A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security
Al-Garadi, Mohammed Ali, Mohamed, Amr, Al-Ali, Abdulla Khalid, Du, Xiaojiang, Ali, Ihsan, Guizani, Mohsen·2020·IEEE Communications Surveys & Tutorials
Cites (294)
Items 201–297 of 297
- Intrusion detection using fuzzy association rulesArman Tajbakhsh, Mohammad Rahmati, Abdolreza Mirzaei · 2008 · Applied Soft Computing
- Development of IoT based smart security and monitoring devices for agricultureTanmay Baranwal, Nitika, Pushpendra Kumar Pateriya · 2016
- A Host-Based Intrusion Detection and Mitigation Framework for Smart Home IoT Using OpenFlowNobakht, Mehdi, Sivaraman, Vijay, Boreli, Roksana · 2016 · 2016 11th International Conference on Availability, Reliability and Security (ARES)
- The applications of WiFi-based Wireless Sensor Network in Internet of Things and Smart GridLi Li, Xiaoguang Hu, Ke Chen, He Ketai · 2011 · IEEE Conference on Industrial Electronics and Applications (ICIEA)
- A simple KNN algorithm for text categorizationPascal Soucy, Guy William Mineau · 2002 · Proceedings
- A Hybrid Malicious Code Detection Method based on Deep LearningYuancheng Li, Rong Ma, Runhai Jiao · 2015 · International Journal of Security and Its Applications
- Two-dimensional anti-jamming communication based on deep reinforcement learningGuoan Han, Liang Xiao, H. Vincent Poor · 2017 · IEEE International Conference on Acoustics Speech and Signal Processing
- NETWORK INTRUSION DETECTION USING NAÏVE BAYESMrutyunjaya Panda, Manas Ranjan Patra · 2007
- Deep Abstraction and Weighted Feature Selection for Wi-Fi Impersonation DetectionMuhamad Erza Aminanto, Rakyong Choi, Harry Chandra Tanuwidjaja, Paul D. Yoo, Kwangjo Kim · 2017 · IEEE Transactions on Information Forensics and Security
- AsDroid: detecting stealthy behaviors in Android applications by user interface and program behavior contradictionJianjun Huang, Xiangyu Zhang, Lin Tan, Peng Wang, Bin Liang · 2014 · ACM/IEEE International Conference on Software Engineering: Companion Proceedings (ICSE-Companion)
- Securing IoT for smart home systemFreddy K Santoso, Nicholas Chan Hua Vun · 2015 · International Symposium on Consumer Electronics
- Is Your Cat Infected with a Computer Virus?Melanie R. Rieback, Bruno Crispo, Andrew S. Tanenbaum · 2006 · IEEE International Conference on Pervasive Computing and Communications
- Internet of Things: A Review of Surveys Based on Context Aware Intelligent ServicesDavid Gil, Antonio Ferrández, Higinio Mora, Jesús Peral · 2016 · Sensors
- Using machine learning to secure IoT systemsJanice Canedo, Anthony Skjellum · 2016 · Conference on Privacy, Security and Trust
- A hybrid network intrusion detection technique using random forestsJunFeng Zhang, Mohammad Zulkernine · 2006 · International Conference on Availability, Reliability and Security (ARES)
- High accuracy android malware detection using ensemble learningSuleiman Y. Yerima, Sakir Sezer, Igor Muttik · 2015 · IET Information Security
- A literature review of RFID-enabled healthcare applications and issuesSamuel Fosso Wamba, Abhijith Anand, Lemuria D. Carter · 2013 · International Journal of Information Management
- Friendship Selection in the Social Internet of Things: Challenges and Possible StrategiesMichele Nitti, Luigi Atzori, Irena Pletikosa Cvijikj · 2014 · IEEE Internet of Things Journal
