Add activity selection new algorithm

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Hardik Pawar 2024-10-02 12:41:04 +05:30
parent a9ca110d6b
commit 2364494193

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"""
The Activity Selection Problem is a classic problem in which a set of activities,
each with a start and end time, needs to be scheduled in such a way that
the maximum number of non-overlapping activities is selected.
This is a greedy algorithm where at each step,
we choose the activity that finishes the earliest
and does not conflict with previously selected activities.
Wikipedia: https://en.wikipedia.org/wiki/Activity_selection_problem
"""
def activity_selection(activities: list[tuple[int, int]]) -> list[tuple[int, int]]:
"""
Solve the Activity Selection Problem using a greedy algorithm by selecting
the maximum number of non-overlapping activities from a list of activities.
Parameters:
activities: A list of tuples where each tuple contains
the start and end times of an activity.
Returns:
A list of selected activities that are non-overlapping.
Example:
>>> activity_selection([(1, 3), (2, 5), (3, 9), (6, 8)])
[(1, 3), (6, 8)]
>>> activity_selection([(0, 6), (1, 4), (3, 5), (5, 7), (5, 9), (8, 9)])
[(1, 4), (5, 7), (8, 9)]
>>> activity_selection([(1, 2), (2, 4), (3, 5), (0, 6)])
[(1, 2), (2, 4)]
>>> activity_selection([(5, 9), (1, 2), (3, 4), (0, 6)])
[(1, 2), (3, 4), (5, 9)]
"""
# Step 1: Sort the activities by their end time
sorted_activities = sorted(activities, key=lambda x: x[1])
# Step 2: Select the first activity (the one that finishes the earliest)
# as the initial activity
selected_activities = [sorted_activities[0]]
# Step 3: Iterate through the sorted activities and select the ones
# that do not overlap with the last selected activity
for i in range(1, len(sorted_activities)):
if sorted_activities[i][0] >= selected_activities[-1][1]:
selected_activities.append(sorted_activities[i])
return selected_activities