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Discovering and classifying situations that influence affective response

机译:发现和分类影响情感反应的情况

摘要

Described herein are systems for identifying situations. The system receive samples, each comprising a temporal window of token instances to which a user was exposed and an affective response annotation. One embodiment uses a clustering algorithm to cluster the samples into a plurality of clusters utilizing a distance function that computes a distance between a pair comprising first and second samples. Another embodiment utilizes an Expectation-Maximization approach to assign situation identifiers. And another embodiment involves training, utilizing the samples, a machine learning-based classifier to assign situation identifiers.
机译:本文描述了用于识别情况的系统。该系统接收样本,每个样本包括用户暴露于其的令牌实例的时间窗口和情感响应注释。一个实施例使用聚类算法,利用距离函数将样本聚类为多个聚类,该距离函数计算包括第一样本和第二样本的一对之间的距离。另一个实施例利用期望最大化方法来分配情况标识符。另一个实施例涉及利用样本训练基于机器学习的分类器来分配情况标识符。

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