Future Smart Connected Communities to Fight COVID-19 Outbreak

Internet of Things (IoT) has grown rapidly in the last decade and continue to develop in terms of dimension and complexity, offering wide range of devices to support diverse set of applications. With ubiquitous Internet, connected sensors and actuators, networking and communication technology along with artificial intelligence (AI), smart cyber-physical systems (CPS) provide services rendering assistance and convenience to humans in their daily lives. However, the recent outbreak of COVID-19 (also known as coronavirus) pandemic has exposed and highlighted the limitations of contemporary technological deployments especially to contain the wide spread of this disease. IoT and smart connected technologies together with data-driven applications can play a crucial role not only in the prevention, mitigation or continuous remote monitoring of patients, but also enable prompt enforcement of guidelines, rules and administrative orders to contain such future outbreaks. In this paper, we envision an IoT and data supported connected ecosystem designed for intelligent monitoring, pro-active prevention and control, and mitigation of COVID-19 and similar epidemics. We propose a gamut of synergistic applications and technology systems for various smart infrastructures including E-Health, smart home, supply chain management, transportation, and city, which will work in convergence to develop ‘pandemic-proof’ future smart communities. We also present a generalized cloud-enabled IoT implementation framework along with scientific solutions, which can be adapted and extended to deploy smart connected ecosystem scenarios using widely used Amazon Web Services (AWS) cloud infrastructures. In addition, we also implement an E-Health RPM use case scenario to demonstrate the need and practicality for smart connected communities. Finally, we highlight challenges and research directions which need thoughtful consideration and across the board cooperation among stakeholders to build resilient communities against future pandemics.

[1]  Ali Saman Tosun,et al.  Analysis of IoT Traffic using HTTP Proxy , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[2]  Danilo De Donno,et al.  An IoT-Aware Architecture for Smart Healthcare Systems , 2015, IEEE Internet of Things Journal.

[3]  Sakorn Mekruksavanich The Smart Shopping Basket Based on IoT Applications , 2019, 2019 IEEE 10th International Conference on Software Engineering and Service Science (ICSESS).

[4]  Andrew L. Beam,et al.  Adversarial attacks on medical machine learning , 2019, Science.

[5]  Inas S. Khayal,et al.  Modeling ‘Thriving Communities’ using a Systems Architecture to Improve Smart Cities Technology Approaches , 2018, 2018 IEEE International Smart Cities Conference (ISC2).

[6]  Rolf H. Weber,et al.  Internet of Things - New security and privacy challenges , 2010, Comput. Law Secur. Rev..

[7]  Jörg Daubert,et al.  On the Security and Privacy of Internet of Things Architectures and Systems , 2015, 2015 International Workshop on Secure Internet of Things (SIoT).

[8]  Stephen M. Erlien,et al.  Collision Avoidance and Stabilization for Autonomous Vehicles in Emergency Scenarios , 2017, IEEE Transactions on Control Systems Technology.

[9]  Guolong Chen,et al.  Resource management in cloud computing with optimal pricing policies , 2019, Comput. Syst. Sci. Eng..

[10]  Smriti Bhatt,et al.  Poster: IoT SENTINEL - An ABAC Approach Against Cyber-Warfare In Organizations , 2020, SACMAT.

[11]  Jiming Chen,et al.  Smart community: an internet of things application , 2011, IEEE Communications Magazine.

[12]  Houbing Song,et al.  Internet of Things and Big Data Analytics for Smart and Connected Communities , 2016, IEEE Access.

[13]  Christopher G. Reddick,et al.  A framework for Internet of Things-enabled smart government: A case of IoT cybersecurity policies and use cases in U.S. federal government , 2019, Gov. Inf. Q..

[14]  Madeline Carr,et al.  The United Kingdom's Emerging Internet of Things (IoT) Policy Landscape , 2019 .

[15]  P. Cochat,et al.  Et al , 2008, Archives de pediatrie : organe officiel de la Societe francaise de pediatrie.

[16]  Ciprian Dobre,et al.  Cost-benefit analysis game for efficient storage allocation in cloud-centric Internet of Things systems: A game theoretic perspective , 2017, 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM).

