Amazon Flex Driver Misclassification Arbitration: Sign Up Today

Amazon Flex drivers may have been misclassified as contractors and denied employment benefits like overtime and expense reimbursement. Affected workers are now signing up for legal action. Learn more.

Labor and Management unemployment proposals in 2025

At June 19, 2025, meeting of the Unemployment Insurance Advisory Council, the labor and management proposals this year were presented to the public. Labor proposals The labor proposals this year re…

Wisconsin Unemployment
Study highlights gaps in measuring sexual orientation and mental health risks

Sexual orientation-;dictated by factors like sexual identity, attraction and behavior-;is challenging to measure comprehensively.

News-Medical

'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

Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization

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

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

#compression #compressed #misclassification

Compression, Generalization and Learning

'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

Pivotal Estimation of Linear Discriminant Analysis in High Dimensions

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

Training course: Bringing Qualitative Analysis to Life: Making the most of your senses

Join Anuja Cabraal, Daniel Turner and Christina Silver for two days exploring creative, tactile and reflexive ways of working with qualitative materials. This workshop encourages you to go beyond rea

NCRM

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

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

#classifiers #multiclass #misclassification

Generalization error bounds for multiclass sparse linear classifiers

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

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

#misclassification #classifiers #classification

Trusting the Untrustworthy: A Cautionary Tale on the Pitfalls of...

We consider the problem of selective classification, also known as rejection option. We first analyze state-of-the-art methods that involve a training phase to produce a selective classifier...

OpenReview