Big-Data Analytics for Arrhythmia Classification using Data Compression and Kernel Methods.
José María Lillo-CastellanoInmaculada Mora-JiménezRafael Moreno-GonzálezMaría Monserrat-García-de-PabloArcadi García-AlberolaJosé Luis Rojo-ÁlvarezPublished in: CinC (2015)
Keyphrases
- data compression
- kernel methods
- support vector
- support vector machine
- feature space
- machine learning
- data reduction
- kernel function
- big data analytics
- compression algorithm
- multiple kernel learning
- kernel matrix
- classification accuracy
- kernel principal component analysis
- feature selection
- kernel pca
- high dimensional feature space
- kernel learning
- support vector machine svm
- classification algorithm
- classification method
- decision trees
- preprocessing
- compression ratio
- kernel matrices
- compression scheme
- compressed data
- similarity function
- feature extraction
- multiresolution
- computer vision
- data mining
- image data
- data sources
- feature vectors
- training set
- high quality