Lecture Materials

• Sep 6: SVDdemo-presentation1.mp4 SVD as a mapping.
  Sep 6: LSI-talk.mp4 SVD for Dimensionality Reduction
• Sep 11: Lec-0911-LSI.pdf Latent Semantic Indexing by Yiyi Yin.
• Sep 13: Lec-0913-svd-recommendation.pdf SVD in Recommender systems
• Sep 18: Lec-0918-TensorDecomposition.pdf Tensor Decompositions
• Sep 20: Lec-0920-randomized-tensor-decomposition.pdf
• Sep 25: Lec-0925-Multilayer-perceptrons.pdf (Slides from Alppaydin book, 2nd edition)
• Sep 27: Lec-0927-K-PCA.pdfKernel Principal Component Analysis
  Sep 27: supplementary handwritten notes
• Oct 2: Lec-1002-K-LDiscA.pdfKernal Linear Discriminant (updated Oct 4).
• Oct 9: Lec-1009-Dimensionality-Reduction.pdfSurvey of Dimensionality Reduction
• Oct 11: Lec-1011-Graph-Laplacians.pdfA study of graph Laplacians
• Oct 16: Lec-1016-Normalized-Cuts-and-Image-Segmentation.pdfNormalized Cuts and Image Segmentation
• Oct 18: Lec-1018-Eigenvector-IR.pdfA Survey of Eigenvector Methods for Web Information Retrieval
• Oct 23: Lec-1023-InsidePageRank.pdfInside Pagerank
• Oct 25: Lec-1025-LinkAnalysis.pdf Link Analysis
• Oct 30: Lec-1030-Resistance-Distance.pdf Resistance Distance
• Nov 1: Lec-1101-Cheeger-Inequality.pdf Cheeger Inequality
• Nov 6: Lec-1106-AbsorbingRandomWalkCentrality.pdfAbsorbing Random Walk Centrality: Theory and Algorithms
• Nov 8: Lec-1108-MatrixPropertiesThruMatrixFunctions.pdfMatrix Properties Revealed Through Matrix Functions
• Nov 13: Lec-1113-CNN.pdfConvolutional Neural Networks.
• Nov 15: lec_11-23_lda_project.pdfLatent Dirichlet Allocation & MCMC (from 2015 class)
          Lec-1115b-LatentDirichletAlloc.pdfLatent Dirichlet Allocation (my addendum)
          http://scs.ryerson.ca/~aharley/vis/conv/flat.htmlInteractive Demo of Convolutional Neural Network on digits.
• Nov 20: Lec-1120-SentimentAnal.pdf Deep Convolutional Neural Networks for Sentiment Analysis of Short Texts
          http://help.sentiment140.com/for-studentsTwitter data
          https://nlp.stanford.edu/sentiment/index.htmlRecurrent Neural Tensor Network and IMDB reviews data
• Nov 27: Lec-1127-CNN-on-Graphs.pdf CNNs on Graphs with Spectral Filtering.
• Nov 29: Lec-1129-Information.pdf Information and Entropy

Project Presentations

Dec 4

• RMa-slides.pdf Application and Optimization of a Two-layer Perceptron for Digit Recognition
• MKinney-slides.pdf Comparing Feature Vectors for Sentiment Analysis of Short Texts
• CFabbri-slides.pdf Conditional Generative Adversarial Networks
• YZhou-slides.pdf Privacy-Preserving Online Learning for Movie Recommendation

Dec 4

• APakki-slides.pdf Evaluating Eigenvector Methods for Link Analysis Ranking Under Perturbations
• WLang-slides.pdf Weighted L1 Penalized Logistic Regression with Principal Components
• XZhang-slides.pdf Graph Classfication: An Application of Higher Order Singular Value Decomposition
• QSu-slides.pdf Comparing Nonlinear Dimensionality Reduction Methods with Large Real-World Dataset

Dec 11

• MLi-slides.pdf Percolation Centrality: Introduction and Application
• CChen-slides.pdf PageRank Analysis, Implementation & Optimization
• YBi-slides.pdf Dog Breed Identification
• YSun-slides.pdf Convolutional Neural Networks Application to Fashion-MNIST Classification

Dec 13

• YLuo-slides.pdf Application of Linear Algebra Methods in MNIST Handwritten Digit Classification
• YShi-slides.pdf A Survey on Riemannian Geometry of SPD Matrices and Its Applications
• YYin-slides.pdf Symmetric Constrained Sparse Precision Matrix Estimation Via Lasso Penalized D-trace Loss
• ZLi-slides.pdf Scalable tensor methods for multi-relational learning across graphs