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? ? ????? JS ???? ??? ???? ??? ???? ??: ?? ???

??? ???? ??? ???? ??: ?? ???

Dec 22, 2024 pm 06:45 PM

Converting Recursion to Iteration Using a Stack: A Practical Guide

??? ??? ??? ??? ???, ?? ??, ?? ?? ??, ??? ????? ?? ??? ?? ?????. ??? ??? ?? ??? ????? ?? ?? ??? ?? ??? ?? ???? ???? ??? ? ????. ?? ???? ?? ??? ??????? ?? ??? ??? ???? ??? ?? ?? ???? ???? ?? ????. ? ????? JavaScript? ??? ???? ?? ????? ?? ?????? ???? ??? ?? ??? ???? ?????.


??? ???? ???? ??? ??????

??? ???? ????? ??? ?? ?? ??? ????.

  1. ?? ????: ?? ?? ??? ?? ??? ???? ?? ????? ??? ? ????. ??? ??? ???? ? ??? ?? ? ????.
  2. ???: ?? ???? ?? ??? ?? ???? ? ?? ????? ???? ???? ????? ??? ???? ? ????.
  3. ? ?? ??: ??? ??? ???? ?? ???? ??? ?? ???? ??? ? ????? ??? ? ????.

??? ???? ??? ???? ???? ?? ???

??? ???? ?? ??? ?? ??? ??? ? ???? ?? ??? ??? ??? ????(?: ?? ??, ??? ?? ?? ??? ??)?? ???? ?????. ??? ??? ????? ??? ? ?? ??? ??????.


?? ???

1. ????(??)

function recursiveFunction(args) {
    // Base case
    if (baseCondition) {
        // Handle the base case
        return;
    }

    // Recursive calls
    for (let i = 0; i < someLimit; i++) {
        recursiveFunction(newArgs);
    }
}

2. ??? ??? ?? ??

?? ?? ??? ?? ??? ????? ?? ??? ????.

function iterativeFunction(args) {
    // Initialize the stack
    let stack = [initialState];

    // Loop until the stack is empty
    while (stack.length > 0) {
        // Pop the current state from the stack
        let currentState = stack.pop();

        // Handle the base case (optional, since we can check on each iteration)
        if (baseCondition) {
            continue;  // Skip or handle the base case
        }

        // Process the current state
        processState(currentState);

        // Push next states onto the stack
        for (let i = 0; i < someLimit; i++) {
            let newState = generateNewState(currentState, i);
            stack.push(newState);
        }
    }
}

??? ??

  1. ?? ???:

    ??? ?? ??? ?????? ??, ?? ?? ?? ?? ??? ? ?? ??? ? ????.

  2. ??? ?? ??:

    ??? ?? ???? ??? ?? ??? ???? ??? ?? ? ??? ?????.

  3. ?? ?? ??:

    ???? ?? ??? ?? ??? ???? ?????. ?? ?? ????? ?? ??? ??? ??? ??? ? ????. ?? ??? ???? ???? ?? ??? ????? ???.

  4. ?? ?? ??:

    ?? ??? ??? ?????(?? ?? ???? ???? ??? ??).

  5. ?? ?? ??:

    ?? ??? ??? ?? ??? ???? ??? ????? ?? ??(?: ??? ?? ?? ?? ??)? ??? ?????.


?? ?: ???? ?? ??

?? ??:

function recursiveFunction(args) {
    // Base case
    if (baseCondition) {
        // Handle the base case
        return;
    }

    // Recursive calls
    for (let i = 0; i < someLimit; i++) {
        recursiveFunction(newArgs);
    }
}

??? ??? ?? ??:

function iterativeFunction(args) {
    // Initialize the stack
    let stack = [initialState];

    // Loop until the stack is empty
    while (stack.length > 0) {
        // Pop the current state from the stack
        let currentState = stack.pop();

        // Handle the base case (optional, since we can check on each iteration)
        if (baseCondition) {
            continue;  // Skip or handle the base case
        }

        // Process the current state
        processState(currentState);

        // Push next states onto the stack
        for (let i = 0; i < someLimit; i++) {
            let newState = generateNewState(currentState, i);
            stack.push(newState);
        }
    }
}

??? ???? ???? ?

