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Computational Geometry - Fall 2022-2023

Fall 2022-2023


Course hours & location: Monday, 16:10-19:00  @ Britannia 005

Recitation: Monday, 19:10-20:00 @ Dach Auditorium


InstructorDan Halperin ,
Office hours: by appointment; we can have zoom sessions, 
meet in my office (CheckPoint 434), or correspond by email
Teaching Assistant: Michal Kleinbort,
Office hours: by appointment

Grader: Michael Moshe Bilevich,


The course covers fundamental algorithms for solving geometric problems such as computing convex hulls, intersection of line segments, Voronoi diagrams, polygon triangulation, and linear programming in low dimensional space. We will also discuss several applications of geometric algorithms to solving problems in robotics, GIS (geographic information systems), computer graphics, and more.


The main textbook of the course is:

Computational Geometry: Algorithms and Applications (CGAA), 3rd edition by M. de Berg, M. van Kreveld, M. Overmars, and O. Schwarzkopf.

A bibliographic list for the course



I will often use slides that accompany the main textbook of the course. The slides are by Marc van Kreveld and they can be found

at the following site: Geometric Algorithms


Assignments, Examination and Grade:

The standard assignments will account for 10% of the final grade, in case they improve the final grade. 

The grade in the final exam will account for the remaining 90% of the grade in the course. 

Exam(ple), pdf file, traditional style

Although the assignment grades will be used only for improving the final grade, submission of the assignments is mandatory and a prerequisite for taking the exam.


About halfway through the course (probably earlier), we will present a programming assignment.

This year's programming assignment is Minimum Coverage by Convex Polygons as described in the Computational Geometry Challenge 2023. We will use the same input and output format. More details on the assignment will be provided soon.

We encourage you to submit the programming assignment as well. This is not mandatory. 

If however you do submit it, then your grade breakdown will be 10% the standard assignments, 
15% the programming assignment, and 75% the final exam. Here as well, 
the assignments grades will be counted toward the final grade only if they improve it.

The assignments will appear in the Moodle page of the course; the solutions should be submitted as a pdf file there.


Course Summary:

Below you'll find a very brief summary of what was covered in class during the semester.
This should not be taken as a complete description of the course's contents.
For an outline of the course, see for example, the course summary in the Spring 2022 computational geometry course.


What is Computational Geometry? 
Motivation and techniques. A slow convex hull algorithm. Graham's O(n log n) algorithm (Chapter 1 in CGAA). (slides1.) Lower bound. Gift-wrapping algorithm for computing the convex hull, Jarvis's March (Preparata-Shamos, Section 3.3.3).
Orientation (Side-of-line) test, course mechanics and overview (slides).
Output sensitive algorithm to compute the intersections of line segments: Bentley Ottmann's plane sweep (CGAA, Chapter 2), (slides2a).
The Doubly Connected Edge List, DCEL (CGAA, Chapter 2). (slides2b).
The Doubly Connected Edge List, DCEL, cont'd, and map overlay  (CGAA, Chapter 2). (slides2b).
Euler's formula for plane graphs, proof without induction (Proofs from THE BOOK, Aigner-Ziegler, 5th Ed., Chapter 13)
The Douglas-Peucker algorithm (see, e.g., wikipedia).
Polygon triangulation and the art gallery problem (slides), up till Slide #13
Polygon triangulation and the art gallery problem, cont'd (slides)
Introduction to CGAL, guest talk by Efi Fogel (slides)
Casting, half-plane intersection and Linear Programming in low dimensions (CGAA Chapter 4, slides4a).
Supplementary material (Slides) , up till Unbounded LP.
Unbounded LP2D, LP3D (Slides, revised version).
Smallest enclosing circle (CGAA Section 4.7, slides4b). GeoGebra files: SEC is unique, SEC new point on boundary 
Orthogonal range searching I: kd-trees (CGAA, Chapter 5, slides5a)
Orthogonal range searching II: range trees (CGAA, Chapter 5, slides5b)
Orthogonal range searching, continued: fractional cascading (CGAA, Chapter 5, slides5b)
Trapezoidal maps and planar point location (CGAA, Chapter 6, slides6)
Trapezoidal maps and planar point location, cont'd (CGAA, Chapter 6, slides6)
Guaranteed logarithmic-time point location (slides, paper)
Point-Line duality, arrangements of lines in the plane, the zone theorem and incremental construction of the arrangement (CGAA, Chapter 8, slides8).
Point-Line duality, arrangements of lines in the plane, the zone theorem and incremental construction of the arrangement, cont'd (CGAA, Chapter 8, slides8).
More on arrangements and duality (slides).
The minimum area triangle problem (CGAL Arrangements and Their Applications, Section 4.2.1)
The casting problem revisited (slides) (paper); Voronoi diagrams (CGAA, Chapter 7, slides7_combined)
Voronoi diagrams (CGAA, Chapter 7, slides7_combined)
Arcs on the beach line (slides)
Triangulating planar point sets and Delaunay triangulations (CGAA, Chapter 9) (slides)
Tiling with squares and packing dominos in polynomial time, guest talk by Mikkel Abrahamsen (slides, new version 09/01/23)
Computing convex hulls in 3D (CGAA, Chapter 11) (slides)
The plan:
Connections between major geometric structures (slides)
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