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surv-anom-det-wsn/References.bib

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@article{chandola2009,
4 years ago
title={Anomaly detection: A survey},
author={Chandola, Varun and Banerjee, Arindam and Kumar, Vipin},
journal={ACM computing surveys (CSUR)},
volume={41},
number={3},
pages={1--58},
year={2009},
doi = {10.1145/1541880.1541882},
publisher={ACM New York, NY, USA}
}
@article{bosman2017,
author = {Hedde HWJ Bosman and Giovanni Iacca and Arturo Tejada and Heinrich J Wörtche and Antonio Liotta},
title = {Spatiala nomaly detection in sensor networks using neighborhood information},
journal = {Information Fusion},
pages = {41-56},
volume = {33},
year = {2017},
doi = {10.1016/j.inffus.2016.04.007}
}
@article{rajasegarar2010,
author = {Sutharshan Rajasegarar and Christopher Leckie and James C. Bezdek and Marimuthu Palaniswami},
journal = {IEEE transactions on information forensics and security},
number = {3},
volume = {4},
title = {Centered Hyperspherical and HyperellipsoidalOne-Class Support Vector Machines for AnomalyDetection in Sensor Networks},
year = {2010},
pages = {518-533}
}
@article{rajasegarar2008,
author = {Sutharshan Rajasegarar and Christopher Leckie and Marimuthu Palaniswam},
title = {Anomaly detection in wireless sensor networks},
journal = {IEEE Wireless Communications},
volume = {},
number = {},
year = {2008}
4 years ago
}
@article{yu2017,
title={Recursive principal component analysis-based data outlier detection and sensor data aggregation in IoT systems},
author={Yu, Tianqi and Wang, Xianbin and Shami, Abdallah},
journal={IEEE Internet of Things Journal},
volume={4},
number={6},
pages={2207--2216},
year={2017},
publisher={IEEE}
}
4 years ago
@article{wang2006,
author = {Defeng Wang and Daniel S. Yeung and Eric C.C. Tsang},
journal = {IEEE transactions on systems, man, and cybernetics - Part B: cybernetics},
title = {Structured One-Class Classification},
volume = {36},
number = {6},
year = {2006},
pages = {1283-1295}
}
@article{laskov2004,
author = {P. Laskov and C. Schäfer and I. Kotenko and K.-R. Müller},
title = {Intrusion Detection in Unlabeled Data with Quarter-sphere Support Vector Machines},
journal = {Proc. Detectionof Intrusions and Malware \& Vulnerability Assessment},
volume = {27},
number = {4},
year = {2006},
pages = {228-236}
}
@article{shahid2012a,
author = {Nauman Shahid and Ijaz Haider Naqvi and Saad Bin Qaisar},
title = {Quarter-Sphere SVM: Attribute andSpatio-Temporal Correlations based Outlier \& Event Detection in Wireless Sensor Networks},
journal = {IEEE Wireless Communications and Networking Conference: Mobile and Wireless Networks},
year = {2012},
doi = {10.1109/WCNC.2012.6214127}
}
@article{shahid2012b,
author = {Nauman Shahid and Ijaz Haider Naqvi and Saad Bin Qaisar},
title = {Real Time Energy Efficient Approach to Outlier \& Event Detection in Wireless Sensor Networks},
journal = {IEEE International Conference on Communication Systems (ICCS)},
year = {2012},
doi = {10.1109/ICCS.2012.6406130}
}
@article{ali2015,
author = {K. Ali and T. Anwaro and I. H. Naqvi and M. H. Jafry},
title = {Composite Event Detection and Identification for WSNs using General Hebbian Algorithm},
journal = {IEEE ICC 2015 - Ad-hoc and Sensor Networking Symposium},
year = {2015}
}
@article{mcdonald2013,
author = {Dylan McDonald and Stewart Sanchez and Sanjay Madria and Fikret Ercal},
title = {A Survey of Methods for Finding Outliers in Wireless Sensor Networks},
