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Algorithmen für Graph ...
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Lecture 1, Monday
Mon Oct 14, 2024 02:15 PM - | 03:45 PM
Graph terminology, vertices/nodes, edges/arcs; directed and undirected graphs; multiple edges and loops; Graphs with weights; paths; walks; cycles; degree (indegree/outdegree); trees; Eulerian walks, Hamilton tours
Graph representations:
adjacenty matrix and adjacency lists; half-edge data structure
different queries on graphs
implicit representations: intersection graphs; unit-disk graphs
[graph drawing; information visualization; planarity]
Euler tours
Hierholzer's algorithm from 1871. O(m+n) runtime
Lecture 2, Friday
Fri Oct 18, 2024 12:15 PM - | 01:45 PM
Open Eulerian walks.
Euler tours
last-exit tree
the BEST theorem of de Bruijn, Ehrenfest, Smith and Tutte
from 1941/1951, part 1
depth-first search
preorder and postorder
PADS
, a library of Python Algorithms and Data Structures implemented by David Eppstein
Lecture 3, Monday
Mon Oct 21, 2024 02:15 PM - | 03:45 PM
connected components in directed and undirected graphs
condensation of strong components
k
-connectivity,
k
-edge-connectivity
biconnected components, blocks and cutvertices, bridges
testing for biconnectivity via depth-first search using
low
-pointers
ear decomposition and open ear decomposition
s
-
t
-orientation and
s
-
t
-numbering
Lecture 4, Friday
Fri Oct 25, 2024 12:15 PM - | 01:45 PM
partition into chains, testing 2-edge-connectivity and 2-connectivity, ear decomposition (Algorithm of Jens M. Schmidt)
partition into biconnected components (blocks)
streamlined computation of an
s
-
t
-numbering (algorithm of R. E. Tarjan)
Lecture 5, Monday
Mon Oct 28, 2024 02:15 PM - | 03:45 PM
test strong connectivity and partition into strong components, vgl. Überblick von
Tarjan und Zwick, 2024
strong components and leaders
cycle-finding algorithm
condensation and acyclicity
certificate of correctness
bidirected search algorithm (without proof)
Lecture 6, Friday
Fri Nov 01, 2024 12:15 PM - | 01:45 PM
Flows in networks
capacities, conservation of flow, excess, capacities, additivity of excess
cuts
Max-flow-min-cut theorem
residual graph
R
f
, flow augmentation, augmenting paths
algorithm of Ford an Fulkerson
characterization of optimality by the residual network.
Lecture 7, Monday
Mon Nov 04, 2024 02:15 PM - | 03:45 PM
Maximum flow by the preflow-push (or push-relabel) algorithm
preflow (with corrected definition of excess), active (or
overflowing
) vertices
"height" or "distance" labels
d
u
admissible arcs
general push/relabel operation
analysis: labels bounded by 2
n
saturating and nonsaturating pushes
potential function Φ
general bound
O
(
m
n
2
)
highest label variant:
O
(
n
3
)
Implementation: (a) finding the highest label by bucketing (b) finding an admissible arc
practical speedup: periodic breadth-first-search
Lecture 8, Friday
Fri Nov 08, 2024 12:15 PM - | 01:45 PM
preflow-push (or push-relabel) algorithm with the FIFO-queue variant:
O
(
n
3
)
practice: periodic breadth-first-search and the gap heuristic
better analysis, leading to O(
n
2
sqrt(
m
))
Circulations
decomposition into at most
m
circuit flows
Multiterminal flows
Lecture 9, Monday
Mon Nov 11, 2024 02:15 PM - | 03:45 PM
applications of the max-flow-min-cut theorem
marriage theorem of Philip Hall
vertex cover in a bipartite graph: theorem of Dénes Kőnig
minimum-cost flow: optimality criteria
shortest paths with negative-cost edges: the Bellman-Ford algorithm
reduced costs
Lecture 10, Friday
Fri Nov 15, 2024 12:15 PM - | 01:45 PM
minimum-cost flow: optimality criteria
characterization of graphs without negative cycles
reduced costs
minimum-cost flow: algorithms
shortest augmenting paths
capacity scaling, see
writeup
Lecture 11, Monday
Mon Nov 18, 2024 02:15 PM - | 03:45 PM
minimum cut in undirected graphs, algorithm of Stoer and Wagner
all-pairs minimum cut in undirected graphs, Gomory-Hu tree
submodularity of the cut function
Lecture 12, Friday
Fri Nov 22, 2024 12:15 PM - | 01:45 PM
all-pairs minimum cut in undirected graphs, Gomory-Hu tree
planar graph, planar maps, doubly-connected edge list
combinatorial embedding, rotation system
Lecture 13, Monday
Mon Nov 25, 2024 02:15 PM - | 03:45 PM
Euler's formula for plane graphs
bound
m
≤3
n
−6
maximal plane graphs, or triangulations
Kuratowski's characterization of planar graphs, Kuratowski subgraphs
proof of the necessary part
chords of face cycles
triangulating a 2-connected plane graph
Constructing a straight-line embedding: the shift algorithm of de Fraysseix, Pach, and Pollack
canonical order for a triangulated graph
frozen edges
Lecture 14, Friday
Fri Nov 29, 2024 12:15 PM - | 03:45 PM
The shift algorithm of de Fraysseix, Pach, and Pollack
Addendum: Shifting does not produce crossings
Invariant: Shifting the frozen components apart by any positive amounts does not produce crossings.
