I am a third-year Ph.D. student in Computational Science and Engineering at the
College of Computing,
Georgia Institute of Technology.
My research interests are machine learning and scalable data mining methods for the analysis and modeling of real world networks and processes over them. I'm thrilled to work in an outstanding group doing top-notch Machine Learning research under supervision of Prof. Zha and Prof. Song.
I also collaborate closely with Manuel Gomez Rodriguez from MPI-SWS.
Prior to joining Georgia Tech I received my M.Sc. from Computer Engineering Department at Sharif University of Technology under supervision of Prof. Rabiee.
Here, you can find my resume.
Software Engineering Intern
Graduate Research Assistant
COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution. M. Farajtabar, Y. Wang, M. Gomez-Rodriguez, S. Li, Hongyuan Zha, L. Song. Neural Information Processing Systems (NIPS), 2015, Montreal, Quebec, Canada. [ARXIV] [BIBTEX]
Dirichlet-Hawkes Processes with Applications to Clustering Continuous-Time Document Streams. N. Du, M. Farajtabar, A. Ahmed, A. J. Smola, L. Song. International conference on Knowledge discovery and data mining (KDD), 2015, Sydeny, Australia. [PAPER]
Learning Latent Variable Models by Improving Spectral Solutions with Exterior Point Methods. A. Shaban, M. Farajtabar, B. Xie, L. Song, B. Boots The Conference on Uncertainty in Artificial Intelligence (UAI), 2015, Amsterdam, Netherlands. [PAPER]
Back to the Past: Source Identification in Diffusion Networks from Partially Observed Cascades. M. Farajtabar, M. Gomez-Rodriguez, N. Du, M. Zamani, H. Zha, L. Song. International Conference on Artificial Intelligence and Statistics (AISTATS), 2015, San Diego, CA, USA. [PAPER] [APPENDIX] [ARXIV]
NetCodec: Community Detection from Individual Activities. T. Q. Long, M. Farajtabar, L. Song, H. Zha. SIAM Conference on Data Mining (SDM), 2015, Vancouver, British-Columbia, Canada. [PAPER]
Shaping Social Activity by Incentivizing Users. M. Farajtabar, N. Du, M. Gomez-Rodriguez, I. Valera, H. Zha, L. Song. Neural Information Processing Systems (NIPS), 2014, Montreal, Quebec, Canada. [PAPER] [POSTER] [ARXIV] [CODE][BIBTEX]
The Network You Keep: Analyzing Persons of Interest Through Network Decomposition. S. Shokat-Fadaee, M. Farajtabar, R. Sundaram, J. A. Aslam. EEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2014, Beijing, China. [PAPER]
From Local Similarity to Global Coding; An Application to Image Classification. A. Shaban, H. R. Rabiee, M. Farajtabar, M. Ghazvininejad. Computer Vision and Pattern Recognition (CVPR), 2013, Portland, Oregon, USA. [PAPER]
Manifold Coarse Graining for Online Semi-supervised Learning. M. Farajtabar, A. Shaban, H. R. Rabiee, M. H. Rohban . The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2011, Athens, Greece [PAPER][SLIDE][VIDEO]
The Inefficiency of Equilibria in a Network Creation Game with Packet Forwarding. M. Fazli, K. Khodamoradi, M. Farajtabar, M. Ghazvininejad, M. Ghodsi. International Conference on Current Trends in Theory and Practice of Computer Science (SOFSEM), 2009, Czech Republic. [PAPER]
Co-evolutionary Dynamics of Information Diffusion and Network Structure. M. Farajtabar, M. Gomez-Rodriguez, Y. Wang, S. Li, H. Zha, L. Song. Workshop on Activity and Events in Networks: Models, Methods Applications, in conjunction with International World Wide Web Conference (WWW) 2015, Florence, Italy. [PAPER]
Online Object Representation Learning and it's Application to Object Tracking. A. Shaban, H. R. Rabiee, M. Farajtabar, M. Fadaee. AAAI Spring Symposium on Lifelong Machine Learning (AAAI), 2013, Stanford, CA, USA. [PAPER]
Efficient Iterative Semi-supervised Classification on Manifold. M. Farajtabar, H. R. Rabiee, A. Shaban, A. Soltani-Farani. Workshop on Optimization Based Methods for Emerging Data Mining Problems, in conjunction with International Conference on Data Mining (ICDM) , 2011, Vancouver, British-Columbia, Canada. [PAPER][SLIDE]
Awarded Visiting Scholarship, Max Planck Institute for Software Systems, June 2015-August 2015.
Awarded Student Travel Scholarship, Intentional Conference on Machine Learning, Lille, France, July 2015.
Best Student Paper Award, IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2014
Offered Fellowship of Ecole Polytechnique Federale de Lausanne (EPFL) for Phd Program, 2013
Offered Fellowship of Exceptional Talents of Sharif University of Technology for Phd Program, 2011 and 2012
1st Rank (Gold Medal) , National Scientific Olympiad in Computer Engineering, Summer 2009, Tehran
3rd Rank , National Graduate Entrance Exam in Computer Engineering, Artificial Intelligence field, Tehran, Iran, Spring 2009
4th Rank, National Graduate Entrance Exam in Computer Engineering, Artificial Intelligence field, Tehran, Iran, Spring 2008
Awarded Fellowship of Exceptional Talents of Sharif University of Technology for M.Sc. Program, 2009-2012
3rd Rank, In Cumulative GPA Among Over 120 BSc Students of the Department, Class of 2005, Sharif University of Technology
55th Rank, Nationwide University Entrance Exam in Engineering and Applied Mathematics, Summer 2005, Among over 200,000 High School Students of Second Region
Silver Medal, 14th Iranian National Olympiad in Informatics for High School Students, Summer 2004
Silver Medal, 13th Iranian National Olympiad in Informatics for High School Students, Summer 2003
Engineering Probability and Statistics (B.Sc. Course), Sharif University of Technology, Spring 2012.
Combinatorics and Fundamentals of Olympiad in Informatics (Shahid Soltani High School): 2004-2006
Mathematics and Algorithms (Young Scholar's Club): Summer 2009, Summer 2010
Computational Science and Engineering Algorithms (Georgia institute of technology), Fall 2014 (Dr. Dilkina)
Discrete Mathematics (Sharif university of technology): Spring 2007 (Dr. Mahini), Spring 2008 (Dr. Sharifi), Spring 2010 (Dr. Izadi)
Design and Analysis of Algorithms (Sharif university of technology): Spring 2010 (Dr. Mahini)
Stochastic Processes (Sharif university of technology): Fall 2010 (Dr. Rabiee)
Programming Languages: C/C++/C#, Pascal, Java, MATLAB
Big Data: MPI, Hadoop
I'm in love with persian traditional music. I enjoy masterpieces by Mohammad Reza Shajarian , Shahram Nazeri , Hossein Alizadeh , Keyhan Kalhor , Mohammadreza Lotfi and many others who let me understand the beauty of art.
I'd like to spend my time in Nature as much as possible. Back in Iran I did a lot of hiking, mountain climbing, camping, etc. We've conquered Mount Damavand , and Mount Sabalan , the first and the third highest peaks in Iran, respectively. I love being in nature since it reminds me of myself!
I read novels, watch movies and series, play volleyball, do sports, whenever I'm a little free from research.
And last but not least, I enjoy spending time with Sahar and my friends, talking, playing games, socializing, etc.