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Books

  1. Yildiz, O. T., "Android ile Mobil Programlamaya Giriş", Bogazici University Press, 2016.

  2. Yildiz, O. T., "Swift ile Mobil Programlamaya Giriş", Bogazici University Press, 2016.

  3. Yildiz, O. T., "Objective C ile Mobil Programlamaya Giriş", Bogazici University Press, 2016.

  4. Yildiz, O. T., "Introduction to Data Structures with Java", Işık University Press, 2016.

  5. Yildiz, O. T., "C && Java ile Veri Yapılarına Giriş", (Remarkable Work Award of 2013 by Turkish Academy of Sciences (TUBA)) Bogazici University Press, 2013.

Book Chapter

  1. Yildiz, O. T., O. Irsoy, E. Alpaydin, "Bagging Soft Decision Trees", Lecture Notes in Artificial Intelligence, Machine Learning for Health Informatics, Vol. 9605, pp. 25-36, 2016.

Journals

  1. Okutan, A., O. T. Yildiz , "A Novel Kernel to Predict Software Predictiveness", The Journal of Systems and Software, Vol. 19, No. 1, pp. 109-121, 2016.

  2. Yildiz, O. T., "Tree Ensembles on the Induced Discrete Space", IEEE Transactions on Neural Networks and Learning Systems, Vol. 27, No. 5, pp. 1108-1113, May 2016.

  3. Yildiz, O. T., "VC-Dimension of Univariate Decision Trees", IEEE Transactions on Neural Networks and Learning Systems, Vol. 26, No. 2, pp. 378-387, February 2015.

  4. Yildiz, O. T., "Quadratic Programming for Class Ordering in Rule Induction", Pattern Recognition Letters, Vol. 54, pp. 63-68, 2015.

  5. Solak, E., O. T. Yildiz, O. Gorgun, R. Ehsani, "Attachment Errors of Nouns after Possessor Clitic", Research in Computing Science, Vol. 90, pp. 173-181, 2015.

  6. Bicakci, S., D. Rende, S. Rende, O. T. Yildiz , "WikiLeaks on the Middle East: Obscure Diplomacy Networks and Binding Spaces", Journal of Balkan and Near Eastern Studies, Vol. 16, No. 4, pp. 459-473, 2014.

  7. Yildiz, O. T., "On the Feature Extraction in Discrete Space", Pattern Recognition, Vol. 47, No. 5, pp. 1988-1993, 2014.

  8. Okutan, A., O. T. Yildiz , "Software Defect Prediction using Bayesian Networks", Empirical Software Engineering, Vol. 19, No. 1, pp. 154-181, 2014.

  9. Yildiz, O. T., "Omnivariate Rule Induction using a Novel Pairwise Statistical Test", IEEE Transactions on Knowledge and Data Engineering, Vol. 25, No. 9, pp. 2105-2118, 2013.

  10. Irsoy, O., O. T. Yildiz , E. Alpaydin, "Design and Analysis of Classifier Experiments in Bioinformatics: Survey and Case Studies", IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 9, No. 6, pp. 1663-1674, 2012.

  11. Yildiz, O. T., "Univariate Decision Tree Induction using Maximum Margin Classification", Computer Journal, Vol. 55, No. 3, pp. 293-298, 2012.

  12. Ulas, A., O. T. Yildiz , E. Alpaydin, "Eigenclassifiers for Combining Correlated Classifiers", Information Sciences, Vol. 187, pp. 109-120, 2012.

  13. Ulas, A., O. T. Yildiz , E. Alpaydin, "Cost-conscious comparison of supervised learning algorithms over multiple data sets", Pattern Recognition, Vol. 45, No. 4, pp. 1772-1781, 2012.

  14. Yildiz, O. T., "Model selection in omnivariate decision trees using Structural Risk Minimization", Information Sciences, Vol. 181, No. 23, pp. 5214-5226, 2011.

  15. Yildiz, O. T., "Mapping Classifiers and Datasets", Expert Systems with Applications, Vol. 38, No. 4, pp. 3697-3702, 2011.

