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Algorithms and Data Structures

1. Review on Algorithm Analysis & Trees

Mathematics review. Asymptotic notations and growth of functions. Overview of general, binary and search trees. AVL trees, Splay trees, B-trees.

2. Priority Queues

Binary heap, d-heap, Min-Max heap, leftist heap, binomial heap.

3. Sorting and Order Statistics

Overview and classification of sorting algorithms, insertion sort, mergesort, heapsort, quicksort, lower bound for sorting, bucket sort and radix sort, indirect sorting and external sorting, Order statistics.

4. Graphs and Networks

Implementation of graphs, topological sort, shortest path, network flow problems, minimum spanning tree, search techniques, introduction to NP-completeness.

5. Algorithm Design Techniques

Combinatorial optimization, greedy algorithms, divide and conquer, dynamic programming, randomized algorithms, backtracking algorithms, branch and bound.

6. Advanced Algorithms (as time permits).

Distributed Algorithms. Parallel Algorithms. Advanced algorithmic analysis: Amortized analysis, online and offline algorithms.

Kĩ năng: Thuật toán, Java, Matlab and Mathematica, Machine Learning (ML), Phân tích nhị phân

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( 0 nhận xét ) Regina, Canada

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