手机用户的行为有何不同?移动应用使用动态的隐马尔可夫模型

Shaohui Wu, Yong Tan, Yubo Chen, Yitian Liang
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引用次数: 5

摘要

由于移动应用程序使用的普遍性和强烈的情境依赖性,互联网公司正在进行跨行业扩张的竞赛,以建立一个融合各种情境的无缝生态系统。本文提出了在移动互联网时代提高应用程序使用的几点见解。与PC互联网相比,除了享乐主义和功利主义状态外,我们还发现了一种普遍但短暂的新型社会状态,这表明移动用户对频繁的轻度社交活动有着根本的需求。因此,提高使用率的一个策略是丰富应用的社交组件,特别是轻社交功能。此外,我们的研究结果表明,在享乐状态下,应用程序使用的相互依赖性最强。这表明,在享乐状态下,提高当前应用使用率的战略价值是最高的,这为公司更好地利用有限的营销资源提供了指导。此外,我们表明这些内部状态是相互依存的,它们的动态受到移动环境中不同的上下文因素的影响。因此,比起传统的PC环境,企业应该更加重视在移动互联网时代的不同环境下定制他们的参与策略。
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How Is Mobile User Behavior Different? — A Hidden Markov Model of Mobile Application Usage Dynamics
Driven by the ubiquity and strong context dependence of mobile app use, Internet companies are in a race of cross-industry expansion to build a seamless ecosystem incorporating various contexts. This paper offers several insights on improving app use in the era of mobile Internet. In contrast to PC Internet, in addition to hedonic and utilitarian states, we uncover a novel social state that is prevalent but transient, indicating mobile users have a fundamental need for frequent light-social activities. Thus, one strategy to increase use is to enrich an app’s social components, specifically on light-social functionalities. In addition, our results show that app use interdependence is the strongest under the hedonic state. This indicates the strategic value of boosting current app use is the highest in the hedonic state, providing guidance to companies on better spending of their limited marketing resources. Furthermore, we show that these internal states are interdependent of each other and their dynamic is affected by contextual factors that are distinct in the mobile context. Thus, companies should put more weight on tailoring their engagement strategies under different contexts in the ear of mobile Internet than the traditional PC context.
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