[17]  Jong Hyuk Park,et al.  Semi-supervised learning based distributed attack detection framework for IoT , 2018, Appl. Soft Comput..

[18]  Paramvir Bahl,et al.  The Case for VM-Based Cloudlets in Mobile Computing , 2009, IEEE Pervasive Computing.

[19]  Fabrice Axisa,et al.  Flexible technologies and smart clothing for citizen medicine, home healthcare, and disease prevention , 2005, IEEE Transactions on Information Technology in Biomedicine.

[20]  C. Mohanty,et al.  Application of cognitive Internet of Medical Things for COVID-19 pandemic , 2020, Diabetes & Metabolic Syndrome: Clinical Research & Reviews.

[21]  Alfred Kobsa,et al.  Privacy through pseudonymity in user-adaptive systems , 2003, TOIT.

[22]  S. R. Balasundaram,et al.  CORE?? an optimal data placement strategy in Hadoop for data intentitive applications based on cohesion relation , 2019, Comput. Syst. Sci. Eng..

[23]  Samuel Lalmuanawma,et al.  Applications of machine learning and artificial intelligence for Covid-19 (SARS-CoV-2) pandemic: A review , 2020, Chaos, Solitons & Fractals.

[24]  Ravi Sandhu,et al.  Multi-Layer Authorization Framework for a Representative Hadoop Ecosystem Deployment , 2017, SACMAT.

[25]  Ravi S. Sandhu,et al.  Access Control Model for AWS Internet of Things , 2017, NSS.

[26]  Yi Pan,et al.  BlockDeepNet: A Blockchain-Based Secure Deep Learning for IoT Network , 2019, Sustainability.

[27]  José Ramón Gil-García,et al.  Understanding Smart Cities: An Integrative Framework , 2012, HICSS.

[28]  Qi Li,et al.  IoT Passport: A Blockchain-Based Trust Framework for Collaborative Internet-of-Things , 2019, SACMAT.

[29]  R. Suman,et al.  Internet of things (IoT) applications to fight against COVID-19 pandemic , 2020, Diabetes & Metabolic Syndrome: Clinical Research & Reviews.

[30]  Luigi Atzori,et al.  The Virtual Object as a Major Element of the Internet of Things: A Survey , 2016, IEEE Communications Surveys & Tutorials.

[31]  G. Nalinipriya,et al.  Extensive medical data storage with prominent symmetric algorithms on cloud - A protected framework , 2013, INTERNATIONAL CONFERENCE ON SMART STRUCTURES AND SYSTEMS - ICSSS'13.

[32]  Zhipeng Cai,et al.  A Collaborative Mechanism for Private Data Publication in Smart Cities , 2020, IEEE Internet of Things Journal.

[33]  N. Noury,et al.  Correlation between real and simulated data of the activity of the elderly person living independently in a Health Smart Home , 2011, 2011 IEEE 13th International Conference on e-Health Networking, Applications and Services.

[34]  Rodolfo Ipolito Meneguette,et al.  A Health Smart Home System to Report Incidents for Disabled People , 2015, 2015 International Conference on Distributed Computing in Sensor Systems.

[35]  Sai Sree Laya Chukkapalli,et al.  Ontologies and Artificial Intelligence Systems for the Cooperative Smart Farming Ecosystem , 2020, IEEE Access.

[36]  David F. Ferraiolo,et al.  Guide to Attribute Based Access Control (ABAC) Definition and Considerations , 2014 .

[37]  Srdjan Capkun,et al.  The security and privacy of smart vehicles , 2004, IEEE Security & Privacy Magazine.

[38]  Tanweer Alam Internet of Things and Blockchain-Based Framework for Coronavirus (COVID-19) Disease , 2020, Int. J. Online Biomed. Eng..

[39]  Ravi S. Sandhu,et al.  POSTER: Access Control Model for the Hadoop Ecosystem , 2017, SACMAT.

[40]  Eleftherios Mylonakis,et al.  Emerging Technologies for Use in the Study, Diagnosis, and Treatment of Patients with COVID-19 , 2020, Cellular and molecular bioengineering.

[41]  Hajar Mousannif,et al.  Access control in the Internet of Things: Big challenges and new opportunities , 2017, Comput. Networks.

