Elderly Behavior Prediction Using a Deep Learning Model in Smart Homes

[1]  D. Murman.  The Impact of Age on Cognition , 2015, Seminars in Hearing.

[2]  M. Lawton,et al.  Assessment of Older People: Self-Maintaining and Instrumental Activities of Daily Living , 1969 .

[3]  Subhas Mukhopadhyay,et al.  Forecasting the behavior of an elderly using wireless sensors data in a smart home , 2013, Eng. Appl. Artif. Intell..

[4]  Michelle C. Feng,et al.  Assessment of Activities of Daily Living, Self-Care, and Independence. , 2016, Archives of clinical neuropsychology : the official journal of the National Academy of Neuropsychologists.

[5]  Xingshe Zhou,et al.  Managing Elders’ Wandering Behavior Using Sensors-based Solutions: A Survey , 2014 .

[6]  Max Kuhn,et al.  Applied Predictive Modeling , 2013 .

[7]  Sydney Katz.  Assessing Self‐maintenance: Activities of Daily Living, Mobility, and Instrumental Activities of Daily Living , 1983, Journal of the American Geriatrics Society.

[8]  Iván Pau,et al.  The Elderly’s Independent Living in Smart Homes: A Characterization of Activities and Sensing Infrastructure Survey to Facilitate Services Development , 2015, Sensors.

[9]  Sajal K. Das,et al.  A-Wristocracy: Deep learning on wrist-worn sensing for recognition of user complex activities , 2015, 2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN).

[10]  Tingyan Wang,et al.  Predictive Modeling of the Progression of Alzheimer’s Disease with Recurrent Neural Networks , 2018, Scientific Reports.

[11]  Yeh-Liang Hsu,et al.  Remote monitoring and assessment of daily activities in the home environment , 2012 .

[12]  Carla L Graf,et al.  The Lawton Instrumental Activities of Daily Living Scale , 2008, The American journal of nursing.

[13]  G. Doniger,et al.  Validity of a short computerized assessment battery for moderate cognitive impairment and dementia , 2010, International Psychogeriatrics.

[14]  Jeongok Park,et al.  Patterns of instrumental activities of daily living and association with predictors among community-dwelling older women: A latent class analysis , 2017, BMC Geriatrics.

[15]  Aitor Almeida,et al.  Predicting Human Behaviour with Recurrent Neural Networks , 2018 .

[16]  Silvia Rossi,et al.  Two deep approaches for ADL recognition: A multi-scale LSTM and a CNN-LSTM with a 3D matrix skeleton representation , 2017, 2017 26th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN).

[17]  Maria E. Niessen,et al.  Monitoring Activities of Daily Living in Smart Homes: Understanding human behavior , 2016, IEEE Signal Processing Magazine.

[18]  M. Stineman,et al.  Instrumental Activities of Daily Living Staging as a Possible Clinical Tool for Falls Risk Assessment in Physical Medicine and Rehabilitation , 2014, PM & R : the journal of injury, function, and rehabilitation.

[19]  Luca Palmerini,et al.  Physical Activity Classification for Elderly People in Free-Living Conditions , 2019, IEEE Journal of Biomedical and Health Informatics.

[20]  M. Clarke,et al.  Monitoring activities of daily living of the elderly and the potential for its use in telecare and telehealth: a review. , 2013, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[21]  Hsinchun Chen,et al.  A sequence-to-sequence model-based deep learning approach for recognizing activity of daily living for senior care , 2018, J. Biomed. Informatics.

[22]  I. Hartigan,et al.  A comparative review of the Katz ADL and the Barthel Index in assessing the activities of daily living of older people. , 2007, International journal of older people nursing.

[23]  Jan Nedoma,et al.  Monitoring of the daily living activities in smart home care , 2017, Human-centric Computing and Information Sciences.

[24]  Paolo Barsocchi,et al.  IoT-Based Home Monitoring: Supporting Practitioners’ Assessment by Behavioral Analysis , 2019, Sensors.

[25]  Guido Matrella,et al.  Cloud-Based Behavioral Monitoring in Smart Homes , 2018, Sensors.

[26]  Qin Liu,et al.  Association among activities of daily living, instrumental activities of daily living and health-related quality of life in elderly Yi ethnic minority , 2017, BMC Geriatrics.

[27]  Ming Yang,et al.  Bidirectional Long Short-Term Memory Networks for Relation Classification , 2015, PACLIC.