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Transcript of LeongHW, SoC, NUS (CS5234 -- Combinatorial and Graph Algorithms) Page 1 About CS5234: Course...
![Page 1: LeongHW, SoC, NUS (CS5234 -- Combinatorial and Graph Algorithms) Page 1 About CS5234: Course Overview CS5234: Combinatorial and Graph Algorithms Level.](https://reader036.fdocuments.us/reader036/viewer/2022082820/56649e625503460f94b5dc8f/html5/thumbnails/1.jpg)
LeongHW, SoC, NUS(CS5234 -- Combinatorial and Graph Algorithms) Page 1
About CS5234: Course Overview
CS5234: Combinatorial and Graph Algorithms
Level and Emphasis of Course Advanced level, geared towards research Learn to design more efficient algorithms Learn advanced techniques for analysis of
algorithms
Challenging Homeworks
Is this course suitable for you? Course Pre-requisites Mathematical Maturity Programming Experience
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CS5234: Comb and Graph Alg (Fall 2007)
Instructor: Leong Hon Wai, COM1 03-41 http://www.comp.nus.edu.sg/~CS5234/2007-08/
Course Objectives: covers advanced design and analysis of algorithms emphasizes efficient algorithms and data
structures Algorithms for combinatorial optimisation Use of algorithms in advanced software
development
Target Students: advanced undergraduate (4th year) students beginning graduate students those doing research in algorithm design
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CS5234: Overview…(2)
Prerequisite: CS3230 Design and Analysis of Algorithms
AND C++ Programming Skills Or Consent of Instructor
TextBook and Reference Material: [CLRS01] Introduction to Algorithms, (2nd
edition) by Cormen, Leiserson, Rivest, Stein
(Material also comes from [Tarj83], [RND77], etc)
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CS5234: Overview… (3)
Course Grading: 30% Homeworks 30% Programming Assignments 40% Final Exam (OPEN BOOK)
Homework: (30%) About 4-5 sets (about 1 every 2-3 weeks) Very important part of the course
Project: (30%) LEDA programming assignments Programming project
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CS5234: Topics (Tentative)
QUICK REVIEW: AA, DS, DP, Greedy, Graph Alg
ADVANCED DATA STRUCTURES and ALGORITHMS Heaps, Fast Graph Algorithms Amortized Analysis and Binomial Heaps, Fibonacci Heaps LEDA: Library of Efficient Data Structures and
Algorithms
COMBINATORIAL Optimization Network Flow Problems: Algorithms and Applications Maximum Matching: Algorithms and Applications CASE STUDY: Graph Partitioning and Berth Allocation
Problem
NP-COMPLETENESS NP-completeness: Cook's Theorem, Reduction Approximation Algorithms Local Search Methods
SPECIAL TOPICS: Presentations by Students
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CS4534: References
Main Text:[CLRS01] Introduction to Algorithms, (2nd edition)
by Cormen, Leiserson, Rivest, Stein, MIT, (2001)
References:[Tar83]* Data Structures and Network Algorithms
by Robert E. Tarjan, SIAM, 1983.
[RND77] Combinatorial Algorithms: Theory & Practice by Reingold, Nievergelt & Deo, PH, (1977)
[PS82] Combinatorial Optimization: Alg. & Complexity, by Papadimitriou & Steiglitz, PH, (1982)
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About CS5234 Homeworks
RSA Problem Routine Problems -- easy practice
problems Standard Problems -- to be submitted Advanced Problems -- for challenge, fun
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About CS5234 Homeworks – (2)
Academic Policy (on Plagiarism) You do your work YOURSELF If REALLY stuck, discuss ONLY general
approaches IF YOU DISCUSS, write names of collaborators
Do NOT copy/compare answers!
Your Homework Answers: Concise & Precise Answers Appropriate Level of Detail (see handouts)
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CS5234: Is this the right Course for You?
I ASSUME knowledge of Programming (CS1101); Data Structures
(CS1102); AND CS3230 Analysis of Algorithms;
If you have NOT done CS3230 or equiv.: Take CS3230 instead!
This is NOT a course to learn algorithms? We assume that you ALREADY KNOW algorithms TAKE CS3230 instead!
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CS5234 Pre-Requisites…
CS3230 Analysis of Algorithms
Else, Background Knowledge Assumed Alternatively, see that you have mastered the
following Chapters from the text [CLRS01] (including the analysis of their running times): Chapters 3-5 Mathematical Foundations Chapters 6-13 Basic Data Structures Chapters 15-16 DP and Greedy Algorithms Chapters 22-24 Basic Graph Algorithms
Otherwise: Talk to instructor (case-by-case)
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Else, Background Knowledge Assumed….
Data Structures: (with Analysis) Stacks, Queues, Lists, Binary search trees, balanced trees, Heaps and priority queues
Algorithm Design Paradigms (with Analysis) Standard sorting and searching algorithms Graph algorithms: DFS, BFS, Dijkstra's SP alg, MST Algorithms Greedy Algorithms, Dynamic Prog, Divide-and-
Conquer
Analysis of Algorithms Expertise with Big-O notations Competent with Algorithm Analysis:
• Quicksort, Heapsort, DFS, BFS, Divide-and-Conquer alg.
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Q & A.
--- The End ---
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CS4234 Lecture 1 -- (14-Aug-07)
“Quick Review” Lecture Topics and Readings
Motivation Asymptotics & Anal of Algs [CLRS]-C1-4 Randomized Quicksort [CLRS]-C7
1.386 n lg n
Augmenting Data Structures [CLRS]-C14
Assignments (in/out): Out: HW1 -- Due on 28-Aug-2007
Quickly get up to speed.
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CS4234 Lecture 2 -- (21-Aug-07)
“Quick Review” Lecture Topics and Readings
Dynamic Programming Algs [CLRS]-C15 Greedy Algorithms [CLRS]-C16 Heaps (Priority Queues) [CLRS]-C6 Graph Algorithms Assumed [CLRS]-C22-23
Quickly get up to speed.