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From the eyes and the heart: a novel eye-gaze metric that predicts video preferences of a large audience

机译:从眼睛和心脏:一种新颖的视线指标可预测大量观众的视频偏爱

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摘要

Eye-tracking has been extensively used to quantify audience preferences in the context of marketing and advertising research, primarily in methodologies involving static images or stimuli (i.e., advertising, shelf testing, and website usability). However, these methodologies do not generalize to narrative-based video stimuli where a specific storyline is meant to be communicated to the audience. In this paper, a novel metric based on eye-gaze dispersion (both within and across viewings) that quantifies the impact of narrative-based video stimuli to the preferences of large audiences is presented. The metric is validated in predicting the performance of video advertisements aired during the 2014 Super Bowl final. In particular, the metric is shown to explain 70% of the variance in likeability scores of the 2014 Super Bowl ads as measured by the USA TODAY Ad-Meter. In addition, by comparing the proposed metric with Heart Rate Variability (HRV) indices, we have associated the metric with biological processes relating to attention allocation. The underlying idea behind the proposed metric suggests a shift in perspective when it comes to evaluating narrative-based video stimuli. In particular, it suggests that audience preferences on video are modulated by the level of viewers lack of attention allocation. The proposed metric can be calculated on any narrative-based video stimuli (i.e., movie, narrative content, emotional content, etc.), and thus has the potential to facilitate the use of such stimuli in several contexts: prediction of audience preferences of movies, quantitative assessment of entertainment pieces, prediction of the impact of movie trailers, identification of group, and individual differences in the study of attention-deficit disorders, and the study of desensitization to media violence.
机译:眼动追踪已广泛用于量化市场营销和广告研究中的受众偏好,主要是在涉及静态图像或刺激的方法(即广告,货架测试和网站可用性)中进行量化。但是,这些方法不能推广到基于叙事的视频刺激,在这种刺激下,特定的故事情节应该传达给观众。在本文中,提出了一种基于视线分散(在观看内和观看之间)的新颖度量,该度量量化了基于叙事的视频刺激对广大受众偏好的影响。该指标可有效预测2014年超级碗决赛期间播放的视频广告的效果。尤其是,该度量标准可以解释2014年超级碗广告的相似度得分中70%的差异,该差异由《今日美国》广告商测量。此外,通过将拟议的指标与心率变异性(HRV)指标进行比较,我们将该指标与与注意力分配有关的生物过程相关联。提议的指标背后的基本思想表明,在评估基于叙事的视频刺激时,观点发生了转变。特别是,这表明,观众对视频的偏爱是由观众缺乏注意力分配的程度来调节的。可以针对任何基于叙事的视频刺激(即电影,叙事内容,情感内容等)计算建议的度量标准,从而有可能在多种情况下促进此类刺激的使用:预测电影观众的喜好,对娱乐作品的定量评估,对电影预告片的影响的预测,对注意力缺陷障碍的研究以及对媒体暴力脱敏研究的小组识别和个人差异的预测。

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