.

📊 Outliers are Outliers BECAUSE they don't lie.
For data scientists, statisticians & proud non-conformists. Wear your authenticity! 💯
🔗 https://celestia-quixs-shop.fourthwall.com/products/outliers-t-shirt
#Outliers #Statistics #DataScience #MathLife #StatementTee

Fantasy Football: Saquon Barkley headlines 2025’s regression candidates

Regression is just a word, amigos. It doesn’t have to be a dirty word, and …
#NewsBeep #News #Football #2025NFLseason #AU #Australia #BijanRobinson #Fantasyfootball #football #JahmyrGibbs #JalenHurts #JamesCook #JaylenWaddle #JordanLove #JoshAllen #KylerMurray #LamarJackson #outliers #Packers #Ravens #SaquonBarkley #sports #touchdownpasses #TreyMcBride #TuaTagovailoa #TyJohnson #TyreekHill
https://www.newsbeep.com/au/50724/

'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

'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

'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

'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 — 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 “The Scandal of Prediction” (2007)

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

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

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 — 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 “The 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

📦📉 Comparativa Boxplot: Rentabilidades log diarias de IBEX 35, S&P 500, Nasdaq (~3 años).

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

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

📂 Código: https://t.ly/JxcM1

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

#Day7 of #30DayChartChallenge, theme: #Outliers

📦📉 Comparativa Boxplot: Rentabilidades log diarias de IBEX 35, S&P 500, Nasdaq (~3 años).

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

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

📂 Código: https://t.ly/JxcM1

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

#Day7 of #30DayChartChallenge, theme: #Outliers

📦📉 Comparativa Boxplot: Rentabilidades log diarias de IBEX 35, S&P 500, Nasdaq (~3 años).

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

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

📂 Código: https://t.ly/JxcM1

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

Outliers are common in data across various industries. This guide by Iván Palomares Carrascosa details strategies to handle them, from removal to transformation, using Python. Techniques include removing outliers based on z-scores, applying transformations like logarithmic scaling, and capping/winsorizing values. #DataScience #Outliers #Python #DataAnalysis https://www.kdnuggets.com/dealing-with-outliers-a-complete-guide

Outliers are common in data across various industries. This guide by Iván Palomares Carrascosa details strategies to handle them, from removal to transformation, using Python. Techniques include removing outliers based on z-scores, applying transformations like logarithmic scaling, and capping/winsorizing values. #DataScience #Outliers #Python #DataAnalysis https://www.kdnuggets.com/dealing-with-outliers-a-complete-guide

Outliers are common in data across various industries. This guide by Iván Palomares Carrascosa details strategies to handle them, from removal to transformation, using Python. Techniques include removing outliers based on z-scores, applying transformations like logarithmic scaling, and capping/winsorizing values. #DataScience #Outliers #Python #DataAnalysis https://www.kdnuggets.com/dealing-with-outliers-a-complete-guide

Outliers are common in data across various industries. This guide by Iván Palomares Carrascosa details strategies to handle them, from removal to transformation, using Python. Techniques include removing outliers based on z-scores, applying transformations like logarithmic scaling, and capping/winsorizing values. #DataScience #Outliers #Python #DataAnalysis https://www.kdnuggets.com/dealing-with-outliers-a-complete-guide

We the people species now classified
by the autonomous bots
as a rough approximation
of the standard median deviation
duly notated in the analytic bible
we are required to pray from

So our inevitable dissolution
will be an impersonal data execution
of a cold blooded algorithm
installed to maximize program efficiencies

Once we skewed variances have been classified
and human imperfections properly identified
a massive data dump will be launched
on all infected servers
to flush undesirable #outliers
replete with defective deficiencies
out of the now purified system

#vss365 #poetry #poem #amwriting

We the people species now classified
by the autonomous bots
as a rough approximation
of the standard median deviation
duly notated in the analytic bible
we are required to pray from

So our inevitable dissolution
will be an impersonal data execution
of a cold blooded algorithm
installed to maximize program efficiencies

Once we skewed variances have been classified
and human imperfections properly identified
a massive data dump will be launched
on all infected servers
to flush undesirable #outliers
replete with defective deficiencies
out of the now purified system

#vss365 #poetry #poem #amwriting

We the people species now classified
by the autonomous bots
as a rough approximation
of the standard median deviation
duly notated in the analytic bible
we are required to pray from

So our inevitable dissolution
will be an impersonal data execution
of a cold blooded algorithm
installed to maximize program efficiencies

Once we skewed variances have been classified
and human imperfections properly identified
a massive data dump will be launched
on all infected servers
to flush undesirable #outliers
replete with defective deficiencies
out of the now purified system

#vss365 #poetry #poem #amwriting

We the people species now classified
by the autonomous bots
as a rough approximation
of the standard median deviation
duly notated in the analytic bible
we are required to pray from

So our inevitable dissolution
will be an impersonal data execution
of a cold blooded algorithm
installed to maximize program efficiencies

Once we skewed variances have been classified
and human imperfections properly identified
a massive data dump will be launched
on all infected servers
to flush undesirable #outliers
replete with defective deficiencies
out of the now purified system