journal = {Journal of Network and Systems Management},
volume = {23},
year = {2015},
pages = {153-182}
}
@article{sheng2007,
author = {Bo Sheng and Qun Li and Weizhen Mao and Wen Jin},
title = {Outlier Detection in Sensor Networks},
journal = {MobiHoc '07: Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing},
year = {2007},
doi = {10.1145/1288107.1288137}
}
@article{böhm2008,
author = {Christian Böhm and Christos Faloutsos and Claudia Plant},
title = {Outlier-robust Clustering using Independent Components},
journal = {SIGMOD '08: Proceedings of the 2008 ACM SIGMOD international conference on Management of data},
year = {2008},
doi = {10.1145/1376616.1376638}
}
@article{papadimitriou2003,
author = {Spiros Papadimitriou and Hiroyuki Kitagawa and Phillip B. Gibbons and Christos Faloutsos},
title = {LOCI: Fast Outlier DetectionUsing the Local Correlation Integral},
journal = {Proceedings 19th International Conference on Data Engineering},
year = {March 2003},
doi = {10.1109/ICDE.2003.1260802}
}
@article{breuning2000,
author = {Markus M. Breunig and Hans-Peter Kriegel and Raymond T. Ng and Jörg Sander},
title = {LOF: Identifying Density-Based Local Outliers},
journal = {Proc. ACM SIGMOD 2000 Int. Conf. On Management of Data},
year = {2000}
}
@article{oreilly2014,
author = {Colin O'Reilly and Alexander Gluhak and Muhammad Ali Imran and Sutharshan Rajasegarar},
title = {Anomaly Detection in Wireless Sensor Networks in a Non-Stationary Environment},
journal = {IEEE Communications Surveys \& Tutorials},
volume = {16},
number = {3},
year = {2014},
pages = {1413 - 1432},
doi = {10.1109/SURV.2013.112813.00168}
}
@article{oreilly2016,
author = {Colin OReilly and Alexander Gluhak and Muhammad Ali Imran},
title = {Distributed Anomaly Detection using Minimum Volume Elliptical Principal Component Analysis},
journal = {IEEE Transactions on Knowledge and Data Engineering},
volume = {28},
number = {9},
year = {2016},
doi = {10.1109/TKDE.2016.2555804}
}
@article{shilton2020,
author = {Alistair Shilton and Sutharshan Rajasegarar and Marimuthu Palaniswami},
title = {Multiclass Anomaly Detector: the CS++ Support VectorMachine},
journal = {Journal of Machine Learning Research},
volume = {21},
number = {213},
year = {2020},
pages = {1-39}
4 years ago
}
@inproceedings{rajasegarar2007,
title={Quarter sphere based distributed anomaly detection in wireless sensor networks},
author={Rajasegarar, Sutharshan and Leckie, Christopher and Palaniswami, Marimuthu and Bezdek, James C},
booktitle={2007 IEEE International Conference on Communications},
pages={3864--3869},
year={2007},
organization={IEEE}
}
@inproceedings{moshtaghi2011,
title={Incremental elliptical boundary estimation for anomaly detection in wireless sensor networks},
author={Moshtaghi, Masud and Leckie, Christopher and Karunasekera, Shanika and Bezdek, James C and Rajasegarar, Sutharshan and Palaniswami, Marimuthu},
booktitle={2011 IEEE 11th international conference on data mining},
pages={467--476},
year={2011},
organization={IEEE}
}
4 years ago
@article{ramotsoela2018,
title={A survey of anomaly detection in industrial wireless sensor networks with critical water system infrastructure as a case study},
author={Ramotsoela, Daniel and Abu-Mahfouz, Adnan and Hancke, Gerhard},
journal={Sensors},
volume={18},
number={8},
pages={2491},
year={2018},
publisher={Multidisciplinary Digital Publishing Institute}
}
@inproceedings{bosman2013,
title={Online extreme learning on fixed-point sensor networks},
