Bahadir Ozdemir

A.V.Williams Bldg Rm 3436
University of Maryland
College Park, Maryland 20742
E-Mail: ozdemir [at] cs [dot] umd [dot] edu


Update: May 2016. I defended my thesis and will be joining Google.

I am a Ph.D. candidate at the Department of Computer Science at the University of Maryland, College Park. I am interested in computer vision and machine learning. Here is my resume.

Publications

  • Bahadir Ozdemir, Mahyar Najibi, Larry S. Davis, "Incremental Hashing with Kernels", arXiv:1604.07342, 2016. Paper

  • Bahadir Ozdemir, Larry S. Davis, "Scalable Gaussian Processes for Supervised Hashing", arXiv:1604.07335, 2016. Paper

  • Bahadir Ozdemir, Larry S. Davis, "A Probabilistic Framework for Multimodal Retrieval using Integrative Indian Buffet Process", in Advances in Neural Information Processing Systems (NIPS) 27, Montreal, Quebec, Canada, December 8-11, 2014. Paper, Supplement, Poster, Code

  • Bahadir Ozdemir, Wael Abd-Almageed, Stephanie Roessler, Xin Wei Wang, "A Bayesian Nonparametric Approach to Integrative Genomics for Cancer Subgroup Discovery", in NIPS Workshop on Machine Learning for Computational Biology, Montreal, Quebec, Canada, December 13, 2014. Paper, Code

  • Bahadir Ozdemir, Wael Abd-Almageed, Stephanie Roessler, Xin Wei Wang, "iSubgraph: Integrative Genomics for Subgroup Discovery in Hepatocellular Carcinoma Using Graph Mining and Mixture Models", PLoS ONE, 8(11): e78624, November 4, 2013. Paper, Supplement, Code

  • Bahadir Ozdemir, Selim Aksoy, "Image Classification Using Subgraph Histogram Representation", in 20th IAPR International Conference on Pattern Recognition (ICPR), Istanbul, Turkey, August 23-26, 2010. Paper

  • Bahadir Ozdemir, Selim Aksoy, Sandra Eckert, Martino Pesaresi, Daniele Ehrlich, "Performance Measures for Object Detection Evaluation", Pattern Recognition Letters, 31(10): 1128-1137, July 15, 2010. Paper

  • Bahadir Ozdemir, Ilyas Cicekli, "Turkish Keyphrase Extraction Using Multi-Criterion Ranking", in 24th International Symposium on Computer and Information Sciences (ISCIS), Guzelyurt, Cyprus, September 14-16, 2009. Paper

  • Selim Aksoy, Bahadir Ozdemir, Sandra Eckert, Francois Kayitakire, Martino Pesaresi, Orsan Aytekin, Christoph C. Borel, Jan Cech, Emmanuel Christophe, Sebnem Duzgun, Arzu Erener, Kivanc Ertugay, Ejaz Hussain, Jordi Inglada, Sebastien Lefevre, Ozgun Ok, Dilek Koc San, Radim Sara, Jie Shan, Jyothish Soman, Ilkay Ulusoy, Regis Witz, "Performance Evaluation of Building Detection and Digital Surface Model Extraction Algorithms: Outcomes of the PRRS 2008 Algorithm Performance Contest", in 5th IAPR Workshop on Pattern Recognition in Remote Sensing, Tampa, Florida, December 7, 2008. Paper

Thesis

  • Bahadir Ozdemir, "Structural Scene Analysis of Remotely Sensed Images using Graph Mining", Master's Thesis, Bilkent University, Ankara, Turkey, July 20, 2010. Thesis

Courses Taken

University of Maryland, College Park

  • CMSC726 Machine Learning
  • CMSC828P Image Understanding
  • CMSC651 Analysis Of Algorithms
  • CMSC858P Computational Methods For High-Throughput Analysis Of Biological Systems
  • CMSC660 Scientific Computing I
  • CMSC828C Statistical Pattern Recognition
  • CMSC661 Scientific Computing II
  • CMSC751 Parallel Algorithms
  • CMSC733 Processing Of Pictorial Information
  • CMSC828B Bayesian Nonparametrics
  • STAT700 Mathematical Statistics I
  • CMSC652 Complexity Theory

Bilkent University

  • CS554 Computer Vision
  • CS578 Natural Language Processing
  • CS586 Aspect-Oriented Software Development
  • CS533 Information Retrieval Systems
  • CS548 Robot Motion Control And Planning
  • CS551 Pattern Recognition
  • CS519 Cryptography And Network Security
  • EEE543 Neural Networks