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Pattern Recognition

Introduction of PR

Introduction
Dataset
Model
Cost_Function
Learning_Rule

Visualization

Visualization

Clustering

Clustering Concept
Clustering
k-means and fuzzy-c-means clustering
Complementary of FCM
Project Linkage clustering
Project \( \epsilon \) -insensitive Linkage
Project Title: Self-Organizing Feature Map (SOFM)

Regression

Regression
Linear Regression
Non-linear Regression: The starting point
Linearization
Kernel method
Project : Evaluation and Model Selection
Solution Method
Theoretical Aspects of Regression
Applications in Pattern Recognition

Classification

Classification
Support Vector Data Description (SVDD)
Support Vector Machine (SVM)
Fihser Classifier
Kernel Fisher Discriminant Analysis
Project Induction in Decision Trees

BayesEstimation

Bayes Estimation
kernel-based density estimation
Mean Shift Algorithm
Parametric Density Estimation
Gaussian Mixture Model

Student Effort

What is Projection?
Star Coordinates
Covariance
Linear Least Square Method
ECG: Measurement of heart rate and probability of heart attack
Understanding Correntropy as a Loss Function
Data Normalization
Chernoff Faces in ESRI
GloVe: Word Representation
Linkage Clustering Algorithm
Word2Vec
SOFM - Clustering and dimensionality reduction

Supplementary

Supplementary Documents
Eigen Value Decomposition
Twin SVM
Covariance

Contact

Contact Me
About Me

Repository
Open issue

.ipynb

Contact Me

Contact Me#

Ways of communication with Dr. Hadi Sadoghi Yazdi

Address: Ferdowsi University of Mashhad, Mashahd, Iran, P. O. Box: 91779-48974

E-mail: h-sadoghi[at]um.ac.ir

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About Me

By Dr.Hadi Sadoghi Yazdi

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