Projeler

• Project Title: (accepted in August 26 2019) Pruning the Layers of Deep Neural Networks with Sparse Second Order Conic Programming  

Role in the Project: Principal Investigator (Süreyya AKYÜZ)

Keywords: Deep Neural Networks, Pruning, Second Order Conic Programming,Mathematical Modeling, Optimization

Funded by: TUBITAK ARDEB 1001

Project Total Budget: 447.531,58 TL

• Project Title: (June 2018 – December 2020 TUBİTAK 1001 117E812) Predicting the Diet Treatment of Obesity Disease Through Brain Electric Activity Alterations by Developing an Artificial Intelligence Algorithm

Role in the Project: Principal Investigator (Süreyya AKYÜZ)

Keywords: Machine Learning, Artificial Intelligence, Obesity, EEG, neuroscience

Funded by: TUBITAK ARDEB 1001

Project Total Budget: 535.096 TL

• Project Title: (2017-2019) TUBİTAK 3501 116E064, Ensemble Clustering Selection by Optimization of Accuracy-Diversity Trade off

Role in the Project: Principal Investigator (Süreyya AKYÜZ)

Keywords: Machine Learning, Clustering, Optimization, Ensemble Learning, Ensemble Pruning    

Funded by: TUBITAK ARDEB 3501

Project Total Budget: 207.320,00 TL

• Project Title: (October 2013- September 2017) Probabilistic and Machine Learning-based Methods for Automatic Dendritic Spine Segmentation, Classification, and Tracking in Two-Photon Microscopy Images

Role in the Project: Collaborator – Lavdie RADA

Funded by: TUBITAK

Universities involved in the project: Sabanci University, Izmir University of Economics, University of Zurich, Bahcesehir University, Boston University.

• Project Title: (October 2013- September 2014) TUBITAK ARDEB 3501, Interactive and Shape Prior Active Contours Image Segmentation

Role in the Project: Postdoc Researcher – Lavdie RADA, supervised by Prof. Müjdat Çetin, Computer Vision and Pattern Analysis Lab (VPA lab) at Electric and Electronics Department.

Funded by: TUBITAK ARDEB 3501

Universities involved in the project: Sabanci University, Faculty of Engineering and Natural Science, Istanbul, Turkey.

• Project Title: (2010-2014), EU7 SICA Collaborative Project (small or medium-scaled focused research project) with focus on Eastern Europe and Central Asia (http://www.syspatho.eu/index.html)

Role in the Project: Principal Investigator (Partner-Süreyya AKYÜZ)

Keywords: Machine Learning, Artificial Intelligence, Obesity, EEG, neuroscience

Project Subject: New Algorithms for Host Pathogen Systems Biology / Bioinformatik

Funded by: EU 7th Framework

Project Partners

University of Heidelberg (UHEI), Germany,
University Hospital Heidelberg (UKL-HD),
Germany  Institute Natiol de la Sante et de la Recherche Medicale (INSERM),
France  Institute of Cytology and Genetics of the Siberian Branch of the Russian Academy of Sciences (ICG),
Russia  St. Petersburg State Polytechnical University (SPBSPU),
Russia Middle East Technical University (METU),
Turkey Bahcesehir University (BU), T
urkey- yürütücü S. Özöğür-Akyüz PBSoft LLC (PBSOFT),
Russia NovaMechanics Ltd. (NovaMechanics),
Cyprus  ORT Braude College (OBD),
Israel University of Technology Dresden (TUD), Germany
Project Total Budget: 3 Million Euro

• Project Title: (2011-2013) EU7 Marie Curie Intra European Fellowship, Mathematical Modelling of Ensemble Classifier Systems Via Optimization of Divergence-Accuracy Trade off

Role in the Project: Research Fellow – Süreyya AKYÜZ

Keywords:  Error Correcting Output Codes, Pruning, Multi-class Classification, Optimization

Funded by: EU 7th Framework, Marie Curie Fellowship

Host University: University of Surrey, UK

Principal Investigator: Dr. Terry Windeatt, University of Surrey, UK

Project Total Budget: 183.000 Euro

• Project Title: (August 2007- September 2009) SPICE- Fraud Detection by data mining and machine learning techniques and optimization

Role in the Project: Research Fellow (Süreyya AKYÜZ), supervised by Prof. Dr. Aytül Erçil

Funded by: EU 6th Network of Excellence   

University:  Computer Vision and Pattern Analysis Lab (VPA lab), / Faculty of Engineering and Natural Sciences, Sabancı University, İstanbul, Turkey

• BAP Project no. 2019.01.05 (Principal Investigator Lavdie RADA)