#vss365 #poetry #poem #amwriting

Glorious leader
has decreed
we the people
have forfeited
the antiquated right to dissent

No allowance for diversity
of unregulated opinions
in our contentment state
of mass conformity

The sheep simply must be flock obedient

So says the strict law of the land

Any deviation from the master plan
will be met with utmost violence

To those thought #outliers
who regrettably choose
not to participate
in the group program we demand
they will be forever damned
and sent to a mental hospital
for a permanent
attitude readjustment

#vss365 #poetry #poem #amwriting

Glorious leader
has decreed
we the people
have forfeited
the antiquated right to dissent

No allowance for diversity
of unregulated opinions
in our contentment state
of mass conformity

The sheep simply must be flock obedient

So says the strict law of the land

Any deviation from the master plan
will be met with utmost violence

To those thought #outliers
who regrettably choose
not to participate
in the group program we demand
they will be forever damned
and sent to a mental hospital
for a permanent
attitude readjustment

#vss365 #poetry #poem #amwriting

Glorious leader
has decreed
we the people
have forfeited
the antiquated right to dissent

No allowance for diversity
of unregulated opinions
in our contentment state
of mass conformity

The sheep simply must be flock obedient

So says the strict law of the land

Any deviation from the master plan
will be met with utmost violence

To those thought #outliers
who regrettably choose
not to participate
in the group program we demand
they will be forever damned
and sent to a mental hospital
for a permanent
attitude readjustment

#vss365 #poetry #poem #amwriting

Glorious leader
has decreed
we the people
have forfeited
the antiquated right to dissent

No allowance for diversity
of unregulated opinions
in our contentment state
of mass conformity

The sheep simply must be flock obedient

So says the strict law of the land

Any deviation from the master plan
will be met with utmost violence

To those thought #outliers
who regrettably choose
not to participate
in the group program we demand
they will be forever damned
and sent to a mental hospital
for a permanent
attitude readjustment

#vss365 #poetry #poem #amwriting

@mcmullin #Freaks #Outliers #Me

@mcmullin #Freaks #Outliers #Me

@mcmullin #Freaks #Outliers #Me

@mcmullin #Freaks #Outliers #Me

An exam:

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many low outliers are in this dataset?"

[Answers incorrectly.]

"I said *low* outliers! Gotcha!"

Thanks a lot, asshole!

#math #asshole #outliers

An exam:

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many low outliers are in this dataset?"

[Answers incorrectly.]

"I said *low* outliers! Gotcha!"

Thanks a lot, asshole!

#math #asshole #outliers

An exam:

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many low outliers are in this dataset?"

[Answers incorrectly.]

"I said *low* outliers! Gotcha!"

Thanks a lot, asshole!

#math #asshole #outliers

An exam:

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many outliers are in this dataset?"

[Answers correctly.]

"How many low outliers are in this dataset?"

[Answers incorrectly.]

"I said *low* outliers! Gotcha!"

Thanks a lot, asshole!

#math #asshole #outliers

'PyGOD: A Python Library for Graph Outlier Detection', by Kay Liu, Yingtong Dou, Xueying Ding, Xiyang Hu, Ruitong Zhang, Hao Peng, Lichao Sun, Philip S. Yu.

http://jmlr.org/papers/v25/23-0963.html

#outliers #outlier #pygod

'PyGOD: A Python Library for Graph Outlier Detection', by Kay Liu, Yingtong Dou, Xueying Ding, Xiyang Hu, Ruitong Zhang, Hao Peng, Lichao Sun, Philip S. Yu.

http://jmlr.org/papers/v25/23-0963.html

#outliers #outlier #pygod

'PyGOD: A Python Library for Graph Outlier Detection', by Kay Liu, Yingtong Dou, Xueying Ding, Xiyang Hu, Ruitong Zhang, Hao Peng, Lichao Sun, Philip S. Yu.

http://jmlr.org/papers/v25/23-0963.html

#outliers #outlier #pygod

'PyGOD: A Python Library for Graph Outlier Detection', by Kay Liu, Yingtong Dou, Xueying Ding, Xiyang Hu, Ruitong Zhang, Hao Peng, Lichao Sun, Philip S. Yu.

http://jmlr.org/papers/v25/23-0963.html

#outliers #outlier #pygod

RT by @EU_ScienceHub: "#AI always pushes out #outliers, which is anyone who’s not a white middle-aged man. So anyone in the audience right now who’s not a white middle-aged man is being treated #unfairly by AI systems.

That is the rule that we find when we #audit AI systems” - @gemmagaldon at #ESPAS

🐦🔗: https://nitter.cz/Eticas_tech/status/1724426412491231303#m

[2023-11-14 13:57 UTC]

RT by @EU_ScienceHub: "#AI always pushes out #outliers, which is anyone who’s not a white middle-aged man. So anyone in the audience right now who’s not a white middle-aged man is being treated #unfairly by AI systems.

That is the rule that we find when we #audit AI systems” - @gemmagaldon at #ESPAS

🐦🔗: https://nitter.cz/Eticas_tech/status/1724426412491231303#m

[2023-11-14 13:57 UTC]

RT by @EU_ScienceHub: "#AI always pushes out #outliers, which is anyone who’s not a white middle-aged man. So anyone in the audience right now who’s not a white middle-aged man is being treated #unfairly by AI systems.

