#Study #highlights #gaps in #measuring #sexualorientation and #mentalhealth #risks

Inconsistent #definitions of "#sexualidentity" across #studies can lead to #misclassification, leaving some #sexualminorities #invisible.

#Women #Transgender #LGBTQ #LGBTQIA #SexualOrientation #Sexuality #MentalHealth #Research #Representation #Culture

https://www.news-medical.net/news/20241106/Study-highlights-gaps-in-measuring-sexual-orientation-and-mental-health-risks.aspx

'Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization', by Daniel LeJeune, Jiayu Liu, Reinhard Heckel.

http://jmlr.org/papers/v25/22-1197.html

#misclassification #distributions #minimization

'Compression, Generalization and Learning', by Marco C. Campi, Simone Garatti.

http://jmlr.org/papers/v24/22-0605.html

#compression #compressed #misclassification

'Pivotal Estimation of Linear Discriminant Analysis in High Dimensions', by Ethan X. Fang, Yajun Mei, Yuyang Shi, Qunzhi Xu, Tuo Zhao.

http://jmlr.org/papers/v24/22-1032.html

#discriminant #panda #misclassification

If you want to know more about...
'Adjustment Methods for Data Quality Problems: #MissingData, #MeasurementError and #Misclassification',
join #AlbertVarela and me in our 2-day #NCRM short course, the 10th and 11th of January at Leeds.

https://www.ncrm.ac.uk/training/show.php?article=13157

'Generalization error bounds for multiclass sparse linear classifiers', by Tomer Levy, Felix Abramovich.

http://jmlr.org/papers/v24/22-0367.html

#classifiers #multiclass #misclassification

🟣 Exploitative freelance jobs are on the rise. Here’s what you need to know
By Haley Harrison at @fastcompany
#Freelancing #ExploitativeFreelanceJobs #nonpayment #harassment #scams #misclassification

https://www.fastcompany.com/90897173/exploitative-freelance-jobs-are-on-the-rise-heres-what-you-need-to-know

Trusting the Untrustworthy: A Cautionary Tale on the Pitfalls of Training-based Rejection Option

https://openreview.net/forum?id=DvUEstfH0c

#misclassification #classifiers #classification

I have been targeted for a #SLAPP suit. You know the term if you are a journalist. I publish information about #misclassification and #wagetheft online. I included info from a public record. Now, a business person is claiming defamation. I cannot provide details, due to a restraining order. But I can listen, if anyone has legal advice. #slappsuits

When does differential outcome misclassification matter for prevalence estimation: #Epidemiology

https://journals.lww.com/epidem/abstract/9900/when_does_differential_outcome_misclassification.87.aspx “Here, we examine when covariate-differential #misclassification must be considered when estimating overall outcome prevalence”

@TerriGerstein Me, Keith Purtell; advocating for #diversityintech, criminalizing #wagetheft, greater crackdown on deliberate #misclassification, and a $15/hour minimum wage. Also, a fan of @RepresentUs anti-corruption work.