  16. Solak, E., C. Cokal, O. T. Yildiz , T. Biyikoglu, "Cryptanalysis of Fridrich’s Chaotic Image Encryption", International Journal of Bifurcation and Chaos, Vol. 20, No. 5, pp. 1405-1413, 2010.

  17. Ulas, A., M. Semerci, O. T. Yildiz , E. Alpaydin, "Incremental Construction of Classifier and Discriminant Ensembles", Information Sciences, Vol. 179, No. 4, pp. 1298-1318, 2009.

  18. Aran, O., O. T. Yildiz, E. Alpaydin, "An Incremental Framework Based on Cross-Validation for Estimating the Architecture of a Multilayer Perceptron", International Journal of Pattern Recognition and Artificial Intelligence, Vol. 23, No. 2, pp. 159-190, 2009.

  19. Yildiz, O. T., O. Dikmen, "Parallel Univariate Decision Trees", Pattern Recognition Letters, Vol. 28, No. 7, pp. 825-832, 2007.

  20. Yildiz, O. T., E. Alpaydin, "Ordering and Finding the Best of K > 2 Supervised Learning Algorithms", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol 28, No 3, pp. 392-402, 2006.

  21. Yildiz, O. T., E. Alpaydin, "Linear Discriminant Trees", International Journal of Pattern Recognition and Artificial Intelligence, Vol. 19, No. 3, pp. 323-353, May 2005.

  22. Yildiz, O. T., L. Akarun and H. L. Akin, "Fast nearest neighbour testing algorithm for small feature sizes", Electronics Letters, Vol. 40, No. 3, pp. 171-172, February 2004.

  23. Yildiz, O. T., E. Alpaydin, "Omnivariate Decision Trees", IEEE Transactions on Neural Networks, Vol. 12, No. 6, pp. 1539-1546, November 2001.

  24. Kuru, S., H. L. Akin, A. Levi, O. T. Yildiz, and O. Kursun, "Elektronik Ticaret Gosterileri", IGEME'den Bakis, sayi 11, pp. 65-71, Ankara, 1999, (in Turkish).

Conferences

  1. E. Sasmaz, R. Ehsani, O. T. Yildiz, "Hypernym extraction from Wikipedia and Wiktionary", Signal Processing and Communication Applications Conference (SIU), Antalya, Turkey, 2017.

  2. Yildiz, O. T., A. Ulas, "Incremental Construction of Rule Ensembles using Classifiers Produced by Different Class Orderings", International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016. (Poster)

  3. Gorgun, O., O. T. Yildiz, E. Solak, R. Ehsani, "English-Turkish Parallel Treebank with Morphological Annotations and its Use in Tree-based SMT", International Conference on Pattern Recognition and Methods (ICPRAM), pp. 510-516, Rome, Italy, 2016.

  4. Yildiz, O. T., S. Candir, E. Solak, R. Ehsani, O. Gorgun, "Constructing a Turkish Constituency Parse TreeBank", International Conference on Computer and Information Sciences (ISCIS), pp. 339-347, London, UK, 2015.

  5. Yildiz, O. T., E. Solak, R. Ehsani, O. Gorgun, "Chunking in Turkish with Conditional Random Fields", International Conference on Intelligent Text Processing and Computational Linguistics (CICLING), pp. 173-184, Cairo, Egypt, 2015.

  6. Duzagac, R., O. T. Yildiz, "Context Sensitive Search Engine", International Conference on Computer and Information Sciences (ISCIS), pp. 277-284, Krakow, Poland, 2014.