?? 1: ???? ?? ?? ??(DFS)

?? ?? ??(DFS)? ????? ??? ???? ?????. ?? DFS ????? ??? ????.

function inorderTraversal(root) {
    if (root === null) return;
    inorderTraversal(root.left);
    console.log(root.value);
    inorderTraversal(root.right);
}

??? ??? ?? ??:

function inorderTraversalIterative(root) {
    let stack = [];
    let current = root;

    while (stack.length > 0 || current !== null) {
        // Reach the leftmost node
        while (current !== null) {
            stack.push(current);
            current = current.left;
        }

        // Visit the node
        current = stack.pop();
        console.log(current.value);

        // Move to the right node
        current = current.right;
    }
}

? ???? ??? ??? ??? ????? ???? ??? ??? ???? ?? ??? ????????.


? 2: ???? ?? ??(??)

?? ??? ?? ??? ????? ????? ?????. ?? ??? ??? ????.

function dfs(graph, node, visited = new Set()) {
    if (visited.has(node)) return;
    console.log(node);
    visited.add(node);

    for (let neighbor of graph[node]) {
        dfs(graph, neighbor, visited);
    }
}

??? ??? ?? ??:

function dfsIterative(graph, startNode) {
    let stack = [startNode];
    let visited = new Set();

    while (stack.length > 0) {
        let node = stack.pop();

        if (visited.has(node)) continue;

        console.log(node);
        visited.add(node);

        // Add neighbors to the stack in reverse order to maintain DFS order
        for (let neighbor of graph[node].reverse()) {
            if (!visited.has(neighbor)) {
                stack.push(neighbor);
            }
        }
    }
}

? ?? ??? ??? ??? ???? ? ??? ?? ?? ??? ?? ?? ??? ??? ??? ??? ??? ?? ?????.


? 3: ?? ?? ??(???)

??? ?? ??? ???? ?? ??? ?? ??? ??? ?? ????? ??? ? ????.

function inorderTraversal(root) {
    if (root === null) return;
    inorderTraversal(root.left);
    console.log(root.value);
    inorderTraversal(root.right);
}

??? ??? ?? ??:

function inorderTraversalIterative(root) {
    let stack = [];
    let current = root;

    while (stack.length > 0 || current !== null) {
        // Reach the leftmost node
        while (current !== null) {
            stack.push(current);
            current = current.left;
        }

        // Visit the node
        current = stack.pop();
        console.log(current.value);

        // Move to the right node
        current = current.right;
    }
}

?? ??? ??? ???? ?? ?? ??? ????????. currentSubset? ???? ???? ??? ? ??? ???? ???? ?????.


? 4: ?? ??

??? ?? ??? ????? ????? ??? ?????.

function subsets(nums) {
    let result = [];
    function backtrack(start, currentSubset) {
        result.push([...currentSubset]);
        for (let i = start; i < nums.length; i++) {
            currentSubset.push(nums[i]);
            backtrack(i + 1, currentSubset);
            currentSubset.pop();
        }
    }
    backtrack(0, []);
    return result;
}

??? ??? ?? ??:

function subsetsIterative(nums) {
    let stack = [{start: 0, currentSubset: []}];
    let result = [];

    while (stack.length > 0) {
        let { start, currentSubset } = stack.pop();
        result.push([...currentSubset]);

        // Explore subsets by including elements from `start` onwards
        for (let i = start; i < nums.length; i++) {
            currentSubset.push(nums[i]);
            stack.push({ start: i + 1, currentSubset: [...currentSubset] });
            currentSubset.pop(); // backtrack
        }
    }

    return result;
}

? ?? ??? ??? ???? ??? ?? ??? ?????. ???? ???? ??? ???? ??? ?????.


?? 5: N-Queens ??(???)

N-Queens ??? ?? ???? ???? ???? ??? ????.

function permute(nums) {
    let result = [];
    function backtrack(start) {
        if (start === nums.length) {
            result.push([...nums]);
            return;
        }
        for (let i = start; i < nums.length; i++) {
            [nums[start], nums[i]] = [nums[i], nums[start]];  // swap
            backtrack(start + 1);
            [nums[start], nums[i]] = [nums[i], nums[start]];  // backtrack (swap back)
        }
    }
    backtrack(0);
    return result;
}

??? ??? ?? ??:

function recursiveFunction(args) {
    // Base case
    if (baseCondition) {
        // Handle the base case
        return;
    }

    // Recursive calls
    for (let i = 0; i < someLimit; i++) {
        recursiveFunction(newArgs);
    }
}

??

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