Electrical & Computer Engineering Faculty
Semnan University



Mohammad Javad Fadaeieslam

Assistant Professor

Foundations of Data Mining

Topics

  • Data Mining, An Introduction
    Learning (Classification, Clustering)
  • Decision Tree, Lazy Classifier, KNN
  • Evaluation, Confusion Matrix, ROC
  • Data Types, Data Pre-processing
  • OLAP
  • Association Rule Mining
  • Clustering, Kmeans, GMM
  • Linear Algebra, SVD, SVM, LDA
  • Perceptron, MLP
  • Deep Learning, CNN, GAN

Slides


Homeworks


Lectures


Textbooks

  Introduction to Data Mining
Tan, Steinbach, Kumar
2006 
Addison Wesley
  Data Mining, Concepts and Techniques 
Han, Kamber, Pei 
2011 
Morgan and Kaufmann
  داده کاوی کاربردی 
صنیعی آباده و همکاران
1393 
انتشارات نیاز دانش