By M. Tim Jones

ISBN-10: 0763773379

ISBN-13: 9780763773373

This publication deals scholars and AI programmers a brand new standpoint at the examine of synthetic intelligence techniques. the basic issues and thought of AI are awarded, however it additionally contains functional info on facts enter & aid in addition to info output (i.e., set of rules usage). simply because conventional AI ideas comparable to development acceptance, numerical optimization and information mining are actually easily sorts of algorithms, a unique procedure is required. This sensor / set of rules / effecter strategy grounds the algorithms with an atmosphere, is helping scholars and AI practitioners to raised comprehend them, and as a consequence, the best way to follow them. The publication has quite a few modern purposes in online game programming, clever brokers, neural networks, man made immune platforms, and extra. A CD-ROM with simulations, code, and figures accompanies the booklet.

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Extra resources for Artificial Intelligence. A Systems Approach

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The collection of moves (or solution), done in the proper order, is in essence a plan for reaching the goal. The plan for this configuration of the puzzle can be identified by starting from the goal position and backtracking to the initial position. Search in an Adversarial Game Space An interesting use of search spaces is in games. Also known as game trees, these structures enumerate the possible moves by each player allowing the search algorithm to find an effective strategy for playing and winning the game.

The path cost results in seven, which is still greater than our B node in the queue. Finally, at step five, node B is evaluated. The goal node is found again, with a resulting path cost of six. The priority queue now contains the goal node at the top, which means at the next iteration of the loop, the algorithm will exit with a path of A->B->E (working backwards from the goal node to the initial node). To limit the size of the priority queue, it’s possible to prune entries that are redundant. 17, the entry for E(8) could have been safely removed, as another path exists that has a reduced cost (E(7)).

Bidirectional search is an interesting idea, but requires that we know the goal that we’re seeking in the graph. This isn’t always practical, which limits the application of the algorithm. When it can be determined, the algorithm has useful characteristics. The time and space complexity for bidirectional search is O(bd/2), since we’re only required to search half of the depth of the tree. Since it is based on BFS, bidirectional search is both complete and optimal. Uniform-Cost Search (UCS) One advantage of BFS is that it always finds the shallowest solution.

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Artificial Intelligence. A Systems Approach by M. Tim Jones

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