- Robust Support Vector Machines for Anomaly Detection in Computer Security.Wenjie Hu, Yi‐Hua Liao, V. Rao Vemuri · 2003 · International Conference on Machine Learning and Applications
- Real-time anomaly detection systems for Denial-of-Service attacks by weighted k-nearest-neighbor classifiersMing‐Yang Su · 2010 · Expert Systems with Applications
- An analysis of Recurrent Neural Networks for Botnet detection behaviorPablo Torres, Carlos Adrian Catania, Sebastián García, Carlos G. García Garino · 2016 · IEEE Biennial Congress of Argentina (ARGENCON)
- The Cyber-Physical Systems RevolutionDimitrios N. Serpanos · 2018 · Computer
- A framework for automating security analysis of the internet of thingsMengmeng Ge, Jin B. Hong, Walter Guttmann, Dong Seong Kim · 2017 · Journal of Network and Computer Applications
- Enabling Deep Learning on IoT DevicesJie Tang, Dawei Sun, Shaoshan Liu, Jean‐Luc Gaudiot · 2017 · Computer
- Lifelong Learning for Sentiment ClassificationZhiyuan Chen, Nianzu Ma, Bing Liu · 2015
- A machine learning approach against a masked AESLiran Lerman, Gianluca Bontempi, Olivier Markowitch · 2014 · Journal of Cryptographic Engineering
- A Methodology for Formalizing Model-Inversion AttacksXi Wu, Matt Fredrikson, Somesh Jha, Jeffrey F. Naughton · 2016 · IEEE Computer Security Foundations Workshop (CSFW)
- Intelligent Machine HomicideAnnelie Heuser, Michael Zohner · 2012 · Lecture notes in computer science
- Intrusion Detection System Using Bagging Ensemble Method of Machine LearningDwarkoba P. Gaikwad, Ravindra C. Thool · 2015 · International Conference on Computing Communication Control and automation
- Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical DevicesAltawy, Riham, Youssef, Amr M. · 2016 · IEEE Access
- Deep Learning for Mobile Multimedia: A SurveyOta, Kaoru, Dao, Minh Son, Mezaris, Vasileios, Natale, Francesco G. B. De · 2017 · ACM Transactions on Multimedia Computing, Communications, and Applications
- Network Intrusion Detection Based on Random Forest and Support Vector MachineYaping Chang, Wei Li, Zhongming Yang · 2017 · IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC)
- Reducing false positives in intrusion detection systems using data-mining techniques utilizing support vector machines, decision trees, and naive Bayes for off-line analysisKathleen Goeschel · 2016 · Proceedings of IEEE Southeastcon
- IoT-Privacy: To be private or not to be privateArijit Ukil, Soma Bandyopadhyay, Arpan Pal · 2014 · IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)
- Secure and dependable software defined networksAdnan Akhunzada, Abdullah Gani, Nor Badrul Anuar, Ahmed Abdelaziz, Muhammad Khurram Khan, Amir Hayat, Samee U. Khan · 2015 · Journal of Network and Computer Applications
- Application of Internet of Things in Smart Grid Power TransmissionQinghai Ou, Yan Zhen, Xiangzhen Li, Yiying Zhang, Lingkang Zeng · 2012 · FTRA International Conference on Mobile, Ubiquitous, and Intelligent Computing (MUSIC)
- Multi-Agent Reinforcement Learning Based Cognitive Anti-JammingMohamed A. Aref, Sudharman K. Jayaweera, Stephen Machuzak · 2017 · IEEE Wireless Communications and Networking Conference
- Data clustering as an optimum‐path forest problem with applications in image analysisLeonardo M. Rocha, Fábio A. M. Cappabianco, Alexandre X. Falcão · 2009 · International Journal of Imaging Systems and Technology
- When Cognitive Radio meets the Internet of Things?Athar Ali Khan, Mubashir Husain Rehmani, Abderrezak Rachedi · 2016 · International Wireless Communications and Mobile Computing Conference (IWCMC)
