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Smart home environments are designed to provide services that help improve the quality of life for the occupant via a variety of sensors and actuators installed throughout the space. Many automated actions taken by a smart home are governed…

Machine Learning · Computer Science 2023-05-29 Devleena Das , Yasutaka Nishimura , Rajan P. Vivek , Naoto Takeda , Sean T. Fish , Thomas Ploetz , Sonia Chernova

Smart homes equipped with ambient sensors offer a transformative approach to continuous health monitoring and assisted living. Traditional research in this domain primarily focuses on Human Activity Recognition (HAR), which relies on…

Human-Computer Interaction · Computer Science 2026-02-05 Alexander Karpekov , Archith Iyer , Sourish Gunesh Dhekane , Sonia Chernova , Thomas Plötz

Recognizing daily activities with unobtrusive sensors in smart environments enables various healthcare applications. Monitoring how subjects perform activities at home and their changes over time can reveal early symptoms of health issues,…

Human-Computer Interaction · Computer Science 2024-08-14 Michele Fiori , Gabriele Civitarese , Claudio Bettini

An ambient sensor network is installed in Smart Homes to identify low-level events taking place by residents, which are then analysed to generate a profile of activities of daily living. These profiles are compared to both the resident's…

Signal Processing · Electrical Eng. & Systems 2021-10-01 Glenn Forbes , Stewart Massie , Susan Craw

Mild Cognitive Impairment (MCI) affects 12-18% of individuals over 60. MCI patients exhibit cognitive dysfunctions without significant daily functional loss. While MCI may progress to dementia, predicting this transition remains a clinical…

Machine Learning · Computer Science 2025-04-15 Gabriele Civitarese , Michele Fiori , Andrea Arighi , Daniela Galimberti , Graziana Florio , Claudio Bettini

According to the World Health Organization, the rate of people aged 60 or more is growing faster than any other age group in almost every country, and this trend is not going to change in a near future. Since senior citizens are at high…

Other Computer Science · Computer Science 2015-01-23 Daniele Riboni , Claudio Bettini , Gabriele Civitarese , Zaffar Haider Janjua , Rim Helaoui

The research on human activity recognition has provided novel solutions to many applications like healthcare, sports, and user profiling. Considering the complex nature of human activities, it is still challenging even after effective and…

Human-Computer Interaction · Computer Science 2023-07-11 Ranjit Kolkar , Geetha V

Smart home systems are gaining popularity as homeowners strive to enhance their living and working environments while minimizing energy consumption. However, the adoption of artificial intelligence (AI)-enabled decision-making models in…

Human-Computer Interaction · Computer Science 2024-07-30 Md Shajalal , Alexander Boden , Gunnar Stevens , Delong Du , Dean-Robin Kern

Human health is closely associated with their daily behavior and environment. However, keeping a healthy lifestyle is still challenging for most people as it is difficult to recognize their living behaviors and identify their surrounding…

Machine Learning · Computer Science 2023-01-13 Mengxi Liu , Sungho Suh , Bo Zhou , Agnes Gruenerbl , Paul Lukowicz

Motivation: Behavioral observations are an important resource in the study and evaluation of psychological phenomena, but it is costly, time-consuming, and susceptible to bias. Thus, we aim to automate coding of human behavior for use in…

Computer Vision and Pattern Recognition · Computer Science 2022-05-13 Nicole N. Lønfeldt , Flavia D. Frumosu , A. -R. Cecilie Mora-Jensen , Nicklas Leander Lund , Sneha Das , A. Katrine Pagsberg , Line K. H. Clemmensen

Smart homes, powered by the Internet of Things, offer great convenience but also pose security concerns due to abnormal behaviors, such as improper operations of users and potential attacks from malicious attackers. Several behavior…

Cryptography and Security · Computer Science 2024-06-19 Jingyu Xiao , Zhiyao Xu , Qingsong Zou , Qing Li , Dan Zhao , Dong Fang , Ruoyu Li , Wenxin Tang , Kang Li , Xudong Zuo , Penghui Hu , Yong Jiang , Zixuan Weng , Michael R. Lyv

Recent advances in Internet of Things (IoT) technologies and the reduction in the cost of sensors have encouraged the development of smart environments, such as smart homes. Smart homes can offer home assistance services to improve the…

Human-Computer Interaction · Computer Science 2021-11-09 Damien Bouchabou , Sao Mai Nguyen , Christophe Lohr , Benoit Leduc , Ioannis Kanellos

The automatic, sensor-based assessment of challenging behavior of persons with dementia is an important task to support the selection of interventions. However, predicting behaviors like apathy and agitation is challenging due to the large…

Machine Learning · Computer Science 2024-08-13 Maximilian Popko , Sebastian Bader , Stefan Lüdtke , Thomas Kirste

Explainable Artificial Intelligence (XAI) aims to uncover the inner reasoning of machine learning models. In IoT systems, XAI improves the transparency of models processing sensor data from multiple heterogeneous devices, ensuring end-users…

Computation and Language · Computer Science 2025-08-22 Michele Fiori , Gabriele Civitarese , Priyankar Choudhary , Claudio Bettini

Providing accurate/suitable information on behaviors in sma\-rt environments is a challenging and crucial task in pervasive computing where context-awareness and pro-activity are of fundamental importance. Behavioral identifications enable…

Logic in Computer Science · Computer Science 2016-01-21 Radoslaw Klimek

The measurement of human behavior remains a central challenge across the behavioral sciences. Traditional approaches typically rely on passive observation of responses collected under static or weakly controlled conditions, limiting the…

Methodology · Statistics 2026-03-31 Pietro Cipresso

Activity and motion analysis has the potential to be used as a diagnostic tool for mental disorders. However, to-date, little work has been performed in turning stratification measures of activity into useful symptom markers. The research…

Medical Physics · Physics 2019-08-19 Maxim Osipov

Cognitive diagnosis is a fundamental issue in intelligent education, which aims to discover the proficiency level of students on specific knowledge concepts. Existing approaches usually mine linear interactions of student exercising process…

Machine Learning · Computer Science 2020-03-04 Fei Wang , Qi Liu , Enhong Chen , Zhenya Huang , Yuying Chen , Yu Yin , Zai Huang , Shijin Wang

Social media accounts engaging in online manipulation can change their behaviors for re-purposing or to evade detection. Existing detection systems are built on features that do not exploit such behavioral patterns. Here we investigate the…

Social and Information Networks · Computer Science 2026-03-04 Isuru Ariyarathne , Gangani Ariyarathne , Alessandro Flammini , Filippo Menczer , Alexander C. Nwala

Despite the advent of wearable devices and the proliferation of smartphones, there still is no ideal platform that can continuously sense and precisely collect all available contextual information. Ideally, mobile sensing data collection…

Human-Computer Interaction · Computer Science 2015-03-17 Reza Rawassizadeh , Elaheh Momeni , Prajna Shetty
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