%% This BibTeX bibliography file was created using BibDesk. %% https://bibdesk.sourceforge.io/ %% Created for jiaqi bao at 2020-02-06 20:34:06 -0800 %% Saved with string encoding Unicode (UTF-8) @url{optics, Author = {Chire}, Date-Added = {2020-03-06 15:10:01 -0800}, Date-Modified = {2020-03-06 15:11:31 -0800}, Lastchecked = {20 October 2011}, Urldate = {https://commons.wikimedia.org/wiki/File:DBSCAN-Illustration.svg}} @url{ae, Author = {Michela Massi}, Date-Added = {2020-03-06 15:07:04 -0800}, Date-Modified = {2020-03-06 15:11:37 -0800}, Lastchecked = {2019}, Urldate = {https://commons.wikimedia.org/wiki/File:Autoencoder_schema.png}} @url{featureset, Date-Added = {2020-02-06 20:32:52 -0800}, Date-Modified = {2020-02-06 20:33:53 -0800}, Title = {Full Network Traffic Features Set}, Urldate = {http://www.ise.bgu.ac.il/dima/Network_Traffic_Features_Set.pdf}} @inproceedings{inproceedings, Author = {Park, Byungjoo and Han, Youn-Hee and Latchman, Haniph}, Date-Added = {2020-01-25 12:41:49 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-0800}, Organization = {IEEE}, Pages = {174--179}, Title = {IoT Device Fingerprint using Deep Learning}, Year = {2018}} @article{ng2011sparse, Author = {Ng, Andrew and others}, Date-Added = {2020-01-08 15:22:11 -0800}, Date-Modified = {2020-01-08 15:22:11 -0800}, Journal = {CS294A Lecture notes}, Number = {2011}, Pages = {1--19}, Publisher = {Stanford University}, Title = {Sparse autoencoder}, Volume = {72}, Year = {2011}} @inproceedings{schubert2018improving, Author = {Schubert, Erich and Gertz, Michael}, Booktitle = {LWDA}, Date-Added = {2020-01-03 14:56:01 -0800}, Date-Modified = {2020-01-03 14:56:01 -0800}, Pages = {318--329}, Title = {Improving the Cluster Structure Extracted from OPTICS Plots.}, Year = {2018}} @inproceedings{ankerst1999optics, Author = {Ankerst, Mihael and Breunig, Markus M and Kriegel, Hans-Peter and Sander, J{\"o}rg}, Booktitle = {ACM Sigmod record}, Date-Added = {2020-01-02 13:54:00 -0800}, Date-Modified = {2020-01-02 13:54:00 -0800}, Number = {2}, 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= {Gupta, Parth and Banchs, Rafael E and Rosso, Paolo}, Date-Added = {2019-12-30 14:38:15 -0800}, Date-Modified = {2019-12-30 14:38:15 -0800}, Journal = {Neurocomputing}, Pages = {1001--1008}, Publisher = {Elsevier}, Title = {Squeezing bottlenecks: exploring the limits of autoencoder semantic representation capabilities}, Volume = {175}, Year = {2016}} @inproceedings{mhaskar2017and, Author = {Mhaskar, Hrushikesh and Liao, Qianli and Poggio, Tomaso}, Booktitle = {Thirty-First AAAI Conference on Artificial Intelligence}, Date-Added = {2019-12-30 14:35:30 -0800}, Date-Modified = {2019-12-30 14:35:30 -0800}, Title = {When and why are deep networks better than shallow ones?}, Year = {2017}} @inproceedings{yousefi2017autoencoder, Author = {Yousefi-Azar, Mahmood and Varadharajan, Vijay and Hamey, Len and Tupakula, Uday}, Booktitle = {2017 International joint conference on neural networks (IJCNN)}, Date-Added = {2019-12-30 14:29:46 -0800}, Date-Modified = {2019-12-30 14:29:46 -0800}, Organization = {IEEE}, Pages = {3854--3861}, Title = {Autoencoder-based feature learning for cyber security applications}, Year = {2017}} @article{kingma2014adam, Author = {Kingma, Diederik P and Ba, Jimmy}, Date-Added = {2019-12-30 11:53:00 -0800}, Date-Modified = {2019-12-30 11:53:00 -0800}, Journal = {arXiv preprint arXiv:1412.6980}, Title = {Adam: A method for stochastic optimization}, Year = {2014}} @article{hinton2006reducing, Author = {Hinton, Geoffrey E and Salakhutdinov, Ruslan R}, Date-Added = {2019-12-27 15:41:47 -0800}, Date-Modified = {2019-12-27 15:41:47 -0800}, Journal = {science}, Number = {5786}, Pages = {504--507}, Publisher = {American Association for the Advancement of Science}, Title = {Reducing the dimensionality of data with neural networks}, Volume = {313}, Year = {2006}} @inproceedings{miettinen2017iot, Author = {Miettinen, Markus and Marchal, Samuel and Hafeez, Ibbad and Asokan, N and Sadeghi, Ahmad-Reza and Tarkoma, Sasu}, Booktitle = {2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS)}, Date-Added = {2019-12-23 17:39:25 -0800}, Date-Modified = {2019-12-23 17:39:25 -0800}, Organization = {IEEE}, Pages = {2177--2184}, Title = {IoT Sentinel: Automated device-type identification for security enforcement in IoT}, Year = {2017}} @article{siby2017iotscanner, Author = {Siby, Sandra and Maiti, Rajib Ranjan and Tippenhauer, Nils}, Date-Added = {2019-12-23 17:36:54 -0800}, Date-Modified = {2019-12-23 17:36:54 -0800}, Journal = {arXiv preprint arXiv:1701.05007}, Title = {Iotscanner: Detecting and classifying privacy threats in iot neighborhoods}, Year = {2017}} @inproceedings{meidan2017profiliot, Author = {Meidan, Yair and Bohadana, Michael and Shabtai, Asaf and Guarnizo, Juan David and Ochoa, Mart{\'\i}n and Tippenhauer, Nils Ole and Elovici, Yuval}, Booktitle = {Proceedings of the symposium on applied computing}, Date-Added = {2019-12-23 11:10:49 -0800}, Date-Modified = {2019-12-23 11:10:49 -0800}, Organization = {ACM}, Pages = {506--509}, Title = {ProfilIoT: a machine learning approach for IoT device identification based on network traffic analysis}, Year = {2017}} @article{bezawada2018iotsense, Author = {Bezawada, Bruhadeshwar and Bachani, Maalvika and Peterson, Jordan and Shirazi, Hossein and Ray, Indrakshi and Ray, Indrajit}, Date-Added = {2019-12-23 10:33:53 -0800}, Date-Modified = {2019-12-23 10:33:53 -0800}, Journal = {arXiv preprint arXiv:1804.03852}, Title = {Iotsense: Behavioral fingerprinting of iot devices}, Year = {2018}} @article{meidan2017detection, Author = {Meidan, Yair and Bohadana, Michael and Shabtai, Asaf and Ochoa, Martin and Tippenhauer, Nils Ole and Guarnizo, Juan Davis and Elovici, Yuval}, Date-Added = {2019-12-23 08:53:38 -0800}, Date-Modified = {2019-12-23 08:53:38 -0800}, Journal = {arXiv preprint arXiv:1709.04647}, Title = {Detection of unauthorized iot devices using machine learning techniques}, Year = {2017}}