Rod Cutting Problem in DSA Typescript - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is the main goal of the Rod Cutting Problem?

To find the best way to cut a rod into pieces to maximize the total selling price.

beginner

What does the price array represent in the Rod Cutting Problem?

It shows the selling price for each possible length of the rod piece.

intermediate

How does dynamic programming help solve the Rod Cutting Problem?

It stores results of smaller subproblems to avoid repeated calculations and finds the maximum profit efficiently.

intermediate

What is the time complexity of the dynamic programming solution for the Rod Cutting Problem?

O(n²), where n is the length of the rod.

advanced

Explain the recurrence relation used in the Rod Cutting Problem.

max_profit(n) = max over i from 1 to n of (price[i - 1] + max_profit(n - i)), where n is the rod length.

What does the Rod Cutting Problem aim to maximize?

A Length of the rod

B Number of cuts

C Total selling price

D Weight of the rod

The goal is to maximize the total selling price by cutting the rod optimally.

Which technique is commonly used to solve the Rod Cutting Problem efficiently?

A Brute Force

B Dynamic Programming

C Greedy Algorithm

D Divide and Conquer

Dynamic Programming stores intermediate results to avoid repeated work.

If the rod length is 4, how many subproblems does the dynamic programming solution consider?

A 4

B 8

C 16

D 10

It considers subproblems for lengths 1 to 4.

What is the base case in the Rod Cutting Problem dynamic programming solution?

A Profit for rod length 1 is 1

B Profit for rod length 2 is 2

C Profit for rod length n is n

D Profit for rod length 0 is 0

When the rod length is 0, no cuts can be made, so profit is 0.

What does the recurrence relation max_profit(n) = max(price[i] + max_profit(n - i)) represent?

A Maximum profit by cutting rod into pieces

B Minimum number of cuts

C Maximum rod length

D Maximum price for a single piece

It calculates the best profit by trying all cut positions.

Describe how you would use dynamic programming to solve the Rod Cutting Problem.

Think about breaking the problem into smaller pieces and storing results.

Explain the importance of the price array in the Rod Cutting Problem and how it affects the solution.

Consider how prices influence which pieces to cut.

Practice

1. What is the main goal of the Rod Cutting Problem in algorithms?

easy

A. To count the total number of ways to cut the rod

B. To minimize the number of cuts made on the rod

C. To maximize the total profit by cutting the rod into pieces

D. To find the shortest rod length possible

Solution

1. Step 1: Understand the problem objective

   The rod cutting problem aims to cut a rod into pieces to get the maximum total price from selling those pieces.

2. Step 2: Identify the goal

   The goal is to maximize profit, not minimize cuts or count ways.

3. Final Answer:

   To maximize the total profit by cutting the rod into pieces -> Option C

4. Quick Check:

   Maximize profit = maximize total price [OK]

Hint: Focus on maximizing profit from pieces, not cuts or counts [OK]

Common Mistakes:

• Thinking the goal is to minimize cuts
• Confusing with counting ways to cut
• Assuming shortest rod length is the goal

2. Which of the following TypeScript function signatures correctly represents the rod cutting problem function?

easy

A. function rodCutting(prices: string[], length: number): number

B. function rodCutting(length: number, prices: number[]): void

C. function rodCutting(prices: number[], length: number): string

D. function rodCutting(prices: number[], length: number): number

Solution

1. Step 1: Analyze function parameters and return type

   The function should take an array of prices (number[]) and the rod length (number), returning the maximum profit (number).

2. Step 2: Match correct signature

   function rodCutting(prices: number[], length: number): number matches this: prices array first, length second, returns number.