  7. Yildiz, O. T., "VC-Dimension of Rule Sets", International Conference on Pattern Recognition (ICPR), pp. 3576-3581, Stockholm, Sweden, 2014. (Poster)

  8. Irsoy, O., O. T. Yildiz, E. Alpaydin, "Budding Trees", International Conference on Pattern Recognition (ICPR), pp. 3582-3587, Stockholm, Sweden, 2014. (Poster)

  9. Yildiz, O. T., E. Solak, O. Gorgun, R. Ehsani, "Constructing a Turkish-English Parallel Treebank", Annual Meeting of the Association for Computational Linguistics (ACL), pp. 112-117, Baltimore, U.S.A., 2014. (Poster)

  10. Yildiz, O. T., A. Okutan, E. Solak, "Bilingual Software Requirements Tracing using Vector Space Model", International Conference on Pattern Recognition and Methods (ICPRAM), Angers, France, 2014.

  11. Yildiz, O. T., E. Alpaydin, "Regularizing Soft Decision Trees", International Conference on Computer and Information Sciences (ISCIS), pp. 15-21, Paris, France, 2013. (Presentation)

  12. Okutan, A, O. T. Yildiz, "A Novel Regression Method for Software Defect Prediction with Kernel Methods", International Conference on Pattern Recognition and Methods (ICPRAM), pp. 216-221, Barcelona, Spain, 2013.

  13. Irsoy, O, O. T. Yildiz, E. Alpaydin, "Soft Decision Trees", International Conference on Pattern Recognition (ICPR), pp. 1819-1822, Tsukuba, Japan, 2012. (Presentation)

  14. Ata, S., O. T. Yildiz, "Searching for the Optimal Ordering of Classes in Rule Induction", International Conference on Pattern Recognition (ICPR), pp. 1277-1280, Tsukuba, Japan, 2012. (Presentation)

  15. Yildiz, O. T., E. Alpaydin, "Statistical Tests using Hinge/Epsilon-Sensitive Loss", International Conference on Computer and Information Sciences (ISCIS), pp. 153-160, Paris, France, 2012. (Presentation)

  16. Gorgun, O, O. T. Yildiz, "Using Morphology In English-Turkish Statistical Machine Translation", Signal Processing and Communication Applications Conference (SIU), Antalya, Turkey, 2012. (Presentation)

  17. Yildiz, O. T., "On the VC-Dimension Of Univariate Decision Trees", International Conference on Pattern Recognition and Methods (ICPRAM), pp. 205-210, Faro, Potrugal, 2012. (Presentation)

  18. Gorgun, O, O. T. Yildiz, "A Novel Approach to Morphological Disambiguation for Turkish", International Conference on Computer and Information Sciences (ISCIS), pp. 77-83, London, UK, 2011. (Presentation)

  19. Ak, K, O. T. Yildiz, "Unsupervised Morphological Analysis Using Tries", International Conference on Computer and Information Sciences (ISCIS), pp. 69-75, London, UK, 2011. (Presentation)

  20. Yildiz O. T., O. Aslan, E. Alpaydin, "Multivariate Statistical Tests for Comparing Classification Algorithms", Learning and Intelligent Optimization (LION) (Best Paper Award), Lecture Notes in Computer Science, Vol. 6683, pp. 1-15, Rome, Italy, 2011.

  21. Yildiz, O. T., "Univariate Margin Tree", International Conference on Computer and Information Sciences (ISCIS), Lecture Notes in Electrical Engineering, Vol. 62, pp. 11-16, London, UK, 2010. (Presentation)

  22. Yildiz, O. T., "Feature Extraction from Discrete Attributes", International Conference on Pattern Recognition (ICPR), pp. 3915-3918, Istanbul, Turkey, 2010. (Presentation)

  23. Ulas, A, O. T. Yildiz, "An Incremental Model Selection Algorithm Based on Cross-Validation for Finding the Architecture of a Hidden Markov Model on Hand Gesture Data Sets", International Conference on Machine Learning and Applications (ICMLA), pp. 170-177, Miami, USA, 2009. (Presentation)

  24. Aslan, O, O. T. Yildiz, E. Alpaydin, "Calculating the VC-Dimension of Decision Trees", International Symposium on Computer and Information Sciences (ISCIS), pp. 193-198, North Cyprus, 2009. (Presentation)

  25. Yildiz, O. T., E. Alpaydin, "Model Selection in Omnivariate Decision Trees", European Conference on Machine Learning (ECML), Lecture Notes in Computer Science, Vol. 3720, pp. 473-484, Porto, Portugal, 2005.

