Mohadeseh
Ganji

Post-Doctoral Research Fellow

& Data Scientist

About Me

I am currently a Post-Doctoral Research Fellow at the School of Computimg and Information Systems (CIS), The University of Melbourne.

I got my Ph.D in CIS, The university of Melbourne while I also was a researcher at CSIRO, Data61. My PhD thesis was on Optimization and Machine Learning: Semi-Supervised Community Detection and Clustering. I also received my Master and Bachelor degrees in Industrial Engineering from Amirkabir University of Technology, Tehran, Iran.

My research interests include: Unsupervised and semi-supervised learning (community detection, clustering, blockmodelling, ensemble methodes), Optimization (mathematical modelling, constraint solving and hybrid methods) and Supervised learning (classification, regression, ensemble methods)

My Publications and Codes

  • Mohadeseh Ganji, Jeffrey Chan, Peter J. Stuckey, James Bailey, Christopher Leckie, Ramamohanarao Kotagiri,Laurence Park. Semi-Supervised Blockmodelling with Pairwise Guidance. Under review in ECML-PKDD, 2018.

    [ CODE]

  • Mohadeseh Ganji, Jeffrey Chan, Peter J. Stuckey, James Bailey, Christopher Leckie, Ramamohanarao Kotagiri, Ian Davidson. Image Constrained Blockmodelling, A Constraint Programming Approach. To appear in proceedings of SIAM international Conference on Data Mining (SDM 2018),California, USA, 2018.

    [PDF, CODE]

  • Mohadeseh Ganji, James Bailey, and Peter J. Stuckey. Lagrangian Constrained Community Detection. To appear in proceedings of 32th AAAI International Conference on Artificial Inteligence (AAAI2018), New Orleans, USA, 2018.

    [PDF]

  • Mohadeseh Ganji, James Bailey, and Peter J. Stuckey. A Declarative Approach to Constrained Community Detection. in Proceedings of 23rd International Conference on Principles and Practice of Constraint Programming (CP2017), Melbourne, Australia, 2017.

    [PDF, CODE]

  • Mohadeseh Ganji, James Bailey, and Peter J. Stuckey. Lagrangian Constrained Clustering. in Proceedings of the 2016 SIAM International Conference on Data Mining(SDM2016), Florida, USAa, 2016.

    [PDF, CODE]

  • Mohadeseh Ganji,Hosein Alizadeh, Abbas Seifi, James Bailey, and Peter J. Stuckey. Generalized Modularity for Community Detection. in Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2015), Porto, Portugal, 2015.

    [PDF]

Latest News

15th Nov 2017, Workshop at 2nd Australia Smart City and Infrastructure Forum, 15th November 2017. [Slides]

December 2017, Granted the Melbourne School of Engineering International Research Fellowship

Contact Me

Please feel free to contact me for research collaborations and student supervision or if you have any enqueries about my publications/codes.

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