That is the rule that we find when we #audit AI systems” - @gemmagaldon at #ESPAS

🐦🔗: https://nitter.cz/Eticas_tech/status/1724426412491231303#m

[2023-11-14 13:57 UTC]

DORA: Exploring Outlier Representations in Deep Neural Networks

Kirill Bykov, Mayukh Deb, Dennis Grinwald, Klaus Robert Muller, Marina MC Höhne

Action editor: Antonio Vergari.

https://openreview.net/forum?id=nfYwRIezvg

#outliers #outlier #representations

DORA: Exploring Outlier Representations in Deep Neural Networks

Kirill Bykov, Mayukh Deb, Dennis Grinwald, Klaus Robert Muller, Marina MC Höhne

Action editor: Antonio Vergari.

https://openreview.net/forum?id=nfYwRIezvg

#outliers #outlier #representations

DORA: Exploring Outlier Representations in Deep Neural Networks

Kirill Bykov, Mayukh Deb, Dennis Grinwald, Klaus Robert Muller, Marina MC Höhne

Action editor: Antonio Vergari.

https://openreview.net/forum?id=nfYwRIezvg

#outliers #outlier #representations

DORA: Exploring Outlier Representations in Deep Neural Networks

Kirill Bykov, Mayukh Deb, Dennis Grinwald, Klaus Robert Muller, Marina MC Höhne

Action editor: Antonio Vergari.

https://openreview.net/forum?id=nfYwRIezvg

#outliers #outlier #representations

'Robust Methods for High-Dimensional Linear Learning', by Ibrahim Merad, Stéphane Gaïffas.

http://jmlr.org/papers/v24/22-0964.html

#sparse #robust #outliers

'Robust Methods for High-Dimensional Linear Learning', by Ibrahim Merad, Stéphane Gaïffas.

http://jmlr.org/papers/v24/22-0964.html

#sparse #robust #outliers

'Robust Methods for High-Dimensional Linear Learning', by Ibrahim Merad, Stéphane Gaïffas.

http://jmlr.org/papers/v24/22-0964.html

#sparse #robust #outliers

'Robust Methods for High-Dimensional Linear Learning', by Ibrahim Merad, Stéphane Gaïffas.

http://jmlr.org/papers/v24/22-0964.html

#sparse #robust #outliers

'Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling', by Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron.

http://jmlr.org/papers/v24/22-0616.html

#rank #transport #outliers

'Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling', by Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron.

http://jmlr.org/papers/v24/22-0616.html

#rank #transport #outliers

'Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling', by Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron.

http://jmlr.org/papers/v24/22-0616.html

#rank #transport #outliers

'Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling', by Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron.

http://jmlr.org/papers/v24/22-0616.html

#rank #transport #outliers

I was raised to think that I was responsible to assure that my #mother was happy. My poor #father likely suffered from #undiagnosed #PTSD from it

I bought into #lies about other #outliers in my family because I trusted her- I mean mom’s supposed to always be right and have our best interests at heart, right?🧐

Well, now that my #amnesia (et al) is at the stage it’s in, the only things I #remember about someone are my most recent experiences with them. How can she ( #abuse) possibly look to me?

I was raised to think that I was responsible to assure that my #mother was happy. My poor #father likely suffered from #undiagnosed #PTSD from it

I bought into #lies about other #outliers in my family because I trusted her- I mean mom’s supposed to always be right and have our best interests at heart, right?🧐

Well, now that my #amnesia (et al) is at the stage it’s in, the only things I #remember about someone are my most recent experiences with them. How can she ( #abuse) possibly look to me?

I was raised to think that I was responsible to assure that my #mother was happy. My poor #father likely suffered from #undiagnosed #PTSD from it

I bought into #lies about other #outliers in my family because I trusted her- I mean mom’s supposed to always be right and have our best interests at heart, right?🧐

Well, now that my #amnesia (et al) is at the stage it’s in, the only things I #remember about someone are my most recent experiences with them. How can she ( #abuse) possibly look to me?

I was raised to think that I was responsible to assure that my #mother was happy. My poor #father likely suffered from #undiagnosed #PTSD from it

I bought into #lies about other #outliers in my family because I trusted her- I mean mom’s supposed to always be right and have our best interests at heart, right?🧐

Well, now that my #amnesia (et al) is at the stage it’s in, the only things I #remember about someone are my most recent experiences with them. How can she ( #abuse) possibly look to me?

'Outlier-Robust Subsampling Techniques for Persistent Homology', by Bernadette J. Stolz.

http://jmlr.org/papers/v24/21-1526.html

#homology #outliers #topological

'Outlier-Robust Subsampling Techniques for Persistent Homology', by Bernadette J. Stolz.

http://jmlr.org/papers/v24/21-1526.html

#homology #outliers #topological

'Outlier-Robust Subsampling Techniques for Persistent Homology', by Bernadette J. Stolz.

http://jmlr.org/papers/v24/21-1526.html

#homology #outliers #topological