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Learning of Position Evaluation in the Game of Othello - ict usc

Learning of Position Evaluation in the Game of Othello - ict usc 2025

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The document presents a master's project by Anton Leouski on training a neural network to evaluate positions in the game of Othello using temporal difference (TD) learning. It contrasts conventional Othello programs that rely on expert-labeled databases and sophisticated evaluation functions with an alternative approach that allows the network to learn through self-play. The paper details the architecture of the neural network, its training process, and results, demonstrating that incorporating spatial and temporal characteristics enhances performance. Future work is suggested to further improve the network's capabilities.

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What is evaluation functional?

Evaluating a function means finding the value of f(x) = or y = that corresponds to a given value of x. To do this, simply replace all the x variables with whatever x has been assigned. For example, if we are asked to evaluate f(4), then x has been assigned the value of 4.

Is Othello harder than chess?

Because Othello provides a less complex environment than chess and Go, efforts to model human skill in strategy games may be profitably pursued with Othello.

What is the evaluation function in board games?

An evaluation function returns an estimate of the expected utility of the game from a give position, just as heuristic functions return an estimate of the distance to the goal.

What is the best evaluation function for tic tac toe?

For Tic-Tac-Toe, the function could be as simple as returning +1 if the computer wins, -1 if the player wins, or 0 otherwise. However, simple evaluation function may require deeper search. A better evaluation function for Tic-Tac-Toe is: +100 for EACH 3-in-a-line for computer.

How does the Othello game work?

1:02 4:29 Over every one of your opponents discs thats in a continuous. Straight line horizontallyMoreOver every one of your opponents discs thats in a continuous. Straight line horizontally vertically or diagonally. Between the disc you played. And every other disc of your.

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What is the best first move in Othello?

Beginning Othello games Keeping the idea of mobility as standard strategy in mind, we can give the following rules of thumb for openings in Othello: Try to have fewer discs than your opponent. Try to occupy the center of the position (the 4 center-squares in the first few moves).

What is the evaluation function in the Greedy approach?

Greedy search Let h(n) = an estimate of the cost of the cheapest path from n to a goal state. This is the (heuristic) evaluation function. (Note that h(n) is 0 when n is a goal state.) Greedy search selects the next node to expand based upon the function h.

What is the evaluation function?

The process of taking a function and computing its result when given a record is called evaluating the function. The record provides the context for the evaluation; any referenced fields in the function take on the value of the field in the record.

Learning of Position Evaluation in the Game of Othello - ict usc 2025

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