[42]  N. Noury,et al.  Health Smart Home - Towards an assistant tool for automatic assessment of the dependence of elders , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[43]  Qing Han,et al.  Resilient Overlays for IoT-Based Community Infrastructure Communications , 2016, 2016 IEEE First International Conference on Internet-of-Things Design and Implementation (IoTDI).

[44]  Ali Saman Tosun,et al.  Investigating Security and Privacy of a Cloud-Based Wireless IP Camera: NetCam , 2015, 2015 24th International Conference on Computer Communication and Networks (ICCCN).

[45]  Rajvikram Madurai Elavarasan,et al.  Restructured society and environment: A review on potential technological strategies to control the COVID-19 pandemic , 2020, Science of The Total Environment.

[46]  Ravi Sandhu,et al.  An Attribute-Based Access Control for Cloud Enabled Industrial Smart Vehicles , 2021, IEEE Transactions on Industrial Informatics.

[47]  Anupam Joshi,et al.  Cyber Attacks on Smart Farming Infrastructure , 2020, 2020 IEEE 6th International Conference on Collaboration and Internet Computing (CIC).

[48]  Markus Endler,et al.  Scalable Mobile Sensing for Smart Cities: The MUSANet Experience , 2020, IEEE Internet of Things Journal.

[49]  Pascal Vasseur,et al.  Introduction to multi-sensor data fusion , 2004 .

[50]  Aaron Roth,et al.  The Algorithmic Foundations of Differential Privacy , 2014, Found. Trends Theor. Comput. Sci..

[51]  Sneha A. Dalvi,et al.  Internet of Things for Smart Cities , 2017 .

[52]  Dariu Gavrila,et al.  Real-time object detection for "smart" vehicles , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[53]  Franziska Roesner,et al.  End User Security and Privacy Concerns with Smart Homes , 2017, SOUPS.

[54]  Roberto Di Pietro,et al.  Smart health: A context-aware health paradigm within smart cities , 2014, IEEE Communications Magazine.

[55]  A. Bourke,et al.  Fall detection - Principles and Methods , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[56]  Mohamed Deriche,et al.  An IoT Based Inventory System for High Value Laboratory Equipment , 2019, 2019 Sixth International Conference on Internet of Things: Systems, Management and Security (IOTSMS).

[57]  Mwaffaq Otoom,et al.  An IoT-based framework for early identification and monitoring of COVID-19 cases , 2020, Biomedical Signal Processing and Control.

[58]  Jiguo Yu,et al.  IoT Applications on Secure Smart Shopping System , 2017, IEEE Internet of Things Journal.

[59]  M. Shamim Hossain,et al.  Patient status monitoring for smart home healthcare , 2016, 2016 IEEE International Conference on Multimedia & Expo Workshops (ICMEW).

[60]  Vladimir Stantchev,et al.  Smart Items, Fog and Cloud Computing as Enablers of Servitization in Healthcare , 2015 .

[61]  Olumide Kayode,et al.  Towards a Distributed Estimator in Smart Home Environment , 2020, 2020 IEEE 6th World Forum on Internet of Things (WF-IoT).

[62]  Danny Weyns,et al.  Cost-Benefit Analysis at Runtime for Self-adaptive Systems Applied to an Internet of Things Application , 2018, ENASE.

[63]  R. Suman,et al.  Industry 4.0 technologies and their applications in fighting COVID-19 pandemic , 2020, Diabetes & Metabolic Syndrome: Clinical Research & Reviews.

[64]  Issam W. Damaj,et al.  SysMART Indoor Services: A System of Smart and Connected Supermarkets , 2018, 2018 IEEE Canadian Conference on Electrical & Computer Engineering (CCECE).

[65]  Rachelle Bosua,et al.  The Internet of Things (IoT) and its impact on individual privacy: An Australian perspective , 2016, Comput. Law Secur. Rev..

[66]  Hui Yan,et al.  Research on Key Technology for Data Storage in Smart Community Based on Big Data , 2015, 2015 International Conference on Intelligent Transportation, Big Data and Smart City.

[67]  Ravi Sandhu,et al.  ABAC-CC: Attribute-Based Access Control and Communication Control for Internet of Things , 2020, SACMAT.

