Department of Computer Science, University of Oregon
Data Mining & Machine Learning on Graphs
Fall-2024

Schedule

  • Event
    Date
    Description
    Course Material
  • Lecture
    10/01/2024
    Tuesday
    Introduction
    Syllabus

    Course Materials:

  • Assignment
    10/02/2024
    Wednesday
    Assignment 1 released!
    [Assignment 1]
  • Lecture
    10/03/2024
    Thursday
    Mathematic Background
    Graph Theory
    Linear Algebra

    Course Materials:

  • Lecture
    10/08/2024
    Tuesday
    Statistical Graph Model
    Erdős–Rényi, Small World

    Course Materials:

  • Lecture
    10/10/2024
    Thursday
    Statistical Graph Model
    Barabási–Albert, Configuration Model

    Course Materials:

  • Lecture
    10/15/2024
    Tuesday
    Computational Method
    Node Classification-1

    Course Materials:

  • Project, Paper Presentation
    10/16/2024 04:30
    Wednesday
    Topic of Project Release. Team Formation for Paper Presentation.
  • Lecture
    10/17/2024
    Thursday
    Computational Method
    Node Classification-2

    Course Materials:

  • Lecture
    10/22/2024
    Tuesday
    Video
    Network Analysis
    Network Centrality
    Degree, Closeness, Betweenness, Katz

    Course Materials:

  • Lecture
    10/24/2024
    Thursday
    Video
    Network Analysis
    Network Centrality
    Eigenvector, PageRank

    Course Materials:

  • Lecture
    10/29/2024
    Tuesday
    Computational Method
    Link Prediction-1

    Course Materials:

  • Lecture
    10/31/2024
    Thursday
    Computational Method
    Link Prediction-2

    Course Materials:

  • Exam
    11/05/2024 16:00
    Tuesday
    Midterm

    Topics:

    • Mathematical Background - Graph Theory and Linear Algebra
    • Statistical Graph Model
    • Network Analysis
  • Due
    11/05/2024 23:59
    Tuesday
    Assignment 1 due
  • Assignment
    11/05/2024
    Tuesday
    Assignment 2 released!
    [Assignment 2] [Solutions]
  • Lecture
    11/07/2024
    Thursday
    Paper Presentation
    Exam Review - Link Prediction 3

    Course Materials:

  • Lecture
    11/12/2024
    Tuesday
    Paper Presentation
    Graph Classification

    Course Materials:

  • Lecture
    11/14/2024
    Thursday
    Paper Presentation
    Advanced Topics
    Self-supervised Learning

    Course Materials:

  • Lecture
    11/19/2024
    Tuesday
    Paper presentation
    Advanced Topics
    Trustworthy Issues

    Course Materials:

  • Lecture
    11/21/2024
    Thursday
    Paper Presentation
    Advanced Topics
    Data Quality Issues

    Course Materials:

  • Lecture
    11/26/2024
    Tuesday
    Paper Presentation
    Graph Machine Learning Research Overview

    Course Materials:

  • Lecture
    12/03/2024
    Tuesday
    Paper Presentation
  • Due
    12/10/2024 23:59
    Tuesday
    Assignment 2 due