Big Data based Enhanced Ambient Assisted Living System Framework

被引:0
作者
Sowjanya, K. [1 ]
Dasgupta, Mou [1 ]
机构
[1] Natl Inst Technol Raipur, Dept Comp Applicat, Raipur, Madhya Pradesh, India
来源
2019 10TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT) | 2019年
关键词
Internet of Things; Ambient Assisted Living; Big Data Analytics; MapReduce Apriori; MapReduce Multi-Objective Genetic Algorithm; INTERNET;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The current developments in the fields of networking and sensor technology enable more and more number of devices of the real world to be an integral part of Internet of Things (IoT). This leads to the generation of huge volumes of data on the scale sufficient enough to qualify as an instance of big data. This big data includes various types of hidden information that are useful for different kinds of services and applications. In this paper, an enhanced big data based framework for Ambient Assisted Living (AAL) system is presented. Where the prediction accuracy of the existing state-of-art work is enhanced by using map-reduce genetic algorithm. The results show that the proposed framework is more accurate when compared with the existing works.
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页数:7
相关论文
共 14 条
[1]  
Anguita D., 2012, EUR S ART NEUR NETW
[2]   CoCaMAAL: A cloud-oriented context-aware middleware in ambient assisted living [J].
Forkan, Abdur ;
Khalil, Ibrahim ;
Tari, Zahir .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2014, 35 :114-127
[3]   BDCaM: Big Data for Context-Aware Monitoring-A Personalized Knowledge Discovery Framework for Assisted Healthcare [J].
Forkan, Abdur Rahim Mohammad ;
Khalil, Ibrahim ;
Ibaida, Ayman ;
Tari, Zahir .
IEEE TRANSACTIONS ON CLOUD COMPUTING, 2017, 5 (04) :628-641
[4]  
Han J, 2012, MOR KAUF D, P1
[5]   The Internet of Things for Health Care: A Comprehensive Survey [J].
Islam, S. M. Riazul ;
Kwak, Daehan ;
Kabir, Md. Humaun ;
Hossain, Mahmud ;
Kwak, Kyung-Sup .
IEEE ACCESS, 2015, 3 :678-708
[6]   An Intelligent Information Forwarder for Healthcare Big Data Systems With Distributed Wearable Sensors [J].
Jiang, Ping ;
Winkley, Jonathan ;
Zhao, Can ;
Munnoch, Robert ;
Min, Geyong ;
Yang, Laurence T. .
IEEE SYSTEMS JOURNAL, 2016, 10 (03) :1147-1159
[7]   Mining numerical association rules via multi-objective genetic algorithms [J].
Minaei-Bidgoli, B. ;
Barmaki, R. ;
Nasiri, M. .
INFORMATION SCIENCES, 2013, 233 :15-24
[8]   Soft computing data mining [J].
Pal, SK ;
Ghosh, A .
INFORMATION SCIENCES, 2004, 163 (1-3) :1-3
[9]   An autonomic cloud environment for hosting ECG data analysis services [J].
Pandey, Suraj ;
Voorsluys, William ;
Niu, Sheng ;
Khandoker, Ahsan ;
Buyya, Rajkumar .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2012, 28 (01) :147-154
[10]   Enabling Technologies for the Internet of Health Things [J].
Rodrigues, Joel J. P. C. ;
De Rezende Segundo, Dante Borges ;
Junqueira, Heres Arantes ;
Sabino, Murilo Henrique ;
Prince, Rafael Maciel ;
Al-Muhtadi, Jalal ;
De Albuquerque, Victor Hugo C. .
IEEE ACCESS, 2018, 6 :13129-13141