[68]  Andrea Zanella,et al.  Long-range communications in unlicensed bands: the rising stars in the IoT and smart city scenarios , 2015, IEEE Wireless Communications.

[69]  Olumide Kayode,et al.  Access Control Model for Google Cloud IoT , 2020, 2020 IEEE 6th Intl Conference on Big Data Security on Cloud (BigDataSecurity), IEEE Intl Conference on High Performance and Smart Computing, (HPSC) and IEEE Intl Conference on Intelligent Data and Security (IDS).

[70]  Sudip Mittal,et al.  Security and Privacy in Smart Farming: Challenges and Opportunities , 2020, IEEE Access.

[71]  Sukhpal Singh Gill,et al.  A drone-based networked system and methods for combating coronavirus disease (COVID-19) pandemic , 2020, Future Generation Computer Systems.

[72]  Baoyu Ma,et al.  A DPN (Delegated Proof of Node) Mechanism for Secure Data Transmission in IoT Services , 2019 .

[73]  Asim ur Rehman Khan,et al.  IoT based Grocery Management System: Smart Refrigerator and Smart Cabinet , 2019, 2019 International Conference on Systems of Collaboration Big Data, Internet of Things & Security (SysCoBIoTS).

[74]  N. Noury,et al.  Model and Simulator of the activity of the elderly person in a Health Smart Home , 2010, The 12th IEEE International Conference on e-Health Networking, Applications and Services.

[75]  Sudip Mittal,et al.  Enabling and Enforcing Social Distancing Measures using Smart City and ITS Infrastructures: A COVID-19 Use Case , 2020, ArXiv.

[76]  Ralph P. Laviste,et al.  Aeon: A Smart Medicine Delivery and Inventory System for Cebu City Government’s Long Life Medical Assistance Program , 2018, 2018 IEEE 10th International Conference on Humanoid, Nanotechnology, Information Technology,Communication and Control, Environment and Management (HNICEM).

[77]  Milind R. Naphade,et al.  Smarter Cities and Their Innovation Challenges , 2011, Computer.

[78]  George Roussos,et al.  Enabling RFID in retail , 2006, Computer.

[79]  Diane J. Cook,et al.  Detecting Health and Behavior Change by Analyzing Smart Home Sensor Data , 2016, 2016 IEEE International Conference on Smart Computing (SMARTCOMP).

[80]  Euijong Lee,et al.  PARBAC: Priority-Attribute-Based RBAC Model for Azure IoT Cloud , 2020, IEEE Internet of Things Journal.

[81]  Deepti Gupta,et al.  Learner’s Dilemma: IoT Devices Training Strategies in Collaborative Deep Learning , 2020, 2020 IEEE 6th World Forum on Internet of Things (WF-IoT).

[82]  Rashid Mehmood,et al.  Enabling Reliable and Resilient IoT Based Smart City Applications , 2017 .

[83]  Ritika,et al.  Docker Containers Versus Virtual Machine-Based Virtualization , 2018, Advances in Intelligent Systems and Computing.

[84]  Enrico Capobianco,et al.  Smart Cities, Big Data, and Communities: Reasoning From the Viewpoint of Attractors , 2016, IEEE Access.

[85]  Maanak Gupta,et al.  Secure Cloud Assisted Smart Cars Using Dynamic Groups and Attribute Based Access Control , 2019, ArXiv.

[86]  Maanak Gupta,et al.  Next-Generation Big Data Federation Access Control: A Reference Model , 2019, Future Gener. Comput. Syst..

[87]  Ismail Güvenç,et al.  UAV-Enabled Intelligent Transportation Systems for the Smart City: Applications and Challenges , 2017, IEEE Communications Magazine.

[88]  M. Javaid,et al.  Artificial Intelligence (AI) applications for COVID-19 pandemic , 2020, Diabetes & Metabolic Syndrome: Clinical Research & Reviews.

[89]  Rachna Shah,et al.  Role of IoT to avoid spreading of COVID-19 , 2020, International Journal of Intelligent Networks.

[90]  Ravi Sandhu,et al.  Secure V2V and V2I Communication in Intelligent Transportation using Cloudlets , 2020, ArXiv.

