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Training random walks over absorbing graphs

机译:训练随机遍历吸收图

摘要

A random walk is performed over a graph, such as an augmented bipartite graph, relating to ownership data with respect to a plurality of users and items owned; the graph can provide social links between the users as well. Items can be recommended to users who do not own the items by randomly walking the graph starting at the user node to which the recommendation will be given. The random walk can step from user to user or from user to item; when an item is reached, the node can be absorbing such that the random walk terminates. The arrived item is recommended to the user. Parameters can also be provided to affect decisions made during the walk about which users to walk to and/or whether to walk to a user or an item.
机译:在与诸如关于多个用户和拥有的物品的所有权数据有关的图(例如,增强二分图)上执行随机游走;该图也可以提供用户之间的社交链接。可以通过在要提供推荐的用户节点处随机地遍历图,将商品推荐给不拥有商品的用户。随机游走可以从一个用户到另一个用户或从一个用户到另一个项目。当到达一个项目时,该节点可能正在吸收,使得随机游走终止。向用户推荐到达的物品。还可以提供参数以影响在步行期间做出的关于步行至哪个用户和/或是否步行至用户或物品的决定。

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