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Solving the Alien Dictionary Challenge in Java

In this blog post, we'll take on an interesting coding challenge. It's about figuring out the correct order of letters.


Challenge: The Alien Dictionary


Imagine you have been given a list of words representing an Alien language sorted lexicographically from left to right. You need to determine the order of the characters in this alien language. Write a function alien_order(words) that takes a list of words as input and returns the Character order of the alien language. If no such order exists, return an empty string. You can assume that the input consists of lowercase letters and that there will be no duplicate words.


Input: words: A list of strings representing words in the alien language. (2

Output: A string representing the character order of the alien language.


Examples:  

Input: words[] = {“baa”, “abcd”, “abca”, “cab”, “cad”}
Output: The order of characters is ‘b’, ‘d’, ‘a’, ‘c’
Explanation: Note that words are sorted and in the given language “baa” comes before “abcd”, therefore ‘b’ is before ‘a’ in output. Similarly, we can find other orders.

Input: words[] = {“caa”, “aaa”, “aab”}
Output: Order of characters is ‘c’, ‘a’, ‘b’


Alien Dictionary using Topological Sorting:


The approach to solving this challenge involves creating a directed graph, where each character represents a node, and edges between nodes indicate the relative order of characters. If the graph contains a cycle, a valid order of characters is not possible. Otherwise, we apply the topological sorting algorithm to determine the character order.


Following are the detailed steps:

Step 1: Create a Directed Graph


The first step is to create a directed graph to represent the relative order of characters in the alien language.

Each character in the language corresponds to a node in the graph, and edges between nodes indicate the order of characters.

Step 2: Iterate Through Adjacent Words

Iterate through adjacent words in the sorted dictionary. For each pair of adjacent words (word1 and word2), find the first mismatching character between them.

Step 3: Add Edges to the Graph


Add directed edges in the graph based on the character order discovered in Step 2.

For each mismatched character in word1 and word2, add an edge from the character in word1 to the character in word2.


Step 4: Check for Cycles


To determine if a valid character order is possible, check if the graph contains any cycles.

Step 5: Perform Topological Sorting

If the graph is a Directed Acyclic Graph (DAG), perform topological sorting on the graph. Print the characters in topological order as the final output.


Solution in Java:

  
import java.util.*;

public class AlienDictionarySolver {
    // Function to add a directed edge between characters u and v
    private static void addEdge(List[] adj, int u, int v) {
        	adj[u].add(v);
    }

    // Depth-First Search (DFS) function to check for cycles in the graph
    private static boolean dfs(List[] adj, int u, boolean[] visited, boolean[] recStack) {
        visited[u] = true;
        recStack[u] = true;

        for (int v : adj[u]) {
            if (!visited[v]) {
                if (dfs(adj, v, visited, recStack)) {
                    return true;
                }
            } else if (recStack[v]) {
                return true;
            }
        }

        recStack[u] = false;
        return false;
    }

    // Function to check if a cycle exists in the graph using DFS
    private static boolean checkCycle(List[] adj, int V) {
        boolean[] visited = new boolean[V];
        boolean[] recStack = new boolean[V];

        for (int i = 0; i [] adj, int u, boolean[] visited, Stack stack) {
        visited[u] = true;

        for (int v : adj[u]) {
            if (!visited[v]) {
                topologicalSortUtil(adj, v, visited, stack);
            }
        }

        stack.push(u);
    }

    // Function to perform topological sorting
    private static void topologicalSort(List[] adj, int V) {
        Stack stack = new Stack();
        boolean[] visited = new boolean[V];

        for (int i = 0; i [] adj = new List[k];
        for (int i = 0; i ();
        }

        // Build the graph by iterating through adjacent words
        for (int i = 0; i 

Time Complexity
: O(N + K), where N is the number of given words, and K is the number of unique characters in the given alphabet. 

Auxiliary Space: O(N + K) 

Conclusion:

 Solving the Alien Dictionary Challenge in Java is not only a coding exercise but also an exploration of graph theory and topological sorting. This challenge allows us to decipher the order of characters in an alien language based on a sorted dictionary of words. By implementing the AlienDictionarySolver class, you've created a tool that can determine the order of characters in such a language, provided the input dictionary is consistent.


This post first appeared on StudyExplorer, please read the originial post: here

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Solving the Alien Dictionary Challenge in Java

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