- Deep Learning in Mobile and Wireless Networking: A SurveyChaoyun Zhang, Paul Patras, Hamed Haddadi · 2018 · arXiv (Cornell University)
- A Deep Learning Approach to Android Malware Feature Learning and DetectionXin Su, Dafang Zhang, Wenjia Li, Kai Zhao · 2016 · IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)
- Linear SVM-Based Android Malware Detection for Reliable IoT ServicesHyo-Sik Ham, Hwanhee Kim, Myung‐Sup Kim, Mi-Jung Choi · 2014 · Journal of Applied Mathematics
- The Changing Computing Paradigm With Internet of Things: A Tutorial IntroductionSandip Ray, Yier Jin, Arijit Raychowdhury · 2016 · IEEE Design and Test
- Multistage Signaling Game-Based Optimal Detection Strategies for Suppressing Malware Diffusion in Fog-Cloud-Based IoT NetworksShigen Shen, Longjun Huang, Haiping Zhou, Shui Yu, En Fan, Qiying Cao · 2018 · IEEE Internet of Things Journal
- Combining supervised and unsupervised learning for zero-day malware detectionPrakash Mandayam Comar, Lei Liu, Sabyasachi Saha, Pang‐Ning Tan, Antonio Nucci · 2013 · IEEE Conference on Computer Communications (INFOCOM)
- Physical-Layer Authentication Based on Extreme Learning MachineNing Wang, Ting Jiang, Shichao Lv, Liang Xiao · 2017 · IEEE Communications Letters
- An Open, Secure and Flexible Platform Based on Internet of Things and Cloud Computing for Ambient Aiding Living and TelemedicineXiao Ming Zhang, Ning Zhang · 2011 · International Conference on Computer and Management
- Extending sensor networks into the Cloud using Amazon Web ServicesKevin Lee, David E Murray, Danny Hughes, Wouter Joosen · 2010 · Networked Embedded Systems for Enterprise Applications
- Towards 5G: A Reinforcement Learning-Based Scheduling Solution for Data Traffic ManagementIoan-Sorin Comşa, Sijing Zhang, Mehmet Emin Aydın, Pierre Kuonen, Yao Lu, Ramona Trestian, Gheorghiță Ghinea · 2018 · IEEE Transactions on Network and Service Management
- Analysis of Security Threats, Requirements, Technologies and Standards in Wireless Sensor NetworksJavier López, Rodrigo Román, Cristina Alcaraz · 2009 · Lecture notes in computer science
- OCPAD: One class Naive Bayes classifier for payload based anomaly detectionMayank Swarnkar, Neminath Hubballi · 2016 · Expert Systems with Applications
- Competing Mobile Network Game: Embracing antijamming and jamming strategies with reinforcement learningYoungjune Gwon, Siamak Dastangoo, Carl E. Fossa, H. T. Kung · 2013 · IEEE Conference on Communications and Network Security
- A Lightweight Authenticated Communication Scheme for Smart GridLiu, Yining, Cheng, Chi, Gu, Tianlong, Jiang, Tao, Li, Xiangming · 2016 · IEEE Sensors Journal
- Machine Learning Approach for IP-Flow Record Anomaly DetectionCynthia Wagner, Jérôme François, Radu State, Thomas Engel · 2011 · Lecture notes in computer science
- Jamming in the Internet of Things: A Game-Theoretic PerspectiveNima Namvar, Walid Saad, Niloofar Bahadori, Brian Kelley · 2016 · Globecom
- A Dimension Reduction Model and Classifier for Anomaly-Based Intrusion Detection in Internet of ThingsShengchu Zhao, Wei Li, Tanveer A Zia, Albert Y. Zomaya · 2017 · IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)
- Security Analysis of Online Centroid Anomaly DetectionMarius Kloft, Pavel Laskov · 2010 · arXiv (Cornell University)
