From 8644890be260aeefe2afbac0396e67f0ff399cab Mon Sep 17 00:00:00 2001 From: Gorillaz Dj Date: Sun, 22 Jul 2018 20:06:01 +0300 Subject: [PATCH] Doc readme, imgs Added: - README.md - flowchart.png - server-gui.png - architecture.png - anomaly-detection-algorithm.docx --- README.md | 95 ++++++++++++++++++++++++++ docs/anomaly-detection-algorithm.docx | Bin 0 -> 184252 bytes img/architecture.png | Bin 0 -> 22387 bytes img/flowchart.png | Bin 0 -> 127963 bytes img/server-gui.png | Bin 0 -> 13992 bytes 5 files changed, 95 insertions(+) create mode 100644 README.md create mode 100644 docs/anomaly-detection-algorithm.docx create mode 100644 img/architecture.png create mode 100644 img/flowchart.png create mode 100644 img/server-gui.png diff --git a/README.md b/README.md new file mode 100644 index 0000000..7c5fbff --- /dev/null +++ b/README.md @@ -0,0 +1,95 @@ +# Anomaly detection and monitoring ![Appveyor](https://ci.appveyor.com/api/projects/status/github/djgorillaz/anomaly-detection-and-monitoring?branch=develop&svg=true) + +This program uses client-server model. + +* Client collects data (traffic data, logon/logoff time) and sends it to server. +* Server (has GUI) receives data and calculates score, which describes user behaviour anomaly. Anomaly score is between 0 and 100. Also server can obtain keyboard log and screenshots from clients. + +## Getting started + +### Download [**executable files**](releases/latest). + +## Prerequisites +- Windows 7/8/10 +- Winpcap [driver](https://www.winpcap.org/install/) + +## Usage + server.exe path port +- path - path, used to receive data +- port - TCP port, used by clients to connect +> + client.exe path local_port ip dest_port +- path - Default path to collect data +- local_port - TCP port, used to send data +- ip - server's ip +- dest_port - server's port + +:exclamation: For correct score measuring it's needed to collect data at least for 7 days of normal user behaviour. + +## Program structure + +- Client + - Sniffer module + - Keylogger module + - Screenshot module +- Server + - Score calculation module + +See architecture [diagram](/img/architecture.png) + +### Sniffer + +Collects parameters of traffic going through user's PC: +- Size of incoming traffic +- Number of unique incoming IP-addresses +- Size of outgoing traffic +- Number of unique outgoing IP-addresses + +### Keylogger + +This module uses filter function, which gets keypresses. This function connects to WH_KEYBOARD_LL hook by using WinAPI function SetWindowsHookEx. + +All keypresses are saved in fullData.log. This file contains path to process and data: + + C:\ProgramFiles (x86)\Google\Chrome\Application\chrome.exe 18:12:06 22.07.2018 + Hello, world! + +### Screenshot + +Filter function connects to WH_MOUSE_LL hook. All screenshots can be saved by: +- Timer timeout (seconds) +- Mouse clicks (right/left/middle mouse buttons) +- Mouse wheel + +### Score + +This module gets traffic data, login and logoff time and total session time as input and outputs anomaly score and contributions. + +Parameters: +- N - number of observations of normal user behaviour +- d0 - distance of the 50% score +- k - steepness of the curve, which used to calculate score +* weights - vector used to correct score +* one-sided deviations - used to calculate only positive or negative deviations +* contribution - result of algorithm, contribution rate of each feature + +See full [flowchart](/img/flowchart.png) of score measuring +and [anomaly detection algorithm .docx [RU]](/docs/anomaly-detection-algorithm.docx) + +## Server's GUI + +![Server GUI](/img/server-gui.png) + +## Built With +- Eigen3[1] +- Libtins[2] +- Winpcap[3] +- WinAPI +- GDIPlus + +[1]: http://eigen.tuxfamily.org/index.php?title=Main_Page +[2]: http://libtins.github.io/ +[3]: https://www.winpcap.org/devel.htm + +## License +This project is licensed under the MIT License - see the [LICENSE.md](/LICENSE) file for details \ No newline at end of file diff --git a/docs/anomaly-detection-algorithm.docx b/docs/anomaly-detection-algorithm.docx new file mode 100644 index 0000000000000000000000000000000000000000..cebeee4deb6e1eb6c4084774a5cf1f1939fd6905 GIT binary patch literal 184252 zcmeFY1G8u`(=NDed+)Pt+qP}nwr$%s&bDpawrzXP`+hYwcWUMz+?(oJU0vywtkvl! zopdGgQotZ60AK(R000040CbxGB*lOL0EgfJ0LTCkKw3g}w$3KD&U(ro_9jj`wC*<6 z_=O-qLk&>iEH#4SV$<#QcVr8%ZkzbnA<$ zKRk!Lgu#l63Jnn`UN_yNMkGuf?@guZ{L&kpkvVBXs{Tp37HrjPo0o%ok*JU%N(1iT zs9FMsY=?_U^OuzTl;YQl!=~Z;nUBO~`XZD*0AgItajN*;BNXt0zTp&iQTum^Qnv`$ zaP(ev_h)dH3~cIKehUww#BCH*wrnmOe+@TGeRNN&BOyq?s)Sx)d!AB*dpyta`2m9&$wS4{=~SDfv_(l56-;j^YU~5 zWLaMW4FNw;$VtOI3Dh;;1oLAN)_LIWMl?^`B`CN5ATG#9`mw**h8jQPV?TjgBaMHY zJqqB;K`BeI>cySiqyO{E-(O$=`TrNVaTBmwZ~xWE{=+WxKXB_gnpiv0(f;T8e?a}e 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