Search Results for author: Nayyar A. Zaidi

Found 4 papers, 2 papers with code

Robust Neural Regression via Uncertainty Learning

no code implementations12 Oct 2021 Akib Mashrur, Wei Luo, Nayyar A. Zaidi, Antonio Robles-Kelly

Deep neural networks tend to underestimate uncertainty and produce overly confident predictions.

regression

On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error

1 code implementation29 Jan 2018 Nayyar A. Zaidi, Geoffrey I. Webb, Francois Petitjean, Germain Forestier

These hypotheses lead to the concept of the sweet path, a path through the 3-d space of alternative drift rates, forgetting rates and bias/variance profiles on which generalization error will be minimized, such that slow drift is coupled with low forgetting and low bias, while rapid drift is coupled with fast forgetting and low variance.

Deep Broad Learning - Big Models for Big Data

no code implementations4 Sep 2015 Nayyar A. Zaidi, Geoffrey I. Webb, Mark J. Carman, Francois Petitjean

For some learning tasks there is power in learning models that are not only Deep but also Broad.

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