[91]  Pravin Varaiya,et al.  Smart cars on smart roads: problems of control , 1991, IEEE Trans. Autom. Control..

[92]  Jayant Kalagnanam,et al.  Foundations for Smarter Cities , 2010, IBM J. Res. Dev..

[93]  Maureen Schmitter-Edgecombe,et al.  Automated Cognitive Health Assessment From Smart Home-Based Behavior Data , 2016, IEEE Journal of Biomedical and Health Informatics.

[94]  Ying-Tsung Lee,et al.  An integrated cloud-based smart home management system with community hierarchy , 2016, IEEE Transactions on Consumer Electronics.

[95]  Jiong Jin,et al.  A Survey on Anomalous Behavior Detection for Elderly Care Using Dense-Sensing Networks , 2020, IEEE Communications Surveys & Tutorials.

[96]  Duo Liu,et al.  A Lightweight Three-Factor User Authentication Protocol for the Information Perception of IoT , 2019, Computers, Materials & Continua.

[97]  Anupam Joshi,et al.  A Smart-Farming Ontology for Attribute Based Access Control , 2020, 2020 IEEE 6th Intl Conference on Big Data Security on Cloud (BigDataSecurity), IEEE Intl Conference on High Performance and Smart Computing, (HPSC) and IEEE Intl Conference on Intelligent Data and Security (IDS).

[98]  Kai He,et al.  Smart Spare Part Inventory Management System with Sensor Data Updating , 2019, 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS).

[99]  Anthony S. Atkins,et al.  An IoT Application for Inventory Management with a Self-Adaptive Decision Model , 2016, 2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData).

[100]  Poonam Saini,et al.  Application layer scheduling in cloud: ?fundamentals, review and research directions , 2019, Comput. Syst. Sci. Eng..

[101]  Xin Jin,et al.  A Unified Attribute-Based Access Control Model Covering DAC, MAC and RBAC , 2012, DBSec.

[102]  Yan Li,et al.  A method to make accurate inventory of smart meters in multi-tags group-reading environment , 2016, 2016 IEEE International Conference on RFID Technology and Applications (RFID-TA).

[103]  Vijanth S. Asirvadam,et al.  Development of private cloud storage for medical image research data , 2014, 2014 International Conference on Computer and Information Sciences (ICCOINS).

[104]  Jian Zhou,et al.  Chinese experts’ consensus on the Internet of Things-aided diagnosis and treatment of coronavirus disease 2019 (COVID-19) , 2020, Clinical eHealth.

[105]  J. Rak,et al.  Smart Cities , 2018, Computer Communications and Networks.

[106]  Antonio Iera,et al.  MIFaaS: A Mobile-IoT-Federation-as-a-Service Model for dynamic cooperation of IoT Cloud Providers , 2017, Future Gener. Comput. Syst..

[107]  Maanak Gupta,et al.  An Attribute-Based Access Control Model for Secure Big Data Processing in Hadoop Ecosystem , 2018 .

[108]  George Pallis,et al.  Opportunities and challenges of the Internet of Things for healthcare: Systems engineering perspective , 2014, 2014 4th International Conference on Wireless Mobile Communication and Healthcare - Transforming Healthcare Through Innovations in Mobile and Wireless Technologies (MOBIHEALTH).

[109]  Philip A. Catherwood,et al.  A Community-Based IoT Personalized Wireless Healthcare Solution Trial , 2018, IEEE Journal of Translational Engineering in Health and Medicine.

[110]  Ravi S. Sandhu,et al.  An Access Control Framework for Cloud-Enabled Wearable Internet of Things , 2017, 2017 IEEE 3rd International Conference on Collaboration and Internet Computing (CIC).

[111]  Ravi S. Sandhu,et al.  Object-Tagged RBAC Model for the Hadoop Ecosystem , 2017, DBSec.

[112]  Wolfram Burgard,et al.  Learning driving styles for autonomous vehicles from demonstration , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[113]  Saraju P. Mohanty,et al.  Everything You Wanted to Know About Smart Cities , 2016, IEEE Consumer Electron. Mag..

[114]  M. Shamim Hossain,et al.  Cloud-assisted Industrial Internet of Things (IIoT) - Enabled framework for health monitoring , 2016, Comput. Networks.

