A unified framework for activity recognition-based behavior analysis and action prediction in smart homes

I Fatima, M Fahim, YK Lee, S Lee - Sensors, 2013 - mdpi.com
… and unified behavior modeling and analysis methodologies … approach in smart home-based
lifestyle analysis, in this paper … , for behavioral analysis, we extract the behavioral pattern …

Securing smart homes using a behavior analysis based authentication approach

N Amraoui, A Besrour, R Ksantini… - 2020 IEEE Eighth …, 2020 - ieeexplore.ieee.org
… In this section, we validate the generality of TRICA in detecting anomalous user behavior
on datasets that involve different smart home environments. Specifically, we first present the …

Learning and managing context enriched behavior patterns in smart homes

P Lago, C Roncancio, C Jiménez-Guarín - Future Generation Computer …, 2019 - Elsevier
… This approach is widely used in behavior analysis in smart environments because labeling
is a difficult task. Online learning algorithms for sequential pattern mining from streaming …

State of the art of smart homes

LC De Silva, C Morikawa, IM Petra - Engineering Applications of Artificial …, 2012 - Elsevier
… of specific applications of smart homes such as eldercare and … the smart homes based
research into these two categories. In the survey we found out that some well-known smart home

Cloud-based behavioral monitoring in smart homes

N Mora, G Matrella, P Ciampolini - Sensors, 2018 - mdpi.com
behavioral monitoring, exploiting specific smart-home sensors. The proposed system has
been successfully deployed at users’ homes … methodologies for smart-home data analysis. First…

Energy saving in smart homes based on consumer behavior: A case study

M Zehnder, H Wache, HF Witschel… - … International Smart …, 2015 - ieeexplore.ieee.org
… in smart homes without lowering the comfort of the inhabitants. We present an algorithm
that mines consumer behavior … the energy consumption of their homes. The system looks for …

Human behavior prediction for smart homes using deep learning

S Choi, E Kim, S Oh - 2013 IEEE RO-MAN, 2013 - ieeexplore.ieee.org
… Abstract—There is a growing interest in smart homes and predicting behaviors of inhabitants
is a key element for the success of smart home services. In this paper, we propose two …

A human-centered smart home system with wearable-sensor behavior analysis

J Ji, T Liu, C Shen, H Wu, W Liu, M Su… - 2016 IEEE …, 2016 - ieeexplore.ieee.org
… for appliance optimal scheduling in smart home, since it is highly related to user’s … behavior.
In this paper, a human-centered smart home system is proposed to identify user behavior, …

Potential impacts of smart homes on human behavior: A reinforcement learning approach

S Suman, A Etemad, F Rivest - IEEE Transactions on Artificial …, 2021 - ieeexplore.ieee.org
behavior patterns is critical. This article explores the impact of smart home systems that
use reinforcement learning on simulated human behavior. Our experiments show that when …

Binary cuckoo search metaheuristic-based supercomputing framework for human behavior analysis in smart home

M Kaur, G Kaur, PK Sharma, A Jolfaei… - The Journal of …, 2020 - Springer
behavior modeling. This paper proposes a novel methodology that recognizes human activities
from the behavior of individuals in a smart home … activities in smart home environment. …