Essays about: "Canonical Correlation Analysis"

Showing result 1 - 5 of 9 essays containing the words Canonical Correlation Analysis.

  1. 1. Transfer learning applied to a deep learning system for cardiac abnormality classification in electrocardiograms

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Adrian Campoy Rodriguez; [2022]
    Keywords : Deep Learning; ECG; Wavelet Transform; Scattering Transform; Transfer Learning; Canonical Correlation Analysis; Djupinlärning; EKG; wavelettransform; scatteringtransform; överföringsinlärning; kanonisk korrelationsanalys;

    Abstract : Cardiovascular diseases are a leading cause of death globally. Early diagnosis and treatment is of prime importance to prevent or mitigate health complications. Electrocardiogram (ECG) is a standard test modality used for early diagnosis of arrhythmias. The standard ECG uses 12 leads (i. READ MORE

  3. 2. Decoding Steady-State VisualEvoked Potentials(SSVEPs)- Implementation and Performance Analysis

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Peipei Han; [2020]
    Keywords : ;

    Abstract : Steady-state visual evoked potential (SSVEP)-based brain-computer interfaces(BCIs) have been widely investigated. Algorithms from the canonical correlation analysis(CCA) family perform extremely well in detecting stimulus targets by analyzing the relationship of frequency features between electroencephalogram (EEG) signals and stimulus targets. READ MORE

  4. 3. Non- Linear Canonical Correlation Analysis Between Water Flows and Water Quality: a case study on the Mälaren basin

    University essay from Uppsala universitet/Institutionen för geovetenskaper

    Author : Jacopo Cantoni; [2018]
    Keywords : Sustainable Development; Non-linear Canonical Correlation analysis; water quality; Mälaren basin; hydrology; data mining;

    Abstract : This study starts from the perspective of a future increase availability of water quality data at the water treatment facility at Lovön and aims to use the existing data to identify a pattern in the role of the different sub-basin that constitute the Mälaren basin. The data are analyzed with the graphical tool of the scatterplot and a Non-linear Canonical Correlation Analysis, a variation of the classical multivariate method, that by using a neural network model is able to handle not linear relationships. READ MORE

  5. 4. A canonical correlation analysis- based approach to identify causal genes in atherosclerosis

    University essay from Högskolan i Skövde/Institutionen för biovetenskap

    Author : Crisencia Sizyoogno; [2018]
    Keywords : Canonical correlation analysis; Atherosclerosis; bioinformatics; CRISPR_Cas9; Phenotypes; Genotypes; GWAS; zebrafish; Cardiovascular and metabolic disease;

    Abstract : Genome-wide associations studies (GWASs) have identified hundreds of loci that are strongly associated with coronary artery disease and its risk factors. However, the causal variants and genes remain unknown for the vast majority of the identified loci. READ MORE

  6. 5. Random Subspace Analysis on Canonical Correlation of High Dimensional Data

    University essay from Uppsala universitet/Statistiska institutionen

    Author : Ryo Yamazaki; [2016]
    Keywords : Canonical correlation; Random subspace analysis; high-dimensional statistics;

    Abstract : High dimensional, low sample, data have singular sample covariance matrices,rendering them impossible to analyse by regular canonical correlation (CC). Byusing random subspace method (RSM) calculation of canonical correlation be-comes possible, and a Monte Carlo analysis shows resulting maximal CC canreliably distinguish between data with true correlation (above 0. READ MORE