<span>The world population of the elderly is expected to have a continuous growth and the number of elderly living in solitude is also expected to increase in the coming years. As our health decline with age, early detection of possible deterioration in health becomes important. Behavioral changes in in-home activities can be used as an indicator of health decline. For example, changes in routine of in-home activities. Past research mainly focused on detecting anomalies in routine of each type of in-home activities individually. In this paper, an anomaly detection model to detect changes in routine of in-home activities collectively for a day is proposed. The experiment was evaluated with an existing public dataset. The experimental results demonstrated that the anomaly detection model performed well on unseen testing data with an accuracy of 94.44%.</span>
Purpose
– The purpose of this paper are twofold: first, develop a novel concept of a mobiquitous home application (Near Field Communication Smartphone Entertainment Systems (NFC SES)) with the use of photo interface and NFC smartphone. Second, examine age-group differences in relation to the influence of intuitive, convenience and perceived usefulness on users’ behavioural intention to use NFC SES.
Design/methodology/approach
– Using design science research, NFC SES is developed and a survey of 52 users is conducted to evaluate NFC SES.
Findings
– There are age differences in individual behavioural intention to use NFC technology. Convenience appears to be the primary factor for the youths. The adult cohort, in contrast emphasizes intuitive and perceived usefulness as two significant determinants of their behavioural intention to use NFC SES.
Practical implications
– This study offers a fresh insight for mobile device manufacturer and application developers to focus their design efforts around three aspects (intuitive, convenience and usefulness) that are desired by different age-group users.
Social implications
– The development of NFC SES bridges the gap of cyber-physical spaces by enabling users to automate multiple heterogeneous digital appliances without imposing undue technological effort and inconvenience. NFC SES, operating through a touch-driven interaction between NFC smartphone and photo interface, is likely to be useful for many home users, especially for people with disabilities.
Originality/value
– NFC SES contributes in itself as a novel innovation. Additionally, studies on mobile technology largely focus on students as users, and often neglect the adult segment. This study entails a new model for evaluation of NFC technology, by uncovering age differences impacts on new technology adoption.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.