Consider an n by n matrix, where each of the n² entries is a positive integer. If the entries in this matrix are unsorted, then determining whether a target number t appears in the matrix can only be done by searching through each of the n² entries. Thus, any search algorithm has a running time of O(n²). However, suppose you know that this n by n matrix satisfies the following properties: • Integers in each row increase from left to right. • Integers in each column increase from top to bottom. An example of such a matrix is presented below, for n=5. 1 47 11 15 2 5 8 12 19 3 6 9 16 22 10 13 14 17 24 18 21 23 26 30 Here is a bold claim: if the n by n matrix satisfies these two properties, then there exists an O(n) algorithm to determine whether a target number t appears in this matrix. Determine whether this statement is TRUE or FALSE. If the statement is TRUE, describe your algorithm and explain why your algorithm runs in O(n) time. If the statement is FALSE, clearly explain why no linear time algorithm exists.

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
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Consider an n by n matrix, where each of the n2 entries is a
positive integer.
If the entries in this matrix are unsorted, then determining
whether a target number t appears in the matrix can only be done
by searching through each of the n2 entries. Thus, any search
algorithm has a running time of O(n²).
However, suppose you know that this n by n matrix satisfies the
following properties:
• Integers in each row increase from left to right.
• Integers in each column increase from top to bottom.
An example of such a matrix is presented below, for n=5.
4 7 11 15
2 5 8 12 19
3 6 9 16 22
10 13 14 17 24
1
18 21 23 | 26 | 30
Here is a bold claim: if the n by n matrix satisfies these two
properties, then there exists an O(n) algorithm to determine
whether a target number t appears in this matrix.
Determine whether this statement is TRUE or FALSE. If the
statement is TRUE, describe your algorithm and explain why your
algorithm runs in O(n) time. If the statement is FALSE, clearly
explain why no linear time algorithm exists.
Transcribed Image Text:Consider an n by n matrix, where each of the n2 entries is a positive integer. If the entries in this matrix are unsorted, then determining whether a target number t appears in the matrix can only be done by searching through each of the n2 entries. Thus, any search algorithm has a running time of O(n²). However, suppose you know that this n by n matrix satisfies the following properties: • Integers in each row increase from left to right. • Integers in each column increase from top to bottom. An example of such a matrix is presented below, for n=5. 4 7 11 15 2 5 8 12 19 3 6 9 16 22 10 13 14 17 24 1 18 21 23 | 26 | 30 Here is a bold claim: if the n by n matrix satisfies these two properties, then there exists an O(n) algorithm to determine whether a target number t appears in this matrix. Determine whether this statement is TRUE or FALSE. If the statement is TRUE, describe your algorithm and explain why your algorithm runs in O(n) time. If the statement is FALSE, clearly explain why no linear time algorithm exists.
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