What is the time complexity for finding a specific value in a two-dimensional matrix?

The challenge at hand is quite straightforward: develop an algorithm that can determine if the target value exists within the given matrix. Here, I have devised two potential solutions. However, I am uncertain as to which one would be more efficient. Personally, I lean towards solution 1 due to its omission of building a new array. But, would this truly result in significantly faster performance?

Solution 1:

var searchMatrix = function(matrix, target) {
    let cols = matrix[0].length;
    let rows = matrix.length;
    let left = 0; 
    let right = cols*rows - 1;
    
    while(left <= right) {
        let midIndex = left + Math.floor((right-left)/2);
        let midValue = matrix[Math.floor(midIndex/cols)][Math.floor(midIndex%cols)];
        console.log(midValue);
        if(midValue === target) {
            return true;
        }
        else if(midValue < target) {
            left = midIndex + 1;
        } else {
            right = midIndex - 1;
        }
    }
    return false;
};

Solution 2:

var searchMatrix = function(matrix, target) {
    let arr = []
    for(let row of matrix) {
        arr = [...arr,...row];
    }
    let left = 0;
    let right = arr.length - 1;
    
    while(left <= right) {
        let middle = left + Math.floor((right-left)/2);
        if(arr[middle] === target) {
            return true;
        } else if(arr[middle] < target) {
            left = middle + 1;
        } else {
            right = middle - 1;
        }
    }
        
    return false;
};

In Solution 2, our major alteration involves converting the matrix into a standard Array. Does this adjustment escalate the algorithm's complexity to O(n), considering we must iterate over and add every element to the new array?

By contrast, Solution 1 operates sans the necessity of forming a new array; thus, we maintain constant space, correct? Elucidating why the first solution excels in terms of time/space efficiency eludes me.

Answer №1

After reviewing the feedback provided for the article, it is evident that prioritizing readability and the capacity to assess time complexity will provide the optimal solution. It may be beneficial to enhance the clarity of the first option by introducing a distinct function designed to compute the matrix value.

The second choice results in increased space utilization due to the creation of an extra array for search purposes.

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