Activity Selection Problem in DSA Java - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is the main goal of the Activity Selection Problem?

To select the maximum number of activities that don't overlap in time from a given set of activities, each with a start and finish time.

beginner

Which algorithmic approach is commonly used to solve the Activity Selection Problem efficiently?

A greedy algorithm that selects activities based on earliest finish time first.

intermediate

Why do we sort activities by their finish times in the Activity Selection Problem?

Sorting by finish times helps to always pick the activity that leaves the most room for the remaining activities, maximizing the total number selected.

intermediate

In the Activity Selection Problem, after selecting an activity, what is the next step?

Skip all activities that start before the selected activity finishes, then select the next activity that starts after the current one finishes.

intermediate

What is the time complexity of the greedy solution to the Activity Selection Problem after sorting?

O(n log n) due to sorting the activities by finish time; the selection process itself is O(n).

What is the first step in solving the Activity Selection Problem using a greedy approach?

A Sort activities by their finish times

B Sort activities by their start times

C Select the longest activity first

D Select activities randomly

Sorting activities by finish times ensures we pick the activity that finishes earliest, allowing more activities to fit afterward.

After selecting an activity, which activities are considered next?

A All activities that start before the selected activity finishes

B All activities that start after the selected activity finishes

C All activities with the earliest start time

D All activities with the longest duration

Only activities that start after the current selected activity finishes can be chosen next to avoid overlap.

What does the Activity Selection Problem maximize?

A Total duration of selected activities

B Sum of finish times

C Sum of start times

D Number of selected activities

The goal is to select the maximum number of non-overlapping activities.

Which of these is NOT true about the greedy solution to the Activity Selection Problem?

A It always picks the activity with the earliest finish time next

B It guarantees the optimal solution

C It requires checking all subsets of activities

D It runs efficiently after sorting

The greedy solution does not check all subsets; it makes a local optimal choice at each step.

What is the main reason the greedy algorithm works for the Activity Selection Problem?

A Because the problem has the greedy-choice property and optimal substructure

B Because activities are independent

C Because all activities have the same duration

D Because it tries all possible combinations

The problem has the greedy-choice property and optimal substructure, allowing greedy algorithms to find the optimal solution.

Explain step-by-step how the greedy algorithm solves the Activity Selection Problem.

Think about how sorting helps and how you pick activities one by one.

Why does sorting activities by finish time lead to an optimal solution in the Activity Selection Problem?

Consider how choosing the earliest finishing activity affects the rest.

Practice

1. What is the main goal of the Activity Selection Problem?

easy

A. Calculate the total time of all activities

B. Find the activity with the longest duration

C. Sort activities by their start time

D. Select the maximum number of activities that don't overlap

Solution

1. Step 1: Understand the problem objective

   The Activity Selection Problem aims to choose the largest set of activities that do not overlap in time.

2. Step 2: Identify the correct goal

   Among the options, only selecting the maximum number of non-overlapping activities matches the problem's goal.

3. Final Answer:

   Select the maximum number of activities that don't overlap -> Option D

4. Quick Check:

   Goal = Max non-overlapping activities [OK]

Hint: Focus on maximizing non-overlapping activities [OK]

Common Mistakes:

• Confusing longest duration with maximum count
• Sorting by start time only
• Summing all activity durations

2. Which of the following Java code snippets correctly sorts activities by their finish time for the Activity Selection Problem?

easy

A. Arrays.sort(activities, (a, b) -> a.finish - b.finish);

B. Arrays.sort(activities, (a, b) -> a.start - b.start);

C. Arrays.sort(activities, (a, b) -> b.finish - a.finish);

D. Arrays.sort(activities, (a, b) -> b.start - a.start);

Solution

1. Step 1: Identify sorting criteria for Activity Selection

   Activities must be sorted by their finish time in ascending order to apply the greedy approach.

2. Step 2: Match code to sorting by finish time ascending

   Arrays.sort(activities, (a, b) -> a.finish - b.finish); sorts by finish time ascending (a.finish - b.finish), which is correct.

