The seminar will take place every Sunday: from 17-19 in Schriber 008 Seminar: Big Data Processing

Amir Averbuch

Seminar Schedule

  • Principal Component Analysis (PCA), I.T. Jolliffe, Springer, 2nd edition, 2002, chapters 1-3
  • Spectral clustering
  • Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifolds
  • Laplacian Eigenmaps for Dimensionality Reduction and Data Representation
  • Diffusion Maps
  • A randomized algorithm for the decomposition of matrices
  • Finding structure with randomness: Probablistic algorithyms for constructing approximate matrix decomposition
  • J. Leskovec, A. Rajaraman, J.D. Ullman, Mining of Massive Datasets
    • This is a book. Chapters 2,3,5,7,10,11

    Lectures