3. Final Answer:

   function rodCutting(prices: number[], length: number): number -> Option D

4. Quick Check:

   Input: prices array, length; Output: number [OK]

Hint: Function returns max profit as number, inputs are prices array and length [OK]

Common Mistakes:

• Swapping parameter order
• Returning void or string instead of number
• Using wrong parameter types like string[] for prices

3. What is the output of the following TypeScript code for rod cutting?

const prices = [1, 5, 8, 9];
const length = 4;
function rodCutting(prices: number[], n: number): number {
  if (n === 0) return 0;
  let maxVal = -Infinity;
  for (let i = 1; i <= n; i++) {
    maxVal = Math.max(maxVal, prices[i - 1] + rodCutting(prices, n - i));
  }
  return maxVal;
}
console.log(rodCutting(prices, length));

medium

A. 10

B. 9

C. 11

D. 8

Solution

1. Step 1: Understand recursive calls and prices

   Prices for lengths 1 to 4 are [1,5,8,9]. The function tries all cuts and sums prices recursively.

2. Step 2: Calculate max profit for length 4

   Possible cuts:
   - 1 + rodCutting(3) = 1 + 8 = 9
   - 5 + rodCutting(2) = 5 + 5 = 10
   - 8 + rodCutting(1) = 8 + 1 = 9
   - 9 + rodCutting(0) = 9 + 0 = 9
   rodCutting(2) = max(1+rodCutting(1),5+rodCutting(0)) = max(1+1,5+0)=5
   rodCutting(3) = max(1+rodCutting(2),5+rodCutting(1),8+rodCutting(0)) = max(1+5,5+1,8+0)= max(6,6,8)=8
   So max is 10.

3. Final Answer:

   10 -> Option A

4. Quick Check:

   Max profit for length 4 = 10 [OK]

Hint: Try all cuts recursively, pick max sum [OK]

Common Mistakes:

• Ignoring recursive calls
• Using wrong indices for prices
• Assuming max is price of full length only

4. Identify the bug in this TypeScript rod cutting function:

function rodCutting(prices: number[], n: number): number {
  if (n <= 0) return 0;
  let maxVal = 0;
  for (let i = 1; i < n; i++) {
    maxVal = Math.max(maxVal, prices[i - 1] + rodCutting(prices, n - i));
  }
  return maxVal;
}

medium

A. Loop should run until i <= n, not i < n

B. Base case should return -Infinity instead of 0

C. prices array indexing is off by one

D. Function should return void, not number

Solution

1. Step 1: Check loop range correctness

   The loop runs from i = 1 to i < n, so it misses the case when i = n (full length cut).

2. Step 2: Fix loop to include full length cut

   Changing loop condition to i <= n ensures all cuts including full length are considered.

3. Final Answer:

   Loop should run until i <= n, not i < n -> Option A

4. Quick Check:

   Include full length cut by i <= n [OK]

Hint: Loop must include full length cut (i <= n) [OK]

Common Mistakes:

• Using i < n misses full rod cut
• Changing base case incorrectly
• Misindexing prices array

5. Given a rod of length 5 and prices array [2, 5, 7, 8, 10], what is the maximum profit using dynamic programming approach?

hard

A. 13

B. 12

C. 14

D. 15

Solution

1. Step 1: Use bottom-up DP to find max profit

   Prices: length 1=2, 2=5, 3=7, 4=8, 5=10.
   Calculate max profit for each length:
   dp[0]=0
   dp[1]=max(2)=2
   dp[2]=max(2+dp[1],5)=max(2+2,5)=5
   dp[3]=max(2+dp[2],5+dp[1],7)=max(2+5,5+2,7)=7
   dp[4]=max(2+dp[3],5+dp[2],7+dp[1],8)=max(2+7,5+5,7+2,8)=max(9,10,9,8)=10
   dp[5]=max(2+dp[4],5+dp[3],7+dp[2],8+dp[1],10)=max(2+10,5+7,7+5,8+2,10)=max(12,12,12,10,10)=12
   Therefore, correct answer is 12.

2. Final Answer:

   12 -> Option B

3. Quick Check:

   DP max profit for length 5 = 12 [OK]

Hint: Use bottom-up DP, check all cuts for max profit [OK]

Common Mistakes:

• Ignoring smaller cuts combinations
• Miscomputing dp array values
• Assuming price of full length is max