BiMorphing

This is a Python framework for our paper: "BiMorphing: A Bi-Directional Bursting Defense Against Website Fingerprinting Attacks" [3].

Network Traffic Fingerprinting

This is an extension to the work in https://github.com/kpdyer/website-fingerprinting.

This is a Python implementation of the Network Traffic Fingerprinting work for the following papers.

[1] Khaled Al-Naami, Swarup Chandra, Ahmad Mustafa, Latifur Khan, Zhiqiang Lin, Kevin Hamlen, and Bhavani Thuraisingham. 2016. Adaptive encrypted traffic fingerprinting with bi-directional dependence. In Proceedings of the 32nd Annual Conference on Computer Security Applications (ACSAC '16). ACM, Los Angeles, CA, USA, 177-188. DOI: 10.1145/2991079.2991123

[2] K. Al-naami, G. Ayoade, A. Siddiqui, N. Ruozzi, L. Khan and B. Thuraisingham, "P2V: Effective Website Fingerprinting Using Vector Space Representations," 2015 IEEE Symposium Series on Computational Intelligence, Cape Town, 2015, pp. 59-66. doi: 10.1109/SSCI.2015.19

[3] Al-Naami, Khaled, Amir El Ghamry, Md Shihabul Islam, Latifur Khan, Bhavani M. Thuraisingham, Kevin W. Hamlen, Mohammed Alrahmawy, and Magdi Rashad. "BiMorphing: A Bi-Directional Bursting Defense Against Website Fingerprinting Attacks." IEEE Transactions on Dependable and Secure Computing (2019).

Contact

First Author: Khaled Al-Naami

website: www.utdallas.edu/~khaled.al-naami/

Notes

Installed and tested on Ubuntu 14.04 and CentOS 6.5
Please visit https://github.com/kpdyer/website-fingerprinting and install requirements and follow instructions mentioned in README.md
In addition, install the following: Python 2.7.6, pip, numpy, scipy, sciki-learn, statsmodels, patsy, freetype-devel, libpng-devel, matplotlib, cython, gensim, python-devel python-nose python-setuptools gcc gcc-gfortran gcc-c++ blas-devel lapack-devel atlas-devel, cvxopt, mysql-server, memcached, mysql-devel, dpkt, python-memcached, glib, weka, LibSVM, MySQL-python, ruby
Please check the centOS-installations file for installations on a CentOS 6.5 operating system.

