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Independent Component Analysis with Functional Neuroscience Data Analysis [PDF]

open access: yesJournal of Biomedical Physics and Engineering, 2023
Background: Independent Component Analysis (ICA) is the most common and standard technique used in functional neuroscience data analysis. Objective: In this study, two of the significant functional brain techniques are introduced as a model for ...
Hadeel K Aljobouri
doaj   +2 more sources

Independent component analysis algorithms for non-invasive fetal electrocardiography. [PDF]

open access: yesPLoS ONE, 2023
The independent component analysis (ICA) based methods are among the most prevalent techniques used for non-invasive fetal electrocardiogram (NI-fECG) processing. Often, these methods are combined with other methods, such adaptive algorithms.
Rene Jaros   +5 more
doaj   +3 more sources

robustica: customizable robust independent component analysis [PDF]

open access: yesBMC Bioinformatics, 2022
Background Independent Component Analysis (ICA) allows the dissection of omic datasets into modules that help to interpret global molecular signatures.
Miquel Anglada-Girotto   +3 more
doaj   +2 more sources

Independent component analysis: algorithms and applications [PDF]

open access: yesNeural Networks, 2000
A fundamental problem in neural network research, as well as in many other disciplines, is finding a suitable representation of multivariate data, i.e. random vectors.
Erkki Oja
exaly   +4 more sources

Independent component analysis: An introduction [PDF]

open access: yesApplied Computing and Informatics, 2021
Independent component analysis (ICA) is a widely-used blind source separation technique. ICA has been applied to many applications. ICA is usually utilized as a black box, without understanding its internal details.
Alaa Tharwat
doaj   +1 more source

BOTNET DETECTION USING INDEPENDENT COMPONENT ANALYSIS

open access: yesInternational Islamic University Malaysia Engineering Journal, 2022
Botnet is a significant cyber threat that continues to evolve. Botmasters continue to improve the security framework strategy for botnets to go undetected.
Wan Nurhidayah Ibrahim   +3 more
doaj   +1 more source

Independent component analysis in spiking neurons. [PDF]

open access: yesPLoS Computational Biology, 2010
Although models based on independent component analysis (ICA) have been successful in explaining various properties of sensory coding in the cortex, it remains unclear how networks of spiking neurons using realistic plasticity rules can realize such ...
Cristina Savin   +2 more
doaj   +1 more source

Independent Component Analysis Applied on Pulsed Thermographic Data for Carbon Fiber Reinforced Plastic Inspection: A Comparative Study

open access: yesApplied Sciences, 2021
Dimensional reduction methods have significantly improved the simplification of Pulsed Thermography (PT) data while improving the accuracy of the results. Such approaches reduce the quantity of data to analyze and improve the contrast of the main defects
Julien R. Fleuret   +3 more
doaj   +1 more source

Non-Contact Heart Sound Measurement Using Independent Component Analysis

open access: yesIEEE Access, 2022
A non-contact heart sound measurement method using independent component analysis (ICA) was successfully developed, and the measured heart sound was quantitatively evaluated with the signal-to-noise ratio (SNR). There have been recent developments in the
Shun Muramatsu   +3 more
doaj   +1 more source

Adaptive Speech Separation Based on Beamforming and Frequency Domain-Independent Component Analysis

open access: yesApplied Sciences, 2020
Voice signals acquired by a microphone array often include considerable noise and mutual interference, seriously degrading the accuracy and speed of speech separation.
Ke Zhang, Yangjie Wei, Dan Wu, Yi Wang
doaj   +1 more source

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