Results 1 to 10 of about 313,307 (262)

VSG-FC: A Combined Virtual Sample Generation and Feature Construction Model for Effective Prediction of Surface Roughness in Polishing Processes [PDF]

open access: yesMicromachines
Surface roughness is a critical indicator for assessing the quality and characteristics of workpieces, the accurate prediction of which can significantly enhance production efficiency and product performance.
Dapeng Yang   +3 more
doaj   +2 more sources

Genetic Programming-Based Feature Construction for System Setting Recognition and Component-Level Prognostics

open access: yesApplied Sciences, 2022
Extracting representative feature sets from raw signals is crucial in Prognostics and Health Management (PHM) for components’ behavior understanding. The literature proposes various methods, including signal processing in the time, frequency, and time ...
Francesca Calabrese   +4 more
doaj   +3 more sources

Improving Land Cover Classification Using Genetic Programming for Feature Construction

open access: yesRemote Sensing, 2021
Genetic programming (GP) is a powerful machine learning (ML) algorithm that can produce readable white-box models. Although successfully used for solving an array of problems in different scientific areas, GP is still not well known in the field of ...
João E. Batista   +4 more
doaj   +3 more sources

Unsupervised Feature-Construction-Based Motor Fault Diagnosis [PDF]

open access: yesSensors
Any bearing faults are a leading cause of motor damage and bring economic losses. Fast and accurate identification of bearing faults is valuable for preventing damaging the whole equipment and continuously running industrial processes without ...
Tsatsral Amarbayasgalan, Keun Ho Ryu
doaj   +2 more sources

Feature Graph Construction With Static Features for Malware Detection

open access: yesIET Information Security
Malware can greatly compromise the integrity and trustworthiness of information and is in a constant state of evolution. Existing feature fusion-based detection methods generally overlook the correlation between features.
Binghui Zou   +6 more
doaj   +3 more sources

Classification of Eye Movement and Its Application in Driving Based on a Refined Pre-Processing and Machine Learning Algorithm

open access: yesIEEE Access, 2021
The eyes are the first channel used by humans to obtain various types of visual information from the outside world and, especially when driving, 80-90% of information is received through the eyes.
Xian-Sheng Li   +4 more
doaj   +1 more source

A Robust Feature Construction for Fish Classification Using Grey Wolf Optimizer

open access: yesCybernetics and Information Technologies, 2022
The low quality of the collected fish image data directly from its habitat affects its feature qualities. Previous studies tended to be more concerned with finding the best method rather than the feature quality.
Santosa Paulus Insap   +1 more
doaj   +1 more source

Prediction of PM2.5 Concentration Based on the LSTM-TSLightGBM Variable Weight Combination Model

open access: yesAtmosphere, 2021
PM2.5 is one of the main pollutants that cause air pollution, and high concentrations of PM2.5 seriously threaten human health. Therefore, an accurate prediction of PM2.5 concentration has great practical significance for air quality detection, air ...
Xuchu Jiang, Yiwen Luo, Biao Zhang
doaj   +1 more source

QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution

open access: yesAlgorithms, 2022
This paper presents and analyzes a programming tool that implements a method for classification and function regression problems. This method builds new features from existing ones with the assistance of a hybrid algorithm that makes use of artificial ...
Ioannis G. Tsoulos
doaj   +1 more source

Redundancy Is Not Necessarily Detrimental in Classification Problems

open access: yesMathematics, 2021
In feature selection, redundancy is one of the major concerns since the removal of redundancy in data is connected with dimensionality reduction. Despite the evidence of such a connection, few works present theoretical studies regarding redundancy.
Sebastián Alberto Grillo   +9 more
doaj   +1 more source

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