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Python Data Structures and Algorithms

You're reading from   Python Data Structures and Algorithms Improve application performance with graphs, stacks, and queues

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Product type Paperback
Published in May 2017
Publisher Packt
ISBN-13 9781786467355
Length 310 pages
Edition 1st Edition
Languages
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Author (1):
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Benjamin Baka Benjamin Baka
Author Profile Icon Benjamin Baka
Benjamin Baka
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Toc

Table of Contents (14) Chapters Close

Preface 1. Python Objects, Types, and Expressions 2. Python Data Types and Structures FREE CHAPTER 3. Principles of Algorithm Design 4. Lists and Pointer Structures 5. Stacks and Queues 6. Trees 7. Hashing and Symbol Tables 8. Graphs and Other Algorithms 9. Searching 10. Sorting 11. Selection Algorithms 12. Design Techniques and Strategies 13. Implementations, Applications, and Tools

Deterministic selection

The worst-case performance of a randomized selection algorithm is O(n2). It is possible to improve on a section of the randomized selection algorithm to obtain a worst-case performance of O(n). This kind of algorithm is called deterministic selection.

The general approach to the deterministic algorithm is listed here:

  1. Select a pivot:
    1. Split a list of unordered items into groups of five elements each.
    2. Sort and find the median of all the groups.
    3. Repeat step 1 and step 2 recursively to obtain the true median of the list.
  2. Use the true median to partition the list of unordered items.
  3. Recurse into the part of the partitioned list that may contain the ith-smallest element.

Pivot selection

Previously, in...

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