英语翻译Coactive learning proceeds in the following online fash-
英语翻译
Coactive learning proceeds in the following online fash- ion.In each step,a ranking is presented to the user that (approximately) maximizes the current estimate of the sub- modular utility function.As feedback,the algorithm ob- serves the (possibly diverse) set of documents the user reads in the presented ranking.After receiving this feedback,the algorithm updates its model.Even though we allow user feedback to be imperfect,noisy,and only “weakly informa- tive”(in a specific sense),we are able to prove guarantees on the performance of the algorithm.Unlike the theorems in [14],our guarantees apply even though submodular models only allow for approximate inference.Finally,experiments demonstrate the empirical effectiveness of the proposed ap- proach in learning both relevance and diversity.
Coactive learning proceeds in the following online fash- ion.In each step,a ranking is presented to the user that (approximately) maximizes the current estimate of the sub- modular utility function.As feedback,the algorithm ob- serves the (possibly diverse) set of documents the user reads in the presented ranking.After receiving this feedback,the algorithm updates its model.Even though we allow user feedback to be imperfect,noisy,and only “weakly informa- tive”(in a specific sense),we are able to prove guarantees on the performance of the algorithm.Unlike the theorems in [14],our guarantees apply even though submodular models only allow for approximate inference.Finally,experiments demonstrate the empirical effectiveness of the proposed ap- proach in learning both relevance and diversity.
赞
lovecalling 幼苗
共回答了2个问题 举报
这是在金山词霸中的翻译结果：
在下面的在线方式离子共同作用的学习收益。在每个步骤中，一个排名呈现给用户，（约）最大的子模块的效用函数的电流估计。作为反馈，该算法对服务（可能是不同的）设置文件的用户读取的排名。收到反馈后，该算法更新模型。即使我们允许用户反馈是不完善的，嘈杂的，只有“弱信息性”（在一个特定的意义），我们能够证明该算法的性能保证。不像在[ 14 ]的定理，我们保证将即使模模型只...
在下面的在线方式离子共同作用的学习收益。在每个步骤中，一个排名呈现给用户，（约）最大的子模块的效用函数的电流估计。作为反馈，该算法对服务（可能是不同的）设置文件的用户读取的排名。收到反馈后，该算法更新模型。即使我们允许用户反馈是不完善的，嘈杂的，只有“弱信息性”（在一个特定的意义），我们能够证明该算法的性能保证。不像在[ 14 ]的定理，我们保证将即使模模型只...
1年前
2
可能相似的问题
你能帮帮他们吗