- An end-to-end secure key management protocol for e-health applicationsMohammed Riyadh Abdmeziem, Djamel Tandjaoui · 2015 · Computers & Electrical Engineering
- IoT Security Techniques Based on Machine LearningLiang Xiao, Xiaoyue Wan, Xiaozhen Lu · 2018 · arXiv (Cornell University)
- Ensembles of incremental learners to detect anomalies in ad hoc sensor networksH.H.W.J. Bosman, Giovanni Iacca, Arturo Tejada, H. J. Wörtche, Antonio Liotta · 2015 · Ad Hoc Networks
- Intelligent transportation systems based on internet-connected vehicles: Fundamental research areas and challengesGeorge J. Dimitrakopoulos · 2011 · International Conference on ITS Telecommunications
- Intrusion detection system using hybrid binary PSO and K-nearest neighborhood algorithmArief Rama Syarif, Windu Gata · 2017 · International Conference on Information & Communication Technology and System (ICTS)
- Nearest neighbors based density peaks approach to intrusion detectionLixiang Li, Hao Zhang, Haipeng Peng, Yixian Yang · 2018 · Chaos Solitons & Fractals
- A secure architecture for IoT with supply chain risk managementRobert E. Hiromoto, Michael Haney, Aleksandar Vakanski · 2017 · IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)
- Semi-supervised multi-layered clustering model for intrusion detectionOmar Y. Al-Jarrah, Yousof Al-Hammadi, Paul D. Yoo, Sami Muhaidat, Mahmoud Al‐Qutayri · 2017 · Digital Communications and Networks
- Communal Acts of IoT Consumers: A Potential Threat to Security and PrivacyWazir Zada Khan, Mohammed Y. Aalsalem, Muhammad Khurram Khan · 2018 · IEEE Transactions on Consumer Electronics
- Secure the internet of things with challenge response authentication in fog computingSalem Alharbi, Peter Rodriguez, Rajaputhri Maharaja, Prashant Iyer, Nivethitha Subaschandrabose, Zilong Ye · 2017 · IEEE International Performance, Computing, and Communications Conference
- Improved Particle Swarm Optimization Algorithm for Android Medical Care IOT using Modified ParametersWen‐Tsai Sung, Yen-Chun Chiang · 2012 · Journal of Medical Systems
- Reinforcement learning based anti-jamming with wideband autonomous cognitive radiosStephen Machuzak, Sudharman K. Jayaweera · 2016 · IEEE/CIC International Conference on Communications in China (ICCC)
- Big Data Analytics for Network Intrusion Detection: A SurveyLidong Wang, Randy Jones · 2017 · International Journal of Networks and Communications
- Security threats to Internet: a Korean multi-industry investigationBumsuk Jung, Ingoo Han, Sangjae Lee · 2001 · Information & Management
- A comparative analysis of genetic algorithm and ant colony optimization to select attributes for an heterogeneous ensemble of classifiersLaura E. A. Santana, Ligia Silva, Anne M. P. Canuto, Fernando Pintro, Karliane Medeiros Ovidio Vale · 2010 · IEEE Congress on Evolutionary Computation (CEC)
- Securing wireless implantable devices for healthcare: Ideas and challengesKriangsiri Malasri, Lan Wang · 2009 · IEEE Communications Magazine
- Distributed Neural Networks for Internet of Things: The Big-Little ApproachElias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Steven Bohez, Pieter Simoens, Piet M. A. Demeester, Bart Dhoedt · 2016 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
- Improving Detection of Wi-Fi Impersonation by Fully Unsupervised Deep LearningMuhamad Erza Aminanto, Kwangjo Kim · 2018 · Lecture notes in computer science
