Expression Puzzle

Problem Description#

I was asked this question by my friend the other day. Say you are given a mathematically equation in an encoded form. Would it be possible to assign values to characters in an express so that it is valid:

Ex.1:

For expression "ABC" + "ABC" = "DEA"
The assignment {'A': 2, 'B': 3, 'C': 1, 'D': 4, 'E': 6} will make the expression true:
if we subsitute the numbers to their according letters:
the expression becomes 231 + 231 = 462 (which is valid)
The other assignments could be:
432 + 432 = 864
281 + 281 = 562
271 + 271 = 542

Ex.2:

For expression "AA" + "B" = "CDE"
The assignment {'A':9, 'B': 3, 'C': 1, 'D': 0, 'E': 2} will make the expression true:
if we subsitute the numbers to their according letters:
the expression becomes 99 + 3 = 102 (which is valid)

Reduction#

Decomposition#

This is obviously not an easy problem because there isn't a strict mathematical formula to solve this problem.

However, if we can find a way to validate an assignment, we can use backtracking to enumerate and explore all possible combinations.

Step 1: Find a way to validate the proposed solution#

int getNumber(String s, Map<Character, Integer> proposedSolution){
int num = 0;
for(int i = 0; i < s.length(); i++){
char c = s.charAt(i);
num = num * 10 + proposedSolution.get(c);
}
return num;
}
// Checks whether or not the proposedSolution is correct.
// E.g., puzzle={"ONE", "ONE", "TWO"}, proposedSolution={O: 2, N:3, E:1, T:4, W:6} -> true
boolean checkSolution(Map<Character, Integer> proposedSolution) {
int firstNum = getNumber(first, proposedSolution);
int secondNum = getNumber(second, proposedSolution);
int res = getNumber(result, proposedSolution);
return firstNum + secondNum == res;
}

Step 2: Use backtracking to solve the problem#

Now, since we have a validation function checkSolution to check if a solution is valid, we have the successful base case for our backtracking algorithm. We can go ahead and implement the solution:

Set<Character> getCharSet(){
Set<Character> set = new HashSet<Character>();
for(int i = 0; i < first.length(); i++){
set.add(first.charAt(i));
}
for(int i = 0; i < second.length(); i++){
set.add(second.charAt(i));
}
for(int i = 0; i < result.length(); i++){
set.add(result.charAt(i));
}
return set;
}
boolean getNextNum(Map<Character, Integer> proposalMap, Set<Integer> usedDigits, char[] charArr, int pos){
if(pos == charArr.length){
if(checkSolution(proposalMap)){
return true;
} else {
return false;
}
}
for(int i = 0; i < 10; i++){
if(usedDigits.contains(i)) continue;
usedDigits.add(i);
proposalMap.put(charArr[pos], i);
if(getNextNum(proposalMap, usedDigits, charArr, pos+1)){
return true;
}
usedDigits.remove(i);
}
return false;
}

Solution#

class Puzzle{
String first = ""; // e.g., "ONE"
String second = ""; // e.g., "ONE"
String result = ""; // e.g., "TWO"
Set<Character> set;
public Puzzle(String a, String b, String c){
this.first = a;
this.second = b;
this.result = c;
this.set = getCharSet();
System.out.println(set);
}
int getNumber(String s, Map<Character, Integer> proposedSolution){
int num = 0;
for(int i = 0; i < s.length(); i++){
char c = s.charAt(i);
num = num * 10 + proposedSolution.get(c);
}
return num;
}
// Checks whether or not the proposedSolution is correct.
// E.g., puzzle={"ONE", "ONE", "TWO"}, proposedSolution={O: 2, N:3, E:1, T:4, W:6} -> true
boolean checkSolution(Map<Character, Integer> proposedSolution) {
int firstNum = getNumber(first, proposedSolution);
int secondNum = getNumber(second, proposedSolution);
int res = getNumber(result, proposedSolution);
return firstNum + secondNum == res;
}
Set<Character> getCharSet(){
Set<Character> set = new HashSet<Character>();
for(int i = 0; i < first.length(); i++){
set.add(first.charAt(i));
}
for(int i = 0; i < second.length(); i++){
set.add(second.charAt(i));
}
for(int i = 0; i < result.length(); i++){
set.add(result.charAt(i));
}
return set;
}
boolean getNextNum(Map<Character, Integer> proposalMap, Set<Integer> usedDigits, char[] charArr, int pos){
if(pos == charArr.length){
if(checkSolution(proposalMap)){
return true;
}
else{
return false;
}
}
for(int i = 0; i < 10; i++){
if(usedDigits.contains(i)) continue;
usedDigits.add(i);
proposalMap.put(charArr[pos], i);
if(getNextNum(proposalMap, usedDigits, charArr, pos+1)){
return true;
}
usedDigits.remove(i);
}
return false;
}
Map<Character, Integer> solve() {
Map<Character, Integer> map = new HashMap<Character, Integer>();
Set<Integer> digits = new HashSet<>();
char[] charSet = new char[set.size()];
int pos =0;
for(char c : this.set){
charSet[pos++] = c;
}
if(getNextNum(map, digits, charSet, 0)){
return map;
}
else{
return null;
}
}
}