author={Bosman, Hedde HWJ and Liotta, Antonio and Iacca, Giovanni and W{\"o}rtche, Heinrich J},
booktitle={2013 IEEE 13th International Conference on Data Mining Workshops},
pages={319--326},
year={2013},
organization={IEEE}
}
@inproceedings{macua2010,
title={Consensus-based distributed principal component analysis in wireless sensor networks},
author={Macua, Sergio Valcarcel and Belanovic, Pavle and Zazo, Santiago},
booktitle={2010 IEEE 11th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
pages={1--5},
year={2010},
organization={IEEE}
}
@article{chan2012,
title={Robust recursive eigendecomposition and subspace-based algorithms with application to fault detection in wireless sensor networks},
author={Chan, Shing-Chow and Wu, HC and Tsui, Kai Man},
journal={IEEE Transactions on Instrumentation and Measurement},
volume={61},
number={6},
pages={1703--1718},
year={2012},
publisher={IEEE}
}
@article{li2000,
title={Recursive PCA for adaptive process monitoring},
author={Li, Weihua and Yue, H Henry and Valle-Cervantes, Sergio and Qin, S Joe},
journal={Journal of process control},
volume={10},
number={5},
pages={471--486},
year={2000},
publisher={Elsevier}
}
@inproceedings{tien2004,
title={Comparative study of PCA approaches in process monitoring and fault detection},
author={Tien, Doan X and Lim, K-W and Jun, Liu},
booktitle={30th Annual Conference of IEEE Industrial Electronics Society, 2004. IECON 2004},
volume={3},
pages={2594--2599},
year={2004},
organization={IEEE}
}
@book{jolliffee2002,
author = {I.T. Jolliffe},
title = {Principal Component Analysis},
publisher = {Springer},
year = {2002}
}
@article{chalapathy2019,
title={Deep learning for anomaly detection: A survey},
author={Chalapathy, Raghavendra and Chawla, Sanjay},
journal={arXiv preprint arXiv:1901.03407},
year={2019}
}
@article{kiran2018,
title={An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos},
author={Kiran, B Ravi and Thomas, Dilip Mathew and Parakkal, Ranjith},
journal={Journal of Imaging},
volume={4},
number={2},
pages={36},
year={2018},
publisher={Multidisciplinary Digital Publishing Institute}
}
@article{zhang2018,
title={LSTM-based analysis of industrial IoT equipment},
author={Zhang, Weishan and Guo, Wuwu and Liu, Xin and Liu, Yan and Zhou, Jiehan and Li, Bo and Lu, Qinghua and Yang, Su},
journal={IEEE Access},
volume={6},
pages={23551--23560},
year={2018},
publisher={IEEE}
}
@article{mohanty2020,
title={Deep learning with LSTM based distributed data mining model for energy efficient wireless sensor networks},
author={Mohanty, Sachi Nandan and Lydia, E Laxmi and Elhoseny, Mohamed and Al Otaibi, Majid M Gethami and Shankar, K},
journal={Physical Communication},
volume={40},
pages={101097},
year={2020},
publisher={Elsevier}
}
4 years ago
% drift
@article{ni2009,
title={Sensor network data fault types},
author={Ni, Kevin and Ramanathan, Nithya and Chehade, Mohamed Nabil Hajj and Balzano, Laura and Nair, Sheela and Zahedi, Sadaf and Kohler, Eddie and Pottie, Greg and Hansen, Mark and Srivastava, Mani},
journal={ACM Transactions on Sensor Networks (TOSN)},
volume={5},
number={3},
pages={1--29},
year={2009},
publisher={ACM New York, NY, USA}
}
@article{wu2019,
title={Drift Calibration Using Constrained Extreme Learning Machine and Kalman Filter in Clustered Wireless Sensor Networks},
author={Wu, Jiawen and Li, Guanghui},
journal={IEEE Access},
volume={8},
pages={13078--13085},
year={2019},
publisher={IEEE}
}
@article{barcelo2019,
title={Self-calibration methods for uncontrolled environments in sensor networks: A reference survey},
