Results 11 to 20 of about 6,527,322 (289)

An incremental approach to MSE-based feature selection [PDF]

open access: yes, 2007
Feature selection plays an important role in classification systems. Using classifier error rate as the evaluation function, feature selection is integrated with incremental training.
Guan, SU, Bao, C, Qi, Y
core   +6 more sources

Incremental Cost-Sensitive Support Vector Machine With Linear-Exponential Loss

open access: yesIEEE Access, 2020
Incremental learning or online learning as a branch of machine learning has attracted more attention recently. For large-scale problems and dynamic data problem, incremental learning overwhelms batch learning, because of its efficient treatment for new ...
Yue Ma, Kun Zhao, Qi Wang, Yingjie Tian
doaj   +1 more source

On Learning the Geodesic Path for Incremental Learning [PDF]

open access: yes2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021
Neural networks notoriously suffer from the problem of catastrophic forgetting, the phenomenon of forgetting the past knowledge when acquiring new knowledge. Overcoming catastrophic forgetting is of significant importance to emulate the process of "incremental learning", where the model is capable of learning from sequential experience in an efficient ...
Christian Simon   +2 more
openaire   +4 more sources

Incremental evolution strategy for function optimization [PDF]

open access: yes, 2006
This paper presents a novel evolutionary approach for function optimization Incremental Evolution Strategy (IES). Two strategies are proposed. One is to evolve the input variables incrementally.
Mo, W, Guan, SU
core   +6 more sources

Analysis of Chinese Patents associated with Incremental Clustering Algorithms: A Review

open access: yesJournal of Computing Research and Innovation, 2022
With the advent of Internet-of-Things (IoT) and overall Information-Technology world, an enormous amount of data is getting generated dynamically and in real-time mode, in almost all domains of research and application systems.
Archana Chaudhari   +2 more
doaj   +3 more sources

Classification-oriented Incremental Dictionary Learning Algorithm [PDF]

open access: yesJisuanji gongcheng, 2017
Aiming at the problem that the computation cost of the traditional classification-oriented dictionary learning algorithms is too expensive on big datasets,this paper proposes a novel classification-oriented incremental dictionary learning algorithm.In ...
ZHANG Zhiwu,JING Xiaoyuan,WU Fei
doaj   +1 more source

Incremental Task Learning with Incremental Rank Updates

open access: yes, 2022
Code will be available at https://github.com/CSIPlab/task-increment-rank-update ...
Rakib Hyder   +5 more
openaire   +4 more sources

An incremental approach to genetic algorithms based classification [PDF]

open access: yes, 2005
Incremental learning has been widely addressed in the machine learning literature to cope with learning tasks where the learning environment is ever changing or training samples become available over time. However, most research work explores incremental
Guan, SU, Zhu, F, Zhu, F., Guan, S.-U.
core   +1 more source

Hyper-learning for population-based incremental learning in dynamic environments [PDF]

open access: yes, 2009
This article is posted here here with permission from IEEE - Copyright @ 2009 IEEEThe population-based incremental learning (PBIL) algorithm is a combination of evolutionary optimization and competitive learning.
Yang, S   +5 more
core   +1 more source

Hierarchical incremental class learning with reduced pattern training [PDF]

open access: yes, 2006
Hierarchical Incremental Class Learning (HICL) is a new task decomposition method that addresses the pattern classification problem. HICL is proven to be a good classifier but closer examination reveals areas for potential improvement.
Guan, SU   +5 more
core   +1 more source

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