"Babes-Bolyai" University of Cluj-Napoca
Faculty of Mathematics and Computer Science
| Analysis and Complexity of Algorithms |
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| Teaching Staff in Charge |
Lect. IONESCU Clara, Ph.D., clara cs.ubbcluj.ro |
| Aims |
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After studying the subjects presented in the lectures, the students will be able to:
* use mechanisms for algorithms analysis * perform complexity analysis for algorithms * identify the class of a given problem * design and analyze algorithms * design programs according to the users' requests * to check the correctness of a software product after building it * to use developing tools for applications |
| Content |
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Introduction (Algorithms. Algorithm analysis. Algorithm design)
* Mechanisms for complexity analysis (Asymptotic notation. Standard notations and common functions. Amortized analysis) * Mathematical foundations (Summations. Recurrences and recursion. Sets. Counting and probability) * Number-theoretic algorithms * Combinatorial algorithms * Dirichlet's box * Classifying problems according to their time complexity. NP-Completeness * Programming techniques (Divide et Impera. Sorting. Searching. String matching) * Advanced programming techniques (Greedy algorithms. Heuristic greedy algorithms. Dynamic programming. Elements of computational geometry) * Solving NP-complete problems and comparison of different solutions (Backtracking. Heuristic greedy algorithms. Probabilistic algorithms. Approximation algorithms. Evolutionary algorithms) |
| References |
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1. CORMEN, T. - LEISERSON, CH. - RIVEST, R. - STEIN, C. : Új algoritmusok, Scolar Kiadó, Budapest, 2003.
2. CORMEN, T. - LEISERSON, CH. - RIVEST, R. : Introducere în algoritmi, Editura Computer Libris Agora, Cluj-Napoca, 2000. 3. BRASSARD, G. - BRATLEY, P. : Algorithmics: Theory and Practice, Prentice Hall, 1988. 4. BRASSARD, G. - BRATLEY, P. : Fundamentals of Algorithmics, Prentice Hall, 1996. 5. HOROWITZ, E. - SAHNI, S. : Fundamentals of Computer Algorithms, Computer Science Press, 1978. 6. HOROWITZ, E. - SAHNI, S. - RAJASEKARAN, S. : Computer Algorithms, Computer Science Press, 1998. 7. KNUTH, D. : Arta programării calculatoarelor, vol. III, Sortare şi Căutare, Editura Teora, Bucuresti, 2001. 8. RÓNYAI, L. - IVANYOS, G. - SZABÓ, R. : Algoritmusok, Typotex, Budapest, 1999. 9. STORER, J.A. : An Introduction to Data Structures and Algorithms, Birkhauser Springer 2002. 10. WIRTH, N. : Algorithms + Data Structures = Programs, Prentice Hall, 1976. |
| Assessment |
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* During the semester the students will have home-works.
* In the seventh week they will sustain a written exam (first mark). * At the end of the semester they will sustain a written exam (second mark). * The final mark will be computed as follows: - Home-works - +1/0/-1 p - First mark - 4p - Second mark - 5p |
| Links: | Syllabus for all subjects Romanian version for this subject Rtf format for this subject |