- Secure and trusted cloud of thingsTapalina Bhattasali, Rituparna Chaki, Nabendu Chaki · 2013 · IEEE India Conference
- End-to-End Trust and Security for Internet of Things ApplicationsSulabh Bhattarai, Yong Wang · 2018 · Computer
- Context-Aware Security Solutions for Cyber-Physical SystemsKaiyu Wan, Vangalur Alagar · 2014 · Mobile Networks and Applications
- A Novel Kernel SVM Algorithm with Game Theory for Network Intrusion DetectionYufei Liu, Dechang Pi · 2017 · KSII Transactions on Internet and Information Systems
- Intrusion Detection for Wireless Sensor Networks Based on Multi-agent and Refined ClusteringHuaibin Wang, Zheng Yuan, Chundong Wang · 2009
- Extracting trust information from security system of a serviceŞerif Bahtıyar, Mehmet Ufuk Çağlayan · 2011 · Journal of Network and Computer Applications
- ProFiOt: Abnormal Behavior Profiling (ABP) of IoT devices based on a machine learning approachSooyeon Lee, Sarang Wi, Eunil Seo, Jun-Kwon Jung, Tai‐Myoung Chung · 2017 · International Telecommunication Networks and Applications Conference (ITNAC)
- Deep Learning for Secure Mobile Edge ComputingYuanfang Chen, Yan Zhang, Sabita Maharjan · 2017 · arXiv (Cornell University)
- Multitask Learning of Deep Neural Network-Based Keyword Spotting for IoT DevicesSeong-Gyun Leem, In-Chul Yoo, Dongsuk Yook · 2019 · IEEE Transactions on Consumer Electronics
- OMC-IDS: At the Cross-Roads of OLAP Mining and Intrusion DetectionHanen Brahmi, Imen Brahmi, Sadok Ben Yahia · 2012 · Lecture notes in computer science
- Why not keep your personal data secure yet private in IoT?: Our lightweight approachTulika Bose, Soma Bandyopadhyay, Arijit Ukil, Abhijan Bhattacharyya, Arpan Pal · 2015 · International Conference on Intelligent Sensors, Sensor Networks and Information Processing
- Lifelong Learning for Sentiment ClassificationZhiyuan Chen, Nianzu Ma, Bing Liu · 2018 · arXiv (Cornell University)
- Channel-Based Sybil Detection in Industrial Wireless Sensor Networks: A Multi-Kernel ApproachQihao Li, Kuan Zhang, Michael Cheffena, Xuemin Shen · 2017 · Globecom
- Does Cloud Computing Matter? An Analysis of the Cloud Model Software-as-a-Service and Its Impact on Operational AgilitySabine Fremdt, Roman Beck, Sven Weber · 2013 · Hawaii International Conference on System Sciences (HICSS)
- Learning the Enigma with Recurrent Neural NetworksSam Greydanus · 2017 · arXiv (Cornell University)
- The Anonymization Protection Algorithm Based on Fuzzy Clustering for the Ego of Data in the Internet of ThingsMingshan Xie, Mengxing Huang, Yong Bai, Zhuhua Hu · 2017 · Journal of Electrical and Computer Engineering
- Feedback: Towards Dynamic Behavior and Secure Routing forWireless Sensor NetworksZhenfu Cao, Jianbin Hu, Zhong Chen, Maoxing Xu, Xia Zhou · 2006 · International Conference on Advanced Information Networking and Applications (AINA)
- Enhanced anomaly detection using ensemble support vector machineR. Ravinder Reddy, Y Ramadevi, K. V. N. Sunitha · 2017
- Detecting Active Attacks in WiFi Network by Semi-supervised Deep LearningMuhamad Erza Aminanto, 김광조 · 2016
- Deep learning in cyber security for internet of thingsFurkan Yusuf Yavuz · 2018 · Istanbul Şehir University Institutional Repository (Istanbul Şehir University)
- Adaptive middleware for autonomic systemsDobson, Simon, Steve Neely, Paddy Nixon · 2006 · Arrow@dit (Dublin Institute of Technology)
- 10.1162/1532443027601852432000 · CrossRef Listing of Deleted DOIs