Selecting training sets for support vector machines: a review

J Nalepa, M Kawulok - Artificial Intelligence Review, 2019 - Springer
Support vector machines (SVMs) are a supervised classifier successfully applied in a
plethora of real-life applications. However, they suffer from the important shortcomings of …

A survey on quaternion algebra and geometric algebra applications in engineering and computer science 1995–2020

E Bayro-Corrochano - IEEE Access, 2021 - ieeexplore.ieee.org
Geometric Algebra (GA) has proven to be an advanced language for mathematics, physics,
computer science, and engineering. This review presents a comprehensive study of works …

Color image analysis by quaternion-type moments

B Chen, H Shu, G Coatrieux, G Chen, X Sun… - Journal of mathematical …, 2015 - Springer
In this paper, by using the quaternion algebra, the conventional complex-type moments
(CTMs) for gray-scale images are generalized to color images as quaternion-type moments …

Toward automatic time-series forecasting using neural networks

W Yan - IEEE transactions on neural networks and learning …, 2012 - ieeexplore.ieee.org
Over the past few decades, application of artificial neural networks (ANN) to time-series
forecasting (TSF) has been growing rapidly due to several unique features of ANN models …

Monitoring and mapping of rice cropping pattern in flooding area in the Vietnamese Mekong delta using Sentinel-1A data: A case of an Giang province

HVT Minh, R Avtar, G Mohan, P Misra… - … International Journal of …, 2019 - mdpi.com
Cropping intensity is one of the most important decisions made independently by farmers in
Vietnam. It is a crucial variable of various economic and process-based models. Rice is …

Geometric algebra applications in geospatial artificial intelligence and remote sensing image processing

UA Bhatti, Z Yu, L Yuan, Z Zeeshan, SA Nawaz… - IEEE …, 2020 - ieeexplore.ieee.org
With the increasing demand for multidimensional data processing, Geometric algebra (GA)
has attracted more and more attention in the field of geographical information systems. GA …

[图书][B] Digital signal processing with Kernel methods

JL Rojo-Álvarez, M Martínez-Ramón, J Munoz-Mari… - 2018 - books.google.com
A realistic and comprehensive review of joint approaches to machine learning and signal
processing algorithms, with application to communications, multimedia, and biomedical …

Applications of Clifford's geometric algebra

E Hitzer, T Nitta, Y Kuroe - Advances in Applied Clifford Algebras, 2013 - Springer
We survey the development of Clifford's geometric algebra and some of its engineering
applications during the last 15 years. Several recently developed applications and their …

Robust capped L1-norm twin support vector machine

C Wang, Q Ye, P Luo, N Ye, L Fu - Neural Networks, 2019 - Elsevier
Twin support vector machine (TWSVM) is a classical and effective classifier for binary
classification. However, its robustness cannot be guaranteed due to the utilization of …

Noise model based ν-support vector regression with its application to short-term wind speed forecasting

Q Hu, S Zhang, Z Xie, J Mi, J Wan - Neural Networks, 2014 - Elsevier
Support vector regression (SVR) techniques are aimed at discovering a linear or nonlinear
structure hidden in sample data. Most existing regression techniques take the assumption …