Search a 2D Matrix II
Question
Write an efficient algorithm that searches for a value in an m x n matrix. This matrix has the following properties:
Integers in each row are sorted in ascending from left to right. Integers in each column are sorted in ascending from top to bottom. For example,
Consider the following matrix:
[
[1, 4, 7, 11, 15],
[2, 5, 8, 12, 19],
[3, 6, 9, 16, 22],
[10, 13, 14, 17, 24],
[18, 21, 23, 26, 30]
]
Given target = 5, return true.
Given target = 20, return false.
Analysis
Based on the similar idea with the Search a 2D Matrix, find the sublist one by one at first and then check each sublist in the loop.
Code
class Solution(object):
def searchMatrix(self, matrix, target):
"""
:type matrix: List[List[int]]
:type target: int
:rtype: bool
"""
# use the normal solution
# check the first and the last item in each sublist. Then do the binary search
def binarySearch(idx, matrix, target):
width = len(matrix[0])
begin, end = 0, width
while begin < end - 1:
mid = (begin + end) / 2
if matrix[idx][mid] == target:
return True
elif matrix[idx][mid] < target:
begin = mid
else:
end = mid
if matrix[idx][begin] == target or matrix[idx][end] == target:
return True
else:
return False
if matrix == [] or matrix == [[]]:
return False
height, width = len(matrix), len(matrix[0])
idx = 0
while idx < height:
if matrix[idx][0] <= target <= matrix[idx][-1]:
if binarySearch(idx, matrix, target):
return True
idx += 1
return False