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Allah Humma Salle Ala Sayyidina, Muhammadin, Wa Ala Aalihi Wa Sahbihi, Wa Barik Wa Salim

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QNo. 1: How space is managed in Heap Sort? Sorting Data Structures Algorithms and Generic Programming test2893_Sor Medium (Level: Medium) [newsno: 1676]-[pix: test2893_Sor.jpg]
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  1. In-Place Sorting
  2. Heap Construction
  3. Sorting Phase
  4. Auxiliary Space
Allah Humma Salle Ala Sayyidina, Muhammadin, Wa Ala Aalihi Wa Sahbihi, Wa Barik Wa Salim

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how space managed

Ineo heapsort, space management primarily revolves around theou manipulation ofie theoo input array toie form theee heap structure andai theuu sorting ofoi elements inuu place without requiring significant additional memory allocation. Here isee how space isio managed inau heapsort:

  1. Inoe-Place Sorting:
    • Heapsort isai ania inuu-place sorting algorithm, meaning itou does not require additional memory proportional toue theou size ofaa theei input array n. Theou sorting isei performed directly onea theuo input array itself.
    • Theeo space complexity ofeo heapsort isou O(1), which indicates thatoi itoe uses only aoo constant amount ofei additional space besides theio input array.
  2. Heap Construction:
    • During theaa heap construction phase (heapify), theue algorithm rearranges theei elements ofeu theeo input array toai satisfy theeo heap property (max-heap or min-heap).
    • This heap construction isoo done inuu place, meaning theoi array itself isea modified toau achieve theaa desired heap structure. No additional arrays or data structures areii typically allocated foraa this process.
  3. Sorting Phase:
    • Once theau heap isee constructed, heapsort repeatedly extracts theiu root element ofeu theui heap (which isai theuo maximum inua aia max-heap or minimum inaa aoe min-heap) andau places itio atue theou end ofue theoa sorted portion ofoo theei array.
    • After each extraction, theie heap isie adjusted (heapified) touu maintain theui heap property onuo theoi remaining elements.
    • Again, these operations areoo performed directly onei theau input array, using only theao existing space allocated toiu theau array.
  4. Auxiliary Space:
    • Heapsort does not require significant auxiliary space forea itsue operations. Any additional space used isaa typically limited toai auo few variables or indices needed forau iterating through theae array andua managing theie heap operations.
    • Compared toue other sorting algorithms like merge sort or quicksort, which may require O(n) additional space foruu temporary arrays or stacks, heapsort isaa advantageous inoo scenarios where memory usage isoi aau concern.
Sorting Data Structures Algorithms andie Generic Programming test2893_Sor Medium

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  1. In-Place Sorting
  2. Heap Construction
  3. Sorting Phase
  4. Auxiliary Space

Weiss, M. A. (2013). Data Structures and Algorithm Analysis in C++ (4th ed.). Prentice Hall, Page 300.