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Framework for an Intelligent Affect Aware Smart Home Environment for Elderly People
Nirmalya Thakur, Chia Y. Han
Pages - 23 - 43     |    Revised - 31-01-2019     |    Published - 28-02-2019
Volume - 9   Issue - 1    |    Publication Date - February 2019  Table of Contents
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KEYWORDS
Affect Aware Systems, Behavior Analysis, Smart and Assisted Living, Smart Home, User Experience, Affective States, Human Computer Interaction, User Experience.
ABSTRACT
The population of elderly people has been increasing at a rapid rate over the last few decades and their population is expected to further increase in the upcoming future. Their increasing population is associated with their increasing needs due to problems like physical disabilities, cognitive issues, weakened memory and disorganized behavior, that elderly people face with increasing age. To reduce their financial burden on the world economy and to enhance their quality of life, it is essential to develop technology-based solutions that are adaptive, assistive and intelligent in nature. Intelligent Affect Aware Systems that can not only analyze but also predict the behavior of elderly people in the context of their day to day interactions with technology in an IoT-based environment, holds immense potential for serving as a long-term solution for improving the user experience of elderly in smart homes. This work therefore proposes the framework for an Intelligent Affect Aware environment for elderly people that can not only analyze the affective components of their interactions but also predict their likely user experience even before they start engaging in any activity in the given smart home environment. This forecasting of user experience would provide scope for enhancing the same, thereby increasing the assistive and adaptive nature of such intelligent systems. To uphold the efficacy of this proposed framework for improving the quality of life of elderly people in smart homes, it has been tested on three datasets and the results are presented and discussed.
1 Google Scholar 
2 BibSonomy 
3 refSeek 
4 ResearchGate 
5 Doc Player 
6 Scribd 
7 SlideShare 
Abdulsalam Yassine, Shailendra Singh, And Atif Alamri "Mining Human Activity Patterns From Smart Home Big Data for Health Care Applications" IEEE Special Section On Advances Of Multisensory Services And Technologies For Healthcare In Smart Cities, June 2017.
Bethany Kon, Alex Lam and Jonathan Chan, "Evolution of Smart Homes for the Elderly" Proceedings of the 2017 International World Wide Web Conference Committee (IW3C2), April 3-7, 2017, Perth, Australia.
Details of World Population Data, by the World Bank, Available: https://data.worldbank.org/ indicator/SP.POP.65UP.TO.ZS.
Dibya Prokash Sarkar, "A Nurse Bot for Elderly People", Proceedings of UbiComp/ISWC'18 Adjunct, October 8-12, 2018, Singapore.
Gabriele Civitarese, Claudio Bettini, Stefano Belfiore, "Let the Objects Tell What You are Doing", Proceedings of Ubicomp/ISWC'16 Adjunct , September 12-16, 2016, Heidelberg, Germany.
I Goodfellow, D Erhan, PL Carrier, A Courville, M Mirza, B Hamner, W Cukierski, Y Tang, DH Lee, Y Zhou, C Ramaiah, F Feng, R Li, X Wang, D Athanasakis, J Shawe-Taylor, M Milakov, J Park, R Ionescu, M Popescu, C Grozea, J Bergstra, J Xie, L Romaszko, B Xu, Z Chuang, "Challenges in Representation Learning: A report on three machine learning contests", Proceedings of the ICML 2013 Workshop on Challenges in Representation Learning, Cornell University 2013.
Julio Abascal, Borja Bonail, Alvaro Marco, Jose Luis Sevillano, "AmbienNet: An Intelligent Environment to Support People with Disabilities and Elderly People" Proceedings of ASSETS'08, October 13-15, 2008, Halifax, Nova Scotia, Canada.
K. Jack and K. William, ``The UK-DALE dataset, domestic appliance-level electricity demand and whole house demand from five UK homes,' Sci. Data, vol. 2, p. 150007, Sep. 2.
