Math 423 INTRODUCTION TO COMPUTATIONAL TOPOLOGY
Course Number and Title: 2360423, Introduction to Computational Topology
METU Credit & ECTS Credit: (3-0)3 and 6.0
Prerequisite Courses: Math 251 or Math 120, knowledge of any programming is not required!
Catalogue Description:
Basic topology, Surfaces and their triangulations, Complexes, Homology,
Persistence homology, Morse functions, Discrete Morse Functions,
Applications.
Aim of the Course: Topology
studies how a shape or object is connected. In the past few years,
there has been an increased interest in the development and use of
topological methods for solving various problems in science and
engineering. This new line of study is called Computational Topology or
Applied Algebraic Topology. Computational topology combines topological
results with efficient algorithms to analyze data and solve problems in
many fields, including computer graphics and image analysis, neural
networks and sensor networks, clustering, robotics, genetics, protein
biochemistry, geography, and others. The aim of
this course is to give a crash course on topology and geometry with an
emphasis on the algorithmic computations for students who are
interested in the application side of mathematics.
Textbooks: Computational Topology, An Introduction by H. Edelsbrunner and J.Harer, available online.
Course Objectives: By the end of semester a successful student will be able to use efficient algorithms to compute homology of a given complex,
and compute persistence homology, relate discrete Morse functions and persistence, sketch persistence diagrams.
Course Outline (14 weeks):
1.Basic topology, surfaces and their triangulations
2.Complexes; simplicial, Delaunay, alpha and Cech complexes
3.Homology groups
4.Relative homology
5.Persistent homology; filtrations, birth and death
6.Barcodes and Persistence diagrams
7.Matrix reduction
8.Smooth Morse theory
9.Discrete Morse theory
10.Reeb Graphs
11.Sublevel sets and bottleneck distance
12.Stability
13.Applications
14. Applications
Important Notice! The classes are planned to be live
in classroom and at the same time the lecture will be live on zoom.
The students satisfying Metu's regulations during pandemic may
attend to the classes. (In
order to attend the face-to-face classes and enter common places such
as studying areas, all students and personnel must complete their
vaccination processes as specified on e-Nabız. It is compulsory to wear
face masks in the classrooms and all the other indoor places. Those who
do not want to fulfill this requirement will not be admitted to the
classes and other related places.)
Schedule:
Tuesdays 10:40-12:30 M-102
Thursdays 11:40-12:30 M-102
Grading: There will be a midterm exam, a final exam and a term project. Details will be explained later.