3. Final Answer:

   Arrays.sort(activities, (a, b) -> a.finish - b.finish); -> Option A

4. Quick Check:

   Sort by finish time ascending = Arrays.sort(activities, (a, b) -> a.finish - b.finish); [OK]

Hint: Sort activities by finish time ascending [OK]

Common Mistakes:

• Sorting by start time instead of finish time
• Sorting in descending order
• Using incorrect comparator syntax

3. What is the output of the following Java code snippet for the Activity Selection Problem?

class Activity {
  int start, finish;
  Activity(int s, int f) { start = s; finish = f; }
}

Activity[] activities = {
  new Activity(1, 4),
  new Activity(3, 5),
  new Activity(0, 6),
  new Activity(5, 7),
  new Activity(8, 9),
  new Activity(5, 9)
};

Arrays.sort(activities, (a, b) -> a.finish - b.finish);

int count = 1;
int lastFinish = activities[0].finish;
for (int i = 1; i < activities.length; i++) {
  if (activities[i].start >= lastFinish) {
    count++;
    lastFinish = activities[i].finish;
  }
}
System.out.println(count);

medium

A. 5

B. 3

C. 4

D. 6

Solution

1. Step 1: Sort activities by finish time ascending

   The activities in sorted order (stable sort preserves order of ties): (1,4), (3,5), (0,6), (5,7), (8,9), (5,9)

2. Step 2: Trace the greedy selection

   Pick (1,4), count=1, lastFinish=4
   Skip (3,5) since 3 < 4
   Skip (0,6) since 0 < 4
   Pick (5,7) since 5 >= 4, count=2, lastFinish=7
   Pick (8,9) since 8 >= 7, count=3, lastFinish=9
   Skip (5,9) since 5 < 9

3. Step 3: Check if any other activities can be selected

   All activities considered, total count = 4 (including the first selected activity)

4. Final Answer:

   4 -> Option C

5. Quick Check:

   Greedy selection count = 4 [OK]

Hint: Sort by finish time, pick next starting after last finish [OK]

Common Mistakes:

• Not sorting activities before selection
• Selecting overlapping activities
• Incorrectly updating last finish time

4. Identify the error in the following Java code snippet for the Activity Selection Problem:

Arrays.sort(activities, (a, b) -> a.finish + b.finish);

int count = 1;
int lastFinish = activities[0].finish;
for (int i = 1; i < activities.length; i++) {
  if (activities[i].start >= lastFinish) {
    count++;
    lastFinish = activities[i].finish;
  }
}
System.out.println(count);

medium

A. Loop starts from index 0 instead of 1

B. Comparator uses addition instead of subtraction for sorting

C. Condition should check start > lastFinish, not >= lastFinish

D. Count variable is not initialized

Solution

1. Step 1: Analyze the comparator in Arrays.sort

   The comparator uses a.finish + b.finish, which does not correctly compare finish times. It should use subtraction (a.finish - b.finish) to sort ascending.

2. Step 2: Understand impact of incorrect comparator

   Using addition returns a positive number regardless of order, causing incorrect sorting and wrong activity selection.

3. Final Answer:

   Comparator uses addition instead of subtraction for sorting -> Option B

4. Quick Check:

   Comparator must subtract finish times [OK]

Hint: Use subtraction in comparator, not addition [OK]

Common Mistakes:

• Using addition in comparator instead of subtraction
• Starting loop at wrong index
• Misunderstanding condition operator

5. Given the following activities with start and finish times:

int[] start = {1, 3, 0, 5, 8, 5};
int[] finish = {2, 4, 6, 7, 9, 9};

Which set of activities selected by the greedy algorithm (selecting earliest finish time first) is correct?

hard

A. [Activity(1,2), Activity(3,4), Activity(5,7), Activity(8,9)]

B. [Activity(0,6), Activity(5,7), Activity(8,9)]

C. [Activity(1,2), Activity(5,9)]

D. [Activity(3,4), Activity(5,7), Activity(5,9)]

Solution

1. Step 1: Sort activities by finish time ascending

   Activities sorted by finish time:
   (1,2), (3,4), (0,6), (5,7), (8,9), (5,9)

2. Step 2: Select activities greedily

   Pick (1,2) first.
   Next, (3,4) start=3 >=2 select.
   (0,6) start=0 <4 skip.
   (5,7) start=5 >=4 select.
   (8,9) start=8 >=7 select.
   (5,9) start=5 <7 skip.

3. Step 3: Final selected set

   [Activity(1,2), Activity(3,4), Activity(5,7), Activity(8,9)]

4. Final Answer:

   [Activity(1,2), Activity(3,4), Activity(5,7), Activity(8,9)] -> Option A

5. Quick Check:

   Greedy selection = [Activity(1,2), Activity(3,4), Activity(5,7), Activity(8,9)] [OK]

Hint: Pick activities with earliest finish time, skip overlapping [OK]

Common Mistakes:

• Choosing activities with longer duration
• Selecting overlapping activities
• Ignoring sorting by finish time