[115]  Danna Zhou,et al.  d. , 1934, Microbial pathogenesis.

[116]  Yike Guo,et al.  Enabling Health Monitoring as a Service in the Cloud , 2014, 2014 IEEE/ACM 7th International Conference on Utility and Cloud Computing.

[117]  Rupak Kharel,et al.  Internet of Things: Vision, Future Directions and Opportunities , 2018, Modern Sensing Technologies.

[118]  Traian Marius Truta,et al.  Protection : p-Sensitive k-Anonymity Property , 2006 .

[119]  Marimuthu Palaniswami,et al.  An Information Framework for Creating a Smart City Through Internet of Things , 2014, IEEE Internet of Things Journal.

[120]  Ravi S. Sandhu,et al.  Dynamic Groups and Attribute-Based Access Control for Next-Generation Smart Cars , 2019, CODASPY.

[121]  Sung-Hyun Yang,et al.  State-Space based Linear Modeling for Human Activity Recognition in Smart Space , 2018 .

[122]  Jong Hyuk Park,et al.  BlockSecIoTNet: Blockchain-based decentralized security architecture for IoT network , 2019, J. Netw. Comput. Appl..

[123]  Fang Liu,et al.  Optimization of Face Recognition System Based on Azure IoT Edge , 2019 .

[124]  Ali Saman Tosun,et al.  An Experimental Framework for Investigating Security and Privacy of IoT Devices , 2017, ISDDC.

[125]  Vitaly Shmatikov,et al.  Privacy-preserving deep learning , 2015, 2015 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[126]  Francesco Borrelli,et al.  Predictive Active Steering Control for Autonomous Vehicle Systems , 2007, IEEE Transactions on Control Systems Technology.

[127]  Wen Ding,et al.  Study of Smart Warehouse Management System Based on the IOT , 2013 .

[128]  Ali Saman Tosun,et al.  A closer look into privacy and security of Chromecast multimedia cloud communications , 2015, 2015 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[129]  Ravi S. Sandhu,et al.  Authorization Framework for Secure Cloud Assisted Connected Cars and Vehicular Internet of Things , 2018, SACMAT.

[130]  Paolo Bellavista,et al.  Convergence of MANET and WSN in IoT Urban Scenarios , 2013, IEEE Sensors Journal.

[131]  Tim Finin,et al.  Knowledge Enrichment by Fusing Representations for Malware Threat Intelligence and Behavior , 2020, 2020 IEEE International Conference on Intelligence and Security Informatics (ISI).

[132]  Jwan K. Alwan,et al.  Role of biological Data Mining and Machine Learning Techniques in Detecting and Diagnosing the Novel Coronavirus (COVID-19): A Systematic Review , 2020, Journal of Medical Systems.

[133]  Dasari Naga Vinod,et al.  Data science and the role of Artificial Intelligence in achieving the fast diagnosis of Covid-19 , 2020, Chaos, Solitons & Fractals.

[134]  Stephanie Van Hove,et al.  Short on Time? Context-Aware Shopping Lists to the Rescue: an Experimental Evaluation of a Smart Shopping Cart , 2019, 2019 Eleventh International Conference on Quality of Multimedia Experience (QoMEX).

[135]  Smriti Bhatt,et al.  Authorizations in Cloud-Based Internet of Things: Current Trends and Use Cases , 2019, 2019 Fourth International Conference on Fog and Mobile Edge Computing (FMEC).

[136]  Sungmee Park,et al.  Enhancing the quality of life through wearable technology , 2003, IEEE Engineering in Medicine and Biology Magazine.

[137]  Rocio Maciel,et al.  A Use Case in Cybersecurity based in Blockchain to deal with the security and privacy of citizens and Smart Cities Cyberinfrastructures , 2018, 2018 IEEE International Smart Cities Conference (ISC2).

[138]  Sudip Mittal,et al.  Analyzing CNN Based Behavioural Malware Detection Techniques on Cloud IaaS , 2020, CLOUD.

[139]  Mohsen Guizani,et al.  Deep Learning for IoT Big Data and Streaming Analytics: A Survey , 2017, IEEE Communications Surveys & Tutorials.