Leonardo Angelini, Nathalie Nyffeler, Maurizio Caon, Mélanie Jean-Mairet, Stefano Carrino, Elena Mugellini, Luc Bergeron, "Designing a Desirable Smart Bracelet for Older Adults", Proceedings of UbiComp'13, September 8-12, 2013, Zurich, Switzerland.
M. Chan, E. Campo, W. Bourennane, F. Bettahar, Y. Charlon, "Mobility Behavior Assessment Using a Smart-Monitoring System to Care for the Elderly in a Hospital Environment", Proceedings of PETRA '14, May 27 - 30 2014, Island of Rhodes, Greece.
M. Jamal Deen, "Information and communications technologies for elderly ubiquitous healthcare in a smart home", Personal Ubiquitous Computing (2015) 19:573-599.
Mohamed Tarik, Abdenour Bouzouane, Bruno Bouchard, "Sensors activation time predictions in smart home", Proceedings of PETRA '15, July 01 - 03, 2015, Corfu, Greece.
Nirmalya Thakur and Chia Y. Han, "A Complex Activity Based Emotion Recognition Algorithm For Affect Aware Systems", Proceedings of the IEEE-CCWC 2018 Conference, 08-10 January, 2018, Las Vegas, USA.
Nirmalya Thakur, Chia Y. Han, "Methodology for Forecasting User Experience for Smart and Assisted Living in Affect Aware Systems", Proceedings of IOT '18, October 15-18, 2018, Santa Barbara, CA, USA.
O. Ritthoff, R. Klinkenberg, S. Fisher, I. Mierswa, S. Felske. YALE: Yet Another Learning
Rajiv Khosla, Mei-Tai Chu, Reza Kachouie, Keiji Yamada , Fujita Yoshihiro, Tomoharu Yamaguchi, "Interactive Multimodal Social Robot for Improving Quality of Care of Elderly in Australian Nursing Homes", Proceedings of MM'12, October 29-November 2, 2012, Nara, Japan.
Rami Yared, Bessam Abdulrazak, Thomas Tessier, Philippe Mabilleau, "Cooking risk analysis to enhance safety of elderly people in smart kitchen" Proceedings of PETRA '15, July 01 - 03, 2015, Corfu, Greece.
Rosa Iglesias, Nuria Gomez de Segura, Miren Iturburu, "The Elderly Interacting with a Digital Agenda through an RFID Pen and a Touch Screen", Proceedings of MSIADU'09, October 23, 2009, Beijing, China.
Saguna, Arkady Zaslavsky and Dipanjan Chakraborty, "Complex Activity Recognition Using Context Driven Activity Theory and Activity Signatures", ACM Transactions on Computer-Human Interaction, Vol. 20, No.6, Article 32, Dec. 2013.
Soo-Cheol Kim, Young-Sik Jeong, Sang-Oh Park, "RFID-based indoor location tracking to ensure the safety of the elderly in smart home environments" Personal and Ubiquitous Computing (2013) 17:1699-1707.
The United Nations Principles for Older Persons, Resolution adopted by United Nations General Assembly 1991, Available: https://www.ohchr.org/en/professionalinterest/pages/ olderpersons.aspx.
Timo Sztyler, Heiner Stuckenschmidt, Wolfgang Petrich, "Position-aware activity recognition with wearable devices", Pervasive and Mobile Computing Volume 38, Part 2, July 2017, Pages 281-295.
Tommy Bengtsson and Kirk Scott, "The Ageing Population", 2nd Chapter in Population Ageing - A Threat to the Welfare State?, ISBN 978-3-642-12611-6, eISBN 978-3-642-12612-3.
United Nations 2018 Report on Ageing, Available at: http://www.un.org/en/sections/issues-depth/ageing/.
Wan He, Daniel Goodkind, and Paul Kowal, "An Aging World: 2015", International Population Reports, Issued in March 2016 by United States Census Bureau.
Mr. Nirmalya Thakur
Department of Electrical Engineering and Computer Science University of Cincinnati - United States of America
thakurna@mail.uc.edu
Dr. Chia Y. Han
Department of Electrical Engineering and Computer Science University of Cincinnati - United States of America


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