|
|
@article{chandola2009,
|
|
|
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}
|
|
|
}
|
|
|
@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 O’Reilly 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}
|
|
|
}
|
|
|
@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}
|
|
|
}
|
|
|
|
|
|
|
|
|
% 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}
|
|
|
}
|