Combinatorial surfaces, Euler characteristic
Schnyder woods and planarity
Schnyder woods from canonical orientations
Lecture 15, Monday
Mon Dec 02, 2024 02:15 PM - | 03:45 PM
Schnyder woods:
vertex rule
outer face rule
tree rule (follows from vertex rule)
Three disjoint paths to the root
Crossing-free drawing: correctly oriented triangles are enough
Lecture 16, Friday
Fri Dec 06, 2024 12:15 PM - | 01:45 PM
Schnyder woods from 3-orientations
Storing a graph, testing adjacency, orientations with bounded outdegree
Degeneracy, density
Whitney's theorem on unique embeddability for 3-connected planar graphs
Characterization of unique face cycles
Lecture 17, Monday
Mon Dec 09, 2024 02:15 PM - | 03:45 PM
Linear-time determination of areas in Schnyder woods
Whitney's theorem on unique embeddability for 3-connected planar graphs
sufficiency
Outerplanar graphs
Coloring of k-degenerate graphs
List coloring of planar graphs, 5-choosable (Thomassen, 1997)
Planar separator theorem, definition
Lecture 18, Friday
Fri Dec 13, 2024 12:15 PM - | 03:45 PM
Planar separator theorem, construction
fundamental cycles
breadth-first search
Lecture 19, Monday
Mon Dec 16, 2024 02:15 PM - | 03:45 PM
Vertex elimination and backsubstitution, fill-in
shortest paths
systems of linear equations
Generalized nested dissection
with separators of size sqrt(
n
)
analysis of the runtime (
calculation with all details
)
variant with linear space
Lecture 20, Friday
Fri Dec 20, 2024 02:15 PM - | 03:45 PM
penny-packing theorem (
Ausarbeitung und Folien
)
Lecture 25, Monday
Mon Jan 06, 2025 02:15 PM - | 03:45 PM
constructing planar separators from circle packings
analysis
of the bound on the size of the separators
(
a chapter
from a book by Sariel Har-Peled)
applications of planar separators:
maximum independent set
Lecture 26, Friday
Fri Jan 10, 2025 02:15 PM - | 03:45 PM
testing planarity (
python program and description
, under development)
blocks
marking
Lecture 27, Monday
Mon Jan 13, 2025 02:15 PM - | 03:45 PM
testing planarity
walkup
obstructions
walkdown and teardown
Lecture 28, Friday
Fri Jan 17, 2025 02:15 PM - | 03:45 PM
Maximum-cardinality matching
Optimality criterion by augmenting paths (Petersen 1891)
Alternating trees
Shrinking of blossoms
Optimality certificate: odd-set cover
Lecture 29, Monday
Mon Jan 20, 2025 02:15 PM - | 03:45 PM
Tutte criterion for perfect matchings
Petersen's Theorem for bridgeless cubic multigraphs
Reduction of the general matching problem to graphs with maximum degree 3.
Weighted perfect matchings, applications
Undirected shortest paths
The Chinese Postman Problem
T
-joins
The Christofides heuristic for the traveling salesman problem (TSP)
Lecture 30, Friday
Fri Jan 24, 2025 02:15 PM - | 03:45 PM
Perfect matching in cubic bridgeless graphs (Petersen's theorem)
Algorithm of Frink (1926,
O
(
n
2
)), Biedl/Bose/Demaine/Lubiw (2001) and Gawrychowski/Masylkiewicz (2024)
Applications: terrain guarding, mesh refinement, quadrangulation
Maximum independent sets
branching algorithms
Lecture 31, Monday
Mon Jan 27, 2025 02:15 PM - | 03:45 PM
Number of maximal independent sets (Moon-Moser)
Improved branching for maximum independent set
domination rule
simplicial vertex rule
mirror branching
dynamic programming in trees (example: maximum independent set)
k
-trees
Lecture 32, Friday
Fri Jan 31, 2025 02:15 PM - | 03:45 PM
tree decomposition
k
-trees and tree decompositions
smooth tree decompositions
cliques in tree decompositions
nice tree decompositions
forget nodes, introduction nodes, join nodes
dynamic programming
optimum bisection
path decomposition and pathwidth
Lecture 33, Monday
Mon Feb 03, 2025 02:15 PM - | 03:45 PM
chromatic number χ, clique number ω, independence number α
upper and lower bounds of χ
perfect graphs
mentioned Perfect Graph Theorem and Strong Perfect Graph Conjecture
chordal graphs
contain simplical vertex
are perfect
perfect elimination order
iff chordal
naïve algorithm for finding a PEO
Lecture 34, Friday
Fri Feb 07, 2025 02:15 PM - | 03:45 PM
perfect elimination order
linear-time algorithm for testing a permutation
computing a maximum clique
computing a χ-coloring
(stable matching, Gale-Shapley matching)
(convex bipartite matching)
(2-machine scheduling)
Lecture 35, Monday
Mon Feb 10, 2025 02:15 PM - | 03:45 PM
dynamic programming
number of matchings
coloring
traveling salesperson problem
edge colorings of bipartite graphs
Where is the middle? betweenness index
inclusion-exclusion techniques
bipolar orientations
Lecture 36, Friday
Fri Feb 14, 2025 02:15 PM - | 03:45 PM
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