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Answers for “动态规划问题的两个定义特征是什么?”

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The Fibonacci recursion tree demonstrates repeated computation by showing that the same subproblems are solved multiple times. For example, when computing the fifth Fibonacci number, the tree contains duplicated subcalls such as fib(2) and fib(3).

Conditions: The problem is being solved recursively.; The recursive decomposition revisits the same subproblem multiple times.

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To determine if a problem can be solved with dynamic programming, first try to solve the problem recursively. Then check whether divide-and-conquer style decomposition works, and whether breaking the problem down to the simplest subproblem can eventually build up to the optimal solution.

Conditions: You are trying to decide whether a problem is suitable for dynamic programming.

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The factorial example illustrates the core mechanism of dynamic programming by showing how a complex problem is recursively broken down into smaller subproblems and then built back up. To compute 4!4!, it depends on 3!3!, which depends on 2!2!, which depends on 1!1!.

Conditions: The problem can be broken down into smaller subproblems.; The solution to the original problem can be constructed from the solutions to the subproblems.