Getting started

Setup paths in the config.py file.
Execute "python main*.py -h" to get help

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
aug4results		aug4results
classifiers		classifiers
clustering		clustering
countermeasures		countermeasures
dA_plots		dA_plots
experiments		experiments
output		output
scripts		scripts
sysdig		sysdig
sysdigtest		sysdigtest
theano_dir		theano_dir
.DS_Store		.DS_Store
Datastore.py		Datastore.py
Datastore.pyc		Datastore.pyc
Event.py		Event.py
Event.pyc		Event.pyc
EventTrace.py		EventTrace.py
EventTrace.pyc		EventTrace.pyc
LICENSE		LICENSE
Packet.py		Packet.py
Packet.pyc		Packet.pyc
README 2.md		README 2.md
README.md		README.md
Trace.py		Trace.py
Trace.pyc		Trace.pyc
Trace.py~		Trace.py~
Utils.py		Utils.py
Utils.pyc		Utils.pyc
Utils.py~		Utils.py~
Webpage.py		Webpage.py
Webpage.pyc		Webpage.pyc
__init__.py		__init__.py
arffWriter.py		arffWriter.py
arffWriter.pyc		arffWriter.pyc
best_model.pkl		best_model.pkl
biburst_down_up_histo_10sites		biburst_down_up_histo_10sites
biburst_down_up_histo_10sites_temp		biburst_down_up_histo_10sites_temp
biburst_down_up_histo_allSites		biburst_down_up_histo_allSites
biburst_down_up_histo_test		biburst_down_up_histo_test
biburst_up_down_histo_10sites		biburst_up_down_histo_10sites
biburst_up_down_histo_10sites_temp		biburst_up_down_histo_10sites_temp
biburst_up_down_histo_allSites		biburst_up_down_histo_allSites
biburst_up_down_histo_test		biburst_up_down_histo_test
config.py		config.py
config.pyc		config.pyc
config.py~		config.py~
featureSelection.py		featureSelection.py
featureSelectionAll.py		featureSelectionAll.py
featureSelectionCreateFeaturesFilesScript.py		featureSelectionCreateFeaturesFilesScript.py
featureSelectionRegression.py		featureSelectionRegression.py
featureSelectionWriteMultiLabel.py		featureSelectionWriteMultiLabel.py
getResults.py		getResults.py
getResultsmorph.py		getResultsmorph.py
getResultsonesm.py		getResultsonesm.py
getResultsvngp.py		getResultsvngp.py
helperClassifier.py		helperClassifier.py
hs_err_pid36285.log		hs_err_pid36285.log
interArrvlTimesDN_Orig		interArrvlTimesDN_Orig
interArrvlTimesDN_Protected		interArrvlTimesDN_Protected
interArrvlTimesUP_Orig		interArrvlTimesUP_Orig
interArrvlTimesUP_Protected		interArrvlTimesUP_Protected
log		log
main.py		main.py
main3.py		main3.py
main3amodelperwebsite.py		main3amodelperwebsite.py
main3singlemodelforallwebsites.py		main3singlemodelforallwebsites.py
main3singlemodelforallwebsitesricherdata.py		main3singlemodelforallwebsitesricherdata.py
main3singlemodelforallwebsitesricherdataGroupData.py		main3singlemodelforallwebsitesricherdataGroupData.py
main3singlemodelforallwebsitesricherdataGroupDataDL.py		main3singlemodelforallwebsitesricherdataGroupDataDL.py
main3totest.py		main3totest.py
mainBiDirectionFeatures (copy).py		mainBiDirectionFeatures (copy).py
mainBiDirectionFeatures.py		mainBiDirectionFeatures.py
mainBiDirectionFeaturesMultipleClassifiers.py		mainBiDirectionFeaturesMultipleClassifiers.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorld.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorld.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTor.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTor.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpan.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpan.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanFixedTrain.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanFixedTrain.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanSlideTrain.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanSlideTrain.py
mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanSlideTrainMulDfns.py		mainBiDirectionFeaturesMultipleClassifiersOpenWorldWangTorSpanSlideTrainMulDfns.py
mainBiDirectionLatest.py		mainBiDirectionLatest.py
mainBiDirectionLatest.py~		mainBiDirectionLatest.py~
mainBiDirectionLatest2.py		mainBiDirectionLatest2.py
mainBiDirectionLatest3.py		mainBiDirectionLatest3.py
mainBiDirectionLatestEnsemble.py		mainBiDirectionLatestEnsemble.py
mainBiDirectionLatestEnsembleCumulativeTrInstNewData.py		mainBiDirectionLatestEnsembleCumulativeTrInstNewData.py
mainBiDirectionLatestEnsembleCumulativeTrInstNewDataClustering.py		mainBiDirectionLatestEnsembleCumulativeTrInstNewDataClustering.py
mainBiDirectionLatestEnsembleNewData.py		mainBiDirectionLatestEnsembleNewData.py
mainBiDirectionLatestEnsembleNewData2.py		mainBiDirectionLatestEnsembleNewData2.py
mainBiDirectionLatestEnsembleNewData2Binary.py		mainBiDirectionLatestEnsembleNewData2Binary.py
mainBiDirectionLatestEnsembleNewData2BinaryTesting.py		mainBiDirectionLatestEnsembleNewData2BinaryTesting.py
mainBiDirectionLatestEnsembleNewData2Testing.py		mainBiDirectionLatestEnsembleNewData2Testing.py
mainBiDirectionLatestEnsembleNewDataDefenses.py		mainBiDirectionLatestEnsembleNewDataDefenses.py
mainBiDirectionLatestEnsembleNewDataDefenses2.py		mainBiDirectionLatestEnsembleNewDataDefenses2.py
mainBiDirectionLatestEnsembleNewDataDefenses2Binary.py		mainBiDirectionLatestEnsembleNewDataDefenses2Binary.py
mainBiDirectionLatestEnsembleNewDataDefenses2BinaryTesting.py		mainBiDirectionLatestEnsembleNewDataDefenses2BinaryTesting.py
mainBiDirectionLatestEnsembleNewDataDefenses2Testing.py		mainBiDirectionLatestEnsembleNewDataDefenses2Testing.py
mainBiDirectionLatestEnsembleNewDataZday.py		mainBiDirectionLatestEnsembleNewDataZday.py
mainBiDirectionLatestEnsembleNewDataZday.py~		mainBiDirectionLatestEnsembleNewDataZday.py~
mainBiDirectionLatestEnsembleNewDataZdayDL.py		mainBiDirectionLatestEnsembleNewDataZdayDL.py
mainBiDirectionLatestEnsembleNewDataZdayDL2.py		mainBiDirectionLatestEnsembleNewDataZdayDL2.py

License

shibz-islam/BiMorphing

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