A Survey of Human Activity Recognition in Smart Homes Based on IoT Sensors Algorithms: Taxonomies, Challenges, and Opportunities with Deep Learning

Sequential neural networks for multi-resident activity recognition in ambient sensing smart homes

(2021) Anubhav Natani et al.   APPLIED INTELLIGENCE

Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task Hierarchy

(2021) Nicolas Duminy et al.   Applied Sciences-Basel

Neural Network Ensembles for Sensor-Based Human Activity Recognition Within Smart Environments

(2020) Naomi Irvine et al.   SENSORS

Joint Learning of Temporal Models to Handle Imbalanced Data for Human Activity Recognition

(2020) Rebeen Ali Hamad et al.   Applied Sciences-Basel

Vision-based human activity recognition: a survey

(2020) Djamila Romaissa Beddiar et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Sensor-based and vision-based human activity recognition: A comprehensive survey

(2020) L. Minh Dang et al.   PATTERN RECOGNITION

Activities of Daily Living Recognition With Binary Environment Sensors Using Deep Learning: A Comparative Study

(2020) Aiguo Wang et al.   IEEE SENSORS JOURNAL

Enhancing activity recognition using CPD-based activity segmentation

(2019) Samaneh Aminikhanghahi et al.   Pervasive and Mobile Computing

Human Activity Recognition Based on Wearable Sensor Using Hierarchical Deep LSTM Networks

(2019) LuKun Wang et al.   CIRCUITS SYSTEMS AND SIGNAL PROCESSING

Continual lifelong learning with neural networks: A review

(2019) German I. Parisi et al.   NEURAL NETWORKS

A sequential deep learning application for recognising human activities in smart homes

(2019) Daniele Liciotti et al.   NEUROCOMPUTING

Online human activity recognition employing hierarchical hidden Markov models

(2019) Parviz Asghari et al.   Journal of Ambient Intelligence and Humanized Computing

Using Latent Knowledge to Improve Real-Time Activity Recognition for Smart IoT

(2019) Surong Yan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Efficient Activity Recognition in Smart Homes Using Delayed Fuzzy Temporal Windows on Binary Sensors

(2019) Rebeen Ali Hamad et al.   IEEE Journal of Biomedical and Health Informatics

Multimedia Big Data Analytics

(2018) Samira Pouyanfar et al.   ACM COMPUTING SURVEYS

Ontology-driven semantic unified modelling for concurrent activity recognition (OSCAR)

(2018) Muhammad Safyan et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Deep learning for sensor-based activity recognition: A Survey

(2018) Jindong Wang et al.   PATTERN RECOGNITION LETTERS

Unobtrusive Activity Recognition of Elderly People Living Alone Using Anonymous Binary Sensors and DCNN

(2018) Munkhjargal Gochoo et al.   IEEE Journal of Biomedical and Health Informatics

Ensemble classifier of long short-term memory with fuzzy temporal windows on binary sensors for activity recognition

(2018) Javier Medina-Quero et al.   EXPERT SYSTEMS WITH APPLICATIONS

Multi-Resident Activity Recognition In A Smart Home Using RGB Activity Image and DCNN

(2018) Tan-Hsu Tan et al.   IEEE SENSORS JOURNAL

An Intelligent Smart Plug with Shared Knowledge Capabilities

(2018) Luis Gomes et al.   SENSORS

OpenSHS: Open Smart Home Simulator

(2017) Nasser Alshammari et al.   SENSORS

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

Competitive Live Evaluations of Activity-Recognition Systems

(2015) Hristijan Gjoreski et al.   IEEE PERVASIVE COMPUTING

Persim 3D: Context-Driven Simulation and Modeling of Human Activities in Smart Spaces

(2015) Jae Woong Lee et al.   IEEE Transactions on Automation Science and Engineering

Simulation of Smart Home Activity Datasets

(2015) Jonathan Synnott et al.   SENSORS

Human activity recognition based on feature selection in smart home using back-propagation algorithm

(2014) Hongqing Fang et al.   ISA TRANSACTIONS

Human activity recognition from 3D data: A review

(2014) J.K. Aggarwal et al.   PATTERN RECOGNITION LETTERS

Social barriers to the adoption of smart homes

(2013) Nazmiye Balta-Ozkan et al.   ENERGY POLICY

Transfer learning for activity recognition: a survey

(2013) Diane Cook et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Activity Recognition Using Hybrid Generative/Discriminative Models on Home Environments Using Binary Sensors

(2013) Fco. Javier Ordóñez et al.   SENSORS

CASAS: A Smart Home in a Box

(2012) Diane J. Cook et al.   COMPUTER

Sensor-Based Activity Recognition

(2012) Liming Chen et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE

Activity recognition on streaming sensor data

(2012) Narayanan C. Krishnan et al.   Pervasive and Mobile Computing

Activity Discovery and Activity Recognition: A New Partnership

(2012) Diane J. Cook et al.   IEEE Transactions on Cybernetics

A Knowledge-Driven Approach to Activity Recognition in Smart Homes

(2011) Liming Chen et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Learning Setting-Generalized Activity Models for Smart Spaces

(2010) Diane Cook   IEEE INTELLIGENT SYSTEMS

SVM-Based Multimodal Classification of Activities of Daily Living in Health Smart Homes: Sensors, Algorithms, and First Experimental Results

(2009) Anthony Fleury et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

Assessing the Quality of Activities in a Smart Environment

(2009) D. J. Cook et al.   METHODS OF INFORMATION IN MEDICINE

A review of smart homes—Present state and future challenges

(2008) Marie Chan et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Learning Situation Models in a Smart Home

(2008) O. Brdiczka et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Evidential fusion of sensor data for activity recognition in smart homes

(2008) Xin Hong et al.   Pervasive and Mobile Computing