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<a href="https://newtein.github.io/terrorNetwork/">
<h1 style="color:#ffffff;">Terror Network </h1>
</a>
<h2 style="color:#ffffff;"> Prediction of lifespan of Terrorist Organizations </h2>
<a href="https://github.com/newtein/terrorNetwork" class="button"> GitHub</a>
</div>
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<h1 id="analysis-of-terror-network">Analysis of Terror Network.</h1>
<h2 id="summer-research-program-2018-koc-university-istanbul-turkey">Summer Research Program 2018, Koc University, Istanbul, Turkey.</h2>
<p>I was selected for the Summer Research Program at KOC University, Istanbul, Turkey. My project <a href="https://nonstatearmedgroups.ku.edu.tr" target="_blank">Dangerous Companions</a> is an interdisciplinary initiative that focuses on non-state violence, especially the role of terrorism, the Middle East Conflict etc.</p> <p>Further, I pursued this project as Major Project at Jaypee Institute of Information Technology under Social-Security domain.</p>P>
<p>Project is supplied by novel <a href="https://nonstatearmedgroups.ku.edu.tr" target="_blank"> NAG Dataset </a>. My task was focused on Data Visualization using directed graphs, analyzing yearly variations, cycles, and Hypothesis testing. NAG stands for Non-State Armed Groups (terrorists or revolutionaries).</p>
<h2 id="evolution-of-nag-identification">Evolution of NAG Ideologies.</h2>
<p><img src="Visualizations/NAGIDs_Comp.gif" />
Details: <a href='https://github.com/newtein/terrorNetwork/tree/master/Visualizations'> Visualizations/ </a> <br />
Visualizations: Dir consists of visualization of Dynamic Support->Target Terror Network from year 1945 - 2010.</p>
<h2 id="insiders-treat">Derived Features</h2>
<h3 id="insiders-treat">A) Network Centralities</h3>
<img src='images/Figure1a.png'/>
<img src='images/Figure1b.png'/>
<h3 id="insiders-treat">B) Deprivation Score</h3>
<img src='images/Figure2n.png'/>
<h3 id="insiders-treat">C) Global Support Trends</h3>
<img src='images/Figure3a.png'/>
<img src='images/Figure3b.png'/>
<h3 id="insiders-treat">D) Use of Voilence</h3>
<h2 id="insiders-treat">Insiders Treat</h2>
<p><img src="Analysis-InsidersThreat/images/Europe.png" />
Details: <a href='https://github.com/newtein/terrorNetwork/tree/master/Analysis-InsidersThreat'> Analysis-Insiders Treat/ </a> <br />
Analysis-Insiders Threat: Dir consists of analysis of patterns in pre 1980 and post 1980 support.<br /> <br /> <br /></p>
<p> Prediction of lifespan is performed using Bayesian linear regression and further optimized using Ridge regression. </p>
<p> Details about problem statement and further implementation will be available after publication in relevant journal.</p>
</section>
<aside id="sidebar">
<a href="#otherProjects"><h2 class="headB"> Other Projects </h2> </a>
<br/>
<h2> Summer Research-Project (continued as Major Project) </h2>
<p> July, 2018 - Dec, 2018 </p>
<h2> Domain </h2>
<p> Network Science, Data-mining and Policital Science and <p>
<h2> Advisor </h2>
<p> <b> Dr. Belgin San-Akca (Koc University, Turkey) and Dr. Sangeeta Mittal (Major Project, JIIT Noida, India) </b> <br/>
</p>
<h2 id="technologies-used">Tools/Technologies Used</h2>
<p> Python (Basemap, Networkx) </p>
<h2> Other Collaborators </h2>
<p> Abhinav Sharma (Major Project)</p>
<br/>
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<p class="repo-owner"><a href="https://github.com/newtein/terrorNetwork">terrorNetwork</a> is maintained by <a href="https://github.com/newtein">Harshit Gujral (newtein)</a>.</p>
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<p> Made with <font color="#ed5565"> <i class="fa fa-heart" aria-hidden="true"></i> </font> by harshit</p>
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