Pascal's Triangle II (Row Generation)
Question
Given a 1-indexed integer , return the row of Pascal's Triangle. In Pascal's Triangle, each number is the sum of the two numbers directly above it. Goal: Achieve time and auxiliary space.
Solution
Pattern
Multiplicative Combinatorial Formula Instead of calculating factorials or summing previous rows, we compute using the value of .
How to Identify
- The problem asks for a specific row of Pascal's triangle.
- The constraints require a linear time solution.
- The context involves combinations ().
Description
Step-by-step explanation:
- Recognize that the row (1-indexed) corresponds to combinations where .
- Start with the first element: .
- To find the next element at index , use the previous element:
- Key implementation detail: Multiply the previous value by first, then divide by . This ensures the result remains an integer at each step.
- Critical Guard: Use a 64-bit integer (
long) for the multiplication to prevent overflow before the division brings the value back within 32-bit range.
The Intuition
Think of the transition between terms in a binomial expansion. Each term is a ratio of the previous one. We are essentially moving the "choice" pointer across the row. The formula represents the ratio of how many ways we can choose items versus items.
Complexity
| Label | Worst | Average |
|---|---|---|
| Time Complexity | ||
| Space Complexity |
Time Complexity
We calculate each of the elements exactly once using a constant number of arithmetic operations.
Space Complexity
We use auxiliary space if we do not count the required output array.
Code
class Solution {
public int[] pascalTriangleII(int r) {
// Pascal's row r (1-indexed) has r elements.
// n is the row index in combinatorial notation (0-indexed).
int n = r - 1;
int[] row = new int[r];
row[0] = 1; // nC0 is always 1
// We use a long to store the running product to prevent overflow
// during the multiplication step.
long currentVal = 1;
for (int i = 1; i < r; i++) {
// Formula: nCi = nC(i-1) * (n - i + 1) / i
currentVal = currentVal * (n - i + 1) / i;
row[i] = (int) currentVal;
}
return row;
}
}Caveats
- Integer Overflow: Even if the final answer fits in an
int, the intermediate productcurrentVal * (n - i + 1)can easily exceed . - Division Order: You cannot divide before you multiply () because integer division will truncate the result, leading to incorrect values.
Concepts to Think About
- Binomial Theorem: Each row represents the coefficients of .
- Symmetry: Pascal's triangle is symmetric (). You could technically optimize by only calculating half the row and mirroring it, though the complexity remains .
- Dynamic Programming: The approach is essentially DP ().
- Space Compression: If you were asked to generate all rows up to in space, you would use a single array and update it backwards to avoid overwriting values you still need.
Logical Follow-up
Question: How would you find the value at a specific coordinate without generating the whole row?
Solution: Directly use the formula . However, for large values, the multiplicative loop approach is still safer than calculating factorials directly.