author={Barcelo-Ordinas, Jose M and Doudou, Messaoud and Garcia-Vidal, Jorge and Badache, Nadjib},
journal={Ad Hoc Networks},
volume={88},
pages={142--159},
year={2019},
publisher={Elsevier}
}
@article{dehkordi2020,
title={A survey on data aggregation techniques in IoT sensor networks},
author={Dehkordi, Soroush Abbasian and Farajzadeh, Kamran and Rezazadeh, Javad and Farahbakhsh, Reza and Sandrasegaran, Kumbesan and Dehkordi, Masih Abbasian},
journal={Wireless Networks},
volume={26},
number={2},
pages={1243--1263},
year={2020},
publisher={Springer}
}
@article{wang2016,
title={Blind drift calibration of sensor networks using sparse Bayesian learning},
author={Wang, Yuzhi and Yang, Anqi and Li, Zhan and Chen, Xiaoming and Wang, Pengjun and Yang, Huazhong},
journal={IEEE Sensors Journal},
volume={16},
number={16},
pages={6249--6260},
year={2016},
publisher={IEEE}
}
@inproceedings{buonadonna2005,
title={TASK: Sensor network in a box},
author={Buonadonna, Philip and Gay, David and Hellerstein, Joseph M and Hong, Wei and Madden, Samuel},
booktitle={Proceeedings of the Second European Workshop on Wireless Sensor Networks, 2005.},
pages={133--144},
year={2005},
organization={IEEE}
}
% noise
@inproceedings{elnahrawy2003,
title={Cleaning and querying noisy sensors},
author={Elnahrawy, Eiman and Nath, Badri},
booktitle={Proceedings of the 2nd ACM international conference on Wireless sensor networks and applications},
pages={78--87},
year={2003}
}
@article{stankovic2018,
title={On consensus-based distributed blind calibration of sensor networks},
author={Stankovi{\'c}, Milo{\v{s}} S and Stankovi{\'c}, Srdjan S and Johansson, Karl Henrik and Beko, Marko and Camarinha-Matos, Luis M},
journal={Sensors},
volume={18},
number={11},
pages={4027},
year={2018},
publisher={Multidisciplinary Digital Publishing Institute}
}
@inproceedings{kumar2013,
title={Automatic sensor drift detection and correction using spatial kriging and kalman filtering},
author={Kumar, Dheeraj and Rajasegarar, Sutharshan and Palaniswami, Marimuthu},
booktitle={2013 IEEE International Conference on Distributed Computing in Sensor Systems},
pages={183--190},
year={2013},
organization={IEEE}
}
@inproceedings{barcelo2018,
title={Calibrating low-cost air quality sensors using multiple arrays of sensors},
author={Barcelo-Ordinas, Jose M and Garcia-Vidal, Jorge and Doudou, Messaoud and Rodrigo-Mu{\~n}oz, Santiago and Cerezo-Llavero, Albert},
booktitle={2018 IEEE Wireless Communications and Networking Conference (WCNC)},
pages={1--6},
year={2018},
organization={IEEE}
}
@article{ramanathan2006,
title={Rapid deployment with confidence: Calibration and fault detection in environmental sensor networks},
author={Ramanathan, Nithya and Balzano, Laura and Burt, Marci and Estrin, Deborah and Harmon, Tom and Harvey, Charlie and Jay, Jenny and Kohler, Eddie and Rothenberg, Sarah and Srivastava, Mani},
year={2006}
}
@inproceedings{hasenfratz2012,
title={On-the-fly calibration of low-cost gas sensors},
author={Hasenfratz, David and Saukh, Olga and Thiele, Lothar},
booktitle={European Conference on Wireless Sensor Networks},
pages={228--244},
year={2012},
organization={Springer}
}
@article{maag2017,
title={SCAN: Multi-hop calibration for mobile sensor arrays},
author={Maag, Balz and Zhou, Zimu and Saukh, Olga and Thiele, Lothar},
journal={Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies},
volume={1},
number={2},
pages={1--21},
year={2017},
publisher={ACM New York, NY, USA}
}