Awange J. L, Paláncz B,
Völgyesi L.
Hybrid
Imaging and Visualization: EmployingMachine Learning with Mathematica -
Python
Springer
International Publishing, Cham, (2020).
ISBN:
978-3-030-26152-8, 978-3-030-26153-5 p.
411, DOI: 10.1007/978-3-030-26153-5.
Supplements
Introduction
Introduction
https://www.wolframcloud.com/obj/palancz/Published/Hybrid_Imaging_and_Visualization_Introduction
Dimension Reduction
Principal
Component Analysis
https://www.wolframcloud.com/obj/palancz/Published/Principal_Component_Analysis
Indepedent
Component Analysis
https://www.wolframcloud.com/obj/palancz/Published/Indepedent_Component_Analysis
Discrete
Fourier Transform
https://www.wolframcloud.com/obj/palancz/Published/Discrete_Fourier_Transform
Discrete
Wavelet Transform
https://www.wolframcloud.com/obj/palancz/Published/Discrete_Wavelet_Transform
Radial
Basis Function
https://www.wolframcloud.com/obj/palancz/Published/Radial_Basis_Function
AutoEncoding
https://www.wolframcloud.com/obj/palancz/Published/AutoEncoding
Fractal
Compression
https://www.wolframcloud.com/obj/palancz/Published/Fractal_Compression
Comparing
of Dimension Reduction Methods
https://www.wolframcloud.com/obj/palancz/Published/Comparing_Methods
Classification
KNearest
Neighbors Classification
https://www.wolframcloud.com/obj/palancz/Published/KNearest_Neighbors
Logistic
Regression
https://www.wolframcloud.com/obj/palancz/Published/Logistic_Regression
Tree
Based Methods
https://www.wolframcloud.com/obj/palancz/Published/Tree_Based_Methods
Support
Vector Clasification
https://www.wolframcloud.com/obj/palancz/Published/SVM_Mathematica.nb
Naive
Bayes Classifier
https://www.wolframcloud.com/obj/palancz/Published/Naive_Bayes_Classifier
Comparing
of Classification Methods
https://www.wolframcloud.com/obj/palancz/Published/Comparing_Methods_2
Clustering
KMeans
Clustering
https://www.wolframcloud.com/obj/palancz/Published/KMeans_Clustering
Hierarchical
Clustering
https://www.wolframcloud.com/obj/palancz/Published/Hierarchical_Clustering
DBSCAN
https://www.wolframcloud.com/obj/palancz/Published/DBSCAN
Spectral
Clustering
https://www.wolframcloud.com/obj/palancz/Published/Spectral_Clustering
Comparing
of Clustering Methods
https://www.wolframcloud.com/obj/palancz/Published/Comparing_Methods_3
Regression
KNearest
Neighbors Regression
https://www.wolframcloud.com/obj/palancz/Published/KNearest_Neighbors_Regres
Linear
Regression Models
https://www.wolframcloud.com/obj/palancz/Published/Linear_Regres
Non
Linear Regression Models
https://www.wolframcloud.com/obj/palancz/Published/Non_Linear_Regres
Robust
Regression Models
https://www.wolframcloud.com/obj/palancz/Published/Robust_Regres
Symbolic
Regression Models
https://www.wolframcloud.com/obj/palancz/Published/Symbolic_Regres
Comparing
of Regression Methods
https://www.wolframcloud.com/obj/palancz/Published/Comparing_Methods_4
Neural Networks
Single
Layer Perceptron
https://www.wolframcloud.com/obj/palancz/Published/Single_Layer_Perceptron
Multi
Layer Perceptron
https://www.wolframcloud.com/obj/palancz/Published/Multi_Layer_Perceptron
Hopfield
Network
https://www.wolframcloud.com/obj/palancz/Published/Hopfield
Unsupervised
Network
https://www.wolframcloud.com/obj/palancz/Published/Unsupervised
Recurrent
Network
https://www.wolframcloud.com/obj/palancz/Published/Recurrent
Deep
Neural Network
https://www.wolframcloud.com/obj/palancz/Published/Deep_Neural
Convolutional
Neural Network
https://www.wolframcloud.com/obj/palancz/Published/Convolutional_Network
Comparing
of Neural Networks
https://www.wolframcloud.com/obj/palancz/Published/Comparing_Methods_5
Also accessible:
Joseph L Awange, Béla Paláncz, Robert H
Lewis, Lajos Völgyesi
(2018): Mathematical
Geosciences: Hybrid Symbolic-Numeric Methods
Cham (Svájc): Springer International Publishing, 2018. 596 p. (ISBN:978-3-319-67370-7)
Mathematical-Geosciences-A-hybrid-algebraic-numerical-solution
https://www.researchgate.net/project/Mathematical-Geosciences-A-hybrid-algebraic-numerical-solution