A comprehensive study of class incremental learning algorithms for visual tasks

E Belouadah, A Popescu, I Kanellos - Neural Networks, 2021 - Elsevier
The ability of artificial agents to increment their capabilities when confronted with new data is
an open challenge in artificial intelligence. The main challenge faced in such cases is …

Growing Neural Gas Network for Offspring Generation in Evolutionary Constrained Multi-Objective Optimization

C Wang, H Huang, X Zhang - IEEE Transactions on Emerging …, 2023 - ieeexplore.ieee.org
When using evolutionary algorithms to solve constrained multi-objective optimization
problems, both the constraint handling technique and the search operator play a crucial role …

The GNG neural network in analyzing consumer behaviour patterns: empirical research on a purchasing behaviour processes realized by the elderly consumers

K Migdał-Najman, K Najman, S Badowska - Advances in Data Analysis …, 2020 - Springer
The paper sheds light on the use of a self-learning GNG neural network for identification and
exploration of the purchasing behaviour patterns. The test has been conducted on the data …

Real-Time Class-Incremental Learning for Voice Command Recognition via Adaptive oiSGNG

E Gutierrez-Huampo, DS Barbosa… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
Online learning approach allows an Artificial Neural Network (ANN) to solve dynamic real-
world problems. In this context, the objective of this work is to implement ANN-based voice …

Graphic characters as Twitter age group identifiers

A Majkowska, K Migdał-Najman, K Najman… - Conference of the …, 2021 - Springer
The twenty-first century has been a time of significant changes in the lives of many societies
worldwide. The constantly increasing access to the web has changed many aspects of …

Reconhecimento de fala em tempo real para robôs móveis

EG Huampo - 2020 - bdtd.ibict.br
O reconhecimento de fala para robôs é um campo multidisciplinar que envolve
processamento de sinais e novos modelos de aprendizagem de máquina. Entre suas …

Growing Neural Gas Based on Data Density

L Vojáček, P Dráždilová, J Dvorský - Computer Information Systems and …, 2018 - Springer
The size, complexity and dimensionality of data collections are ever increasing from the
beginning of the computer era. Clustering methods, such as Growing Neural Gas (GNG)[10] …