Root mean square error (RMSE) or mean absolute error (MAE): When to use them or not

TO Hodson - Geoscientific Model Development Discussions, 2022 - gmd.copernicus.org
The mean absolute error (MAE) and root mean squared error (RMSE) are widely used
metrics for evaluating models. Yet, there remains enduring confusion over their use, such …

Particle swarm optimization (PSO). A tutorial

F Marini, B Walczak - Chemometrics and Intelligent Laboratory Systems, 2015 - Elsevier
Swarm-based algorithms emerged as a powerful family of optimization techniques, inspired
by the collective behavior of social animals. In particle swarm optimization (PSO) the set of …

[图书][B] Feature engineering and selection: A practical approach for predictive models

M Kuhn, K Johnson - 2019 - taylorfrancis.com
The process of developing predictive models includes many stages. Most resources focus
on the modeling algorithms but neglect other critical aspects of the modeling process. This …

Investigating the impact of data normalization on classification performance

D Singh, B Singh - Applied Soft Computing, 2020 - Elsevier
Data normalization is one of the pre-processing approaches where the data is either scaled
or transformed to make an equal contribution of each feature. The success of machine …

Neural cleanse: Identifying and mitigating backdoor attacks in neural networks

B Wang, Y Yao, S Shan, H Li… - … IEEE symposium on …, 2019 - ieeexplore.ieee.org
Lack of transparency in deep neural networks (DNNs) make them susceptible to backdoor
attacks, where hidden associations or triggers override normal classification to produce …

Human occupation of northern Australia by 65,000 years ago

C Clarkson, Z Jacobs, B Marwick, R Fullagar, L Wallis… - Nature, 2017 - nature.com
The time of arrival of people in Australia is an unresolved question. It is relevant to debates
about when modern humans first dispersed out of Africa and when their descendants …

First results from hera phase i: Upper limits on the epoch of reionization 21 cm power spectrum

Z Abdurashidova, JE Aguirre, P Alexander… - The Astrophysical …, 2022 - iopscience.iop.org
We report upper limits on the Epoch of Reionization 21 cm power spectrum at redshifts 7.9
and 10.4 with 18 nights of data (∼ 36 hr of integration) from Phase I of the Hydrogen Epoch …

Multisensor data fusion for gearbox fault diagnosis using 2-D convolutional neural network and motor current signature analysis

M Azamfar, J Singh, I Bravo-Imaz, J Lee - Mechanical Systems and Signal …, 2020 - Elsevier
Gearboxes are widely used in rotating machinery and various industrial applications for
transmission of power and torque. They operate for prolong hours and under different …

Remote smartphone monitoring of Parkinson's disease and individual response to therapy

L Omberg, E Chaibub Neto, TM Perumal… - Nature …, 2022 - nature.com
Remote health assessments that gather real-world data (RWD) outside clinic settings
require a clear understanding of appropriate methods for data collection, quality …

Evolutionary history of the angiosperm flora of China

LM Lu, LF Mao, T Yang, JF Ye, B Liu, HL Li, M Sun… - Nature, 2018 - nature.com
High species diversity may result from recent rapid speciation in a 'cradle'and/or the gradual
accumulation and preservation of species over time in a 'museum',. China harbours nearly …