Reversi as an example of the Minimax algorithm (in Swift Playground)

Reversi, also known as Othello, is a strategic board game for two players played on an 8×8 board. The goal of the game is to have more stones of your color on the board than the opponent.

Rules of the game

  • Game board:
    The game is played on an 8×8 board.
  • Game pieces:
    Each player has stones in one color: orange or yellow.
  • Starting grid:
    At the beginning of the game, there are four stones in the middle of the board: two orange and two yellow stones in diagonal arrangement.
  • Rules:
    • The players take turns putting a stone on an empty field. A move is only valid if it "catches" at least one opponent's stone between the newly set stone and its own stone.
    • All enemy stones that lie between the new stone and a separate stone are turned over and change color.
  • End of game:
    • The game ends when the board is full or no player can make a valid move.
    • The player with the most stones of his color wins.

Minimax algorithm

The Minimax algorithm is a decision algorithm that is often used in games like Reversi to find the best move for a player. Here is a brief explanation:

  • Goal:
    The Minimax algorithm aims to achieve the maximum gain for the player, while minimizing the maximum loss for the opponent.
  • Baumstruktur:
    Der Algorithmus erstellt einen Spielbaum, der alle möglichen Züge und deren Ergebnisse darstellt. Jeder Knoten im Baum repräsentiert einen Spielzustand.
  • Minimization and maximization:
    • The algorithm evaluates the possible moves by considering the best moves for the current player (maximizer) and the worst moves for the opponent (minimizer).
    • The maximizer chooses the move with the highest value, while the minimizer chooses the move with the lowest value.
  • Depth and Heuristics:
    • To optimize the calculation, a maximum depth for the search is often set. Instead of following every possible move to the end, a heuristic is used to evaluate the value of a game state.

Result

Reversi is an exciting game that requires strategic thinking. The Minimax algorithm is a powerful tool to make decisions in this game and can help to greatly improve the game strength of AI opponents.

Have fun playing and programming!


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