  26. Yildiz, O. T., E. Alpaydin, "Learning Rules from Data", Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN), pp. 147-153, Izmir, Turkey, 2004. (Presentation)

  27. Akin, H. L., P. Pavlova, O. T. Yildiz, "Cerberus 2002", Robocup 2002: Robot Soccer World Cup VI, The 2002 International Robocup Symposium Pre-Proceedings, pp. 448-452, Fukuoka, Japan, 2002.

  28. Guler, N., O. T. Yildiz, F. Gurgen, F. Varol, E. Alpaydin, "Discriminant Functions and Decision Tree Induction Techniques for Antenatal Fetal Risk Assessment", International Joint Conference on Neural Networks (IJCNN), pp. 2712-2717, Washington, USA, 2001.

  29. Gunduz, C., O. T. Yildiz, E. Alpaydin, T. Bilgic, "An Algorithm to Learn the Structure of a Bayesian Network", Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN), pp. 22-31, North Cyprus, 2001. (Presentation)

  30. Guler, N., O. T. Yildiz, F. Gurgen, F. Varol, E. Alpaydin, "A Comparison of Discriminant Functions and Decision Tree Induction Techniques in Evaluation for Antenatal Fetal Risk Assessment", International Symposium on Computer and Information Sciences (ISCIS), pp. 68-76, Istanbul, Turkey, 2000. (Presentation)

  31. Yildiz, O. T., E. Alpaydin, "Linear Discriminant Trees", International Conference on Machine Learning (ICML), pp. 1175-1182, Stanford, USA, 2000. (Presentation)

  32. Yildiz, O. T., E. Alpaydin, "Univariate and Multivariate Decision Trees", Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN), pp. 83-92, Izmir, Turkey, 2000. (Presentation)

  33. Kuru, S, H. L. Akin, O. T. Yildiz, and O. Kursun, "Electronic Commerce Roadshow", Bilisim 99, 1999, (in Turkish).

  34. Yildiz, O. T., E. Alpaydin, "Comparing Univariate and Multivariate Decision Trees", Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN), pp. 40-47, Istanbul, Turkey, 1999. (Presentation)

Technical Reports

  1. Yildiz, O. T., O. Dikmen, "Parallel Univariate Decision Trees", Technical Report, FBE/CMPE-02/2004-13, Institute of Graduate Studies in Science and Engineering, Bogazici University.

  2. Yildiz, O. T., "Induction of Decision Trees: ICELL Tree Induction Software", Technical Report, FBE/CMPE-03/2004-14, Institute of Graduate Studies in Science and Engineering, Bogazici University.

  3. Yıldız, O. T., "A Matlab Toolbox for Comparing Supervised Classification Algorithms", Technical Report, FBE/CMPE-04/2004-20, Institute of Graduate Studies in Science and Engineering, Bogazici University.

  4. Ulas, A., O. T. Yildiz , E. Alpaydin, "Cost-Conscious Comparison of Supervised Learning Algorithms over Multiple Data Sets", Technical Report, FBE/CMPE-01/2008-04, Institute of Graduate Studies in Science and Engineering, Bogazici University.

  5. Aslan, O, O. T. Yildiz, E. Alpaydin, "Statistical Comparison Of Classifiers Using Area Under The Roc Curve", Technical Report, FBE/CMPE-06/2009-03, Institute of Graduate Studies in Science and Engineering, Bogazici University.

Theses

  1. O. T. Yildiz, "Tuning Model Complexity using Cross-Validation in Supervised Learning", Ph.D. thesis, Bogazici University, Istanbul, Turkey, March 2005.

  2. O. T. Yildiz, "Multivariate Decision Trees in Machine Learning", M.S. thesis, Bogazici University, Istanbul, Turkey, January 2000.