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Bridging Media Processing and Selective Exposure: A Dynamic Motivational Model of Media Choices and Choice Response Time

机译:桥接媒体处理和选择性曝光:媒体选择和选择响应时间的动态动机模型

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摘要

Based on the dynamic motivational activation (DMA) theoretical framework, a dynamic and stochastic semi-Markov choice model of channel changing behavior, called the ChaCha model, is developed and submitted to empirical testing. The ChaCha model integrates the motivated media processing and selective exposure behavior, and formalizes their reciprocal, recursive dynamic influences. It incorporates a logistic type of ratio of strength choice model, a reinforcement learning model, and the diffusion model of choice time to simultaneously predict sequential media channel choices and channel viewing durations. Real-time channel choice data from a selective exposure TV viewing experiment are used to test the model and to illustrate how this model can be used to understand dynamic cognitive mechanisms underlying the observed media choice behavior.
机译:基于动态动机激活(DMA)理论框架,开发了一种动态随机的渠道变化行为的半马尔可夫选择模型,称为ChaCha模型,并进行了实证检验。 ChaCha模型整合了有动机的媒体处理和选择性的曝光行为,并形式化了它们相互的,递归的动态影响。它合并了强度选择比率模型,增强学习模型和选择时间扩散模型的逻辑类型,以同时预测顺序的媒体频道选择和频道观看时间。来自选择性曝光电视观看实验的实时频道选择数据用于测试模型,并说明如何使用此模型来理解观察到的媒体选择行为的动态认知机制。

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