The Problem of Dividing Balls into Boxes

Written on July 23, 2023

Views : Loading...

The Problem of Dividing Balls into Boxes

The problem of dividing balls into boxes

This document discusses various variants of the problem of dividing n balls into m boxes. Markdown styles and MathJax have been added to improve readability and to display mathematical equations correctly.

Variants of the Problem

  1. Boxes can be empty:

    • Balls and boxes are identical.
    • Balls are identical, boxes are distinct.
    • Balls are distinct, and boxes are identical.
    • Balls and boxes are distinct.
  2. Boxes cannot be empty:

    • Balls and boxes are identical.
    • Balls are identical, boxes are distinct.
    • Balls are distinct, and boxes are identical.
    • Balls and boxes are distinct.

Variant 1: Boxes cannot be empty

1. Both boxes and balls are identical.

In this case, there are n identical balls and m identical boxes. The goal is to partition the n balls into m parts, where each part (box) must contain at least one ball.

For this, we can use a partition function which can be calculated using the formula:

$$ P(n,r) = P(n-r,r-1) $$

where $ P(n,n) = 1 $ and $ P(n, 0) = 0 $.

This can be calculated using dynamic programming and memoization.

2. Balls are identical, and boxes are distinct.

Given n identical balls and m distinct boxes, this problem can be modeled as a linear equation:

$$ x_1 + x_2 + x_3 + \ldots + x_m = n $$

where each $ x \geq 1 $.

The number of solutions is given by:

$$ \text{ans} = \binom{n-1}{m-1} $$

3. Balls are distinct, but boxes are identical.

There are n distinct balls and m identical boxes. The solution is given by Stirling number of the Second kind, $ S(n,r) $:

$$ S(n,r) = \frac{1}{r!} \left( \binom{r}{0} \cdot n^r - \binom{r}{1} \cdot (r-1)^n + \binom{r}{2} \cdot (r-2)^n - \ldots + (-1)^{r-1} \cdot 1^n \right) $$

4. Both balls and boxes are distinct.

This problem is the same as the number of onto functions from a set containing n elements to a set containing r elements. It is given by:

$$ r^n - \left( \binom{n}{1} \cdot (r-1)^n - \binom{r}{2} \cdot (r-2)^n + \ldots + (-1)^{r-1} \cdot 1^n \right) $$

Variant 2: Boxes can be empty

1. Both boxes and balls are distinct.

There are n distinct balls and m identical boxes. This is the same as the number of elements that can be assigned to a set containing n elements to a set containing m elements.

$$ \text{ans} = m^n $$

2. Balls are identical, and boxes are distinct.

Given n identical balls and m distinct boxes, this problem can be modeled as a linear equation:

$$ x_1 + x_2 + x_3 + \ldots + x_m = n $$

where each $ x \geq 0 $.

The number of solutions is given by:

$$ \text{ans} = \binom{n+m-1}{m-1} $$

3. Balls are distinct, but boxes are identical.

There are n distinct balls and m identical boxes. The solution is given by Bell number $ B_n $:

$$ B_n = \sum_{k=0}^{r} S(n,k) $$

where $ S $ is the Stirling number of the Second kind.

4. Both balls and boxes are Identical.

In this case, there are n identical balls and m identical boxes. The goal is to partition the n balls into m parts, where some parts can be empty.

For this, we can use a partition function which can be calculated using the formula:

$$ P(n,r) = P(n-1,r-1) + P(n-r,r) $$

where $ P(n,n) = 1 $ and $ P(n, 0) = 0 $.

This can be calculated using dynamic programming and memoization.

Share this blog

Related Posts

Unveiling 2-Edge Connected Components with DFS Lowlinking

25-11-2024

CP & Interviews
Graph Theory
Algorithms
Bridges

In the realm of graph theory, understanding the connectivity of a network is crucial for numerous ap...

Z Algorithm and Implementation for String Searching

24-11-2024

CP & Interviews
String

Dive deep into the Z Algorithm, a fundamental technique in string processing. This blog elucidates t...

Cover image for Master all SQL Queries for interviews
Master all SQL Queries for interviews

28-07-2024

CP & Interviews
Sql

In this comprehensive guide, you'll master essential SQL queries to ace your database-related interv...

Analysis of Popular Sorting Algorithms

04-11-2023

CP & Interviews
Bubble Sort
Quick Sort
Insertion Sort
Selection Sort
Merge Sort
Radix Sort
Count Sort
Bucket Sort
Shell Sorting
DNF Sort
Pancake Sort
Tim Sort

Explore the most efficient Sorting Algorithms for Competitive Programming and Interviews. Learn abou...

Cover image for Master Linear Dynamic Programming
Master Linear Dynamic Programming

22-07-2023

CP & Interviews
Dynamic Programming
Linear DP
Leetcode Problems

Enhance your dynamic programming skills with our comprehensive collection of Linear DP problems from...

Master Tree Algorithms: Solutions for CSES and Other Problem Sets

19-07-2023

CP & Interviews
Tree Algorithms
CSES

Become a Tree Algorithms expert with our comprehensive solutions for CSES and various problem sets. ...

Cover image for Solutions for CSES Graph Problems | CSES Problem Set Guide
Solutions for CSES Graph Problems | CSES Problem Set Guide

17-07-2023

CP & Interviews
CSES
Graph

Explore efficient solutions and master essential algorithms for CSES Graph problems in the CSES Prob...

Solutions for CSES Sorting and Searching Problems | CSES Problem Set Guide

15-07-2023

CP & Interviews
CSES
Sorting
Searching

Explore efficient solutions to the Sorting and Searching section in the CSES Problem Set. Master ess...

Dynamic Programming Solutions for CSES and Other Problem Sets

12-07-2023

CP & Interviews
Dynamic Programming
CSES

Explore efficient solutions to dynamic programming problems from the CSES problem set and other repu...

Operating Systems Notes for Interviews

08-07-2023

CP & Interviews
Operating Systems

This blog provides short notes on operating systems, covering various topics such as types of operat...