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Notifications are one of the most prevailing mechanisms on smartphones and personal computers to convey timely and important information. Despite these benefits, smartphone notifications demand individuals' attention and can cause stress…

人机交互 · 计算机科学 2022-07-08 Judith S. Heinisch , Nan Gao , Christoph Anderson , Shohreh Deldari , Klaus David , Flora Salim

MoodCam introduces a novel method for assessing mood by utilizing facial affect analysis through the front-facing camera of smartphones during everyday activities. We collected facial behavior primitives during 15,995 real-world phone…

人机交互 · 计算机科学 2024-12-18 Rahul Islam , Tongze Zhang , Sang Won Bae

Users can easily export personal data from devices (e.g., weather station and fitness tracker) and services (e.g., screentime tracker and commits on GitHub) they use but struggle to gain valuable insights. To tackle this problem, we present…

人机交互 · 计算机科学 2022-02-09 Christian Reiser

Monitoring and understanding affective states are important aspects of healthy functioning and treatment of mood-based disorders. Recent advancements of ubiquitous wearable technologies have increased the reliability of such tools in…

人机交互 · 计算机科学 2022-01-28 Salar Jafarlou , Jocelyn Lai , Zahra Mousavi , Sina Labbaf , Ramesh Jain , Nikil Dutt , Jessica Borelli , Amir Rahmani

Mental health conditions remain under-diagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications towards…

This paper explores the identification of smartphone users when certain samples collected while the subject felt happy, upset or stressed were absent or present. We employ data from 19 subjects using the StudentLife dataset, a dataset…

人机交互 · 计算机科学 2019-07-01 Khadija Zanna , Sayde King , Tempestt Neal , Shaun Canavan

Identifying changes in individuals' behaviour and mood, as observed via content shared on online platforms, is increasingly gaining importance. Most research to-date on this topic focuses on either: (a) identifying individuals at risk or…

计算与语言 · 计算机科学 2022-05-12 Adam Tsakalidis , Federico Nanni , Anthony Hills , Jenny Chim , Jiayu Song , Maria Liakata

The increasing use of electronic forms of communication presents new opportunities in the study of mental health, including the ability to investigate the manifestations of psychiatric diseases unobtrusively and in the setting of patients'…

Mood disorders are common and associated with significant morbidity and mortality. Early diagnosis has the potential to greatly alleviate the burden of mental illness and the ever increasing costs to families and society. Mobile devices…

人机交互 · 计算机科学 2018-08-30 He Huang , Bokai Cao , Philip S. Yu , Chang-Dong Wang , Alex D. Leow

Mental health and general wellness are becoming a growing concern in our society. Environmental factors contribute to mental illness and have the power to affect a person's wellness. This work presents a smartphone-based wellness assessment…

计算机与社会 · 计算机科学 2020-07-08 Katherine McLeod , Petros Spachos , Konstantinos Plataniotis

Mood inference with mobile sensing data has been studied in ubicomp literature over the last decade. This inference enables context-aware and personalized user experiences in general mobile apps and valuable feedback and interventions in…

Loneliness is a widely affecting mental health symptom and can be mediated by and co-vary with patterns of social exposure. Using momentary survey and smartphone sensing data collected from 129 Android-using college student participants…

The ability to estimate the current affective statuses of web users has considerable potential for the realization of user-centric services in the society. However, in real-world web services, it is difficult to determine the type of data…

计算机与社会 · 计算机科学 2021-11-12 Wataru Sasaki , Hiroshi Kawane , Satoko Miyahara , Kota Tsubouchi , Tadashi Okoshi

MoodPupilar introduces a novel method for mood evaluation using pupillary response captured by a smartphone's front-facing camera during daily use. Over a four-week period, data was gathered from 25 participants to develop models capable of…

人机交互 · 计算机科学 2024-08-06 Rahul Islam , Tongze Zhang , Priyanshu Singh Bisen , Sang Won Bae

Mental health conditions remain underdiagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications for the…

This paper describes the development and validation of a continuous pictographic scale for self-reported assessment of affective states in virtual environments. The developed tool, called Morph A Mood (MAM), consists of a 3D character whose…

多媒体 · 计算机科学 2020-04-02 Christian Krüger , Tanja Kojić , Luis Meier , Sebastian Möller , Jan-Niklas Voigt-Antons

The ability to estimate current affective statuses of web users has considerable potential towards the realization of user-centric opportune services. However, determining the type of data to be used for such estimation as well as…

计算机与社会 · 计算机科学 2025-04-24 Tadashi Okoshi , Wataru Sasaki , Hiroshi Kawane , Kota Tsubouchi

We introduce a system to measure individual happiness based on interpreting body sensors on smartwatches. In our prototype system we use a Pebble smartwatch to track activity, heartrate, light level, and GPS coordinates, and extend it with…

人机交互 · 计算机科学 2021-06-01 Pascal Budner , Joscha Eirich , Peter A. Gloor

MoodCapture presents a novel approach that assesses depression based on images automatically captured from the front-facing camera of smartphones as people go about their daily lives. We collect over 125,000 photos in the wild from N=177…

Background: Mobile phone sensor technology has great potential in providing behavioral markers of mental health. However, this promise has not yet been brought to fruition. Objective: The objective of our study was to examine challenges…

计算机与社会 · 计算机科学 2018-08-01 Tjeerd W Boonstra , Jennifer Nicholas , Quincy JJ Wong , Frances Shaw , Samuel Townsend , Helen Christensen
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