Turgay IBRIKCI, PhD. Cukurova University
Transkript
Turgay IBRIKCI, PhD. Cukurova University
Turgay IBRIKCI, PhD. Cukurova University Electrical and Electronics Engineering Department Adana, 01330, TURKEY Tel: +90 (322) 338 6868 ext 139 (work) e-mail: [email protected], [email protected] PERSONAL Language skills: Marital Status: Personal skills: Turkish, English Married, two children Create ideas solve problems, excellent computer skills and data analysis supervises others, work and manage in culturally diverse environment. EDUCATION PhD. Jan 1994 – Jan 2000 Cukurova University, Electrical and Electronics Engineering Department, Computer Science, Adana, Turkey. Msc. 1991-1993 M.S Computer Science. Southern Nova University, Computer Science Department, Forth Lauderdale, FL. USA Non Degree 1989-1990 English Language. University of Florida, English Language Institute, Gainesville, FL USA. BS 1977 – 1981 Cukurova University, Physics Department, Adana, Turkey. WORK EXPERIENCE 2014 – Present Assos. Prof. Dr. Cukurova University, Electrical and Electronics Eng. Depart., Adana, Turkey. 2014 – Present Assos. Prof. Dr. Cukurova University, Computer Eng. Depart., Adana, Turkey. 2003 – 2014 Ass. Prof. Dr. Cukurova University, Computer Engineering Department, Adana, Turkey. 2000 – 2014 Ass. Prof. Dr. Cukurova University, Electrical and Electronics Engineering Department, Adana, Turkey. 1993 - 2000 Lecturer & Researcher. Cukurova University, Electrical and Electronics Engineering Department, Adana, Turkey. 1984 – 1988 Senior Computer Analyst and Programmer. Elsan Computer Company Adana Turkey. Developed the new programs for tax collection agencies and construction companies. 1982- 1984 Computer Analyst and Programmer. Cukurova University, Computer Center, Adana, Turkey. Developed a new billing system for City of Adana Utility Services. RESEARCH INTERESTS Computational Biology Protein Structures, Motifs Neural Networks : Creating new algorithms for computational learning Pattern Recognition : Brain Imaging and Activities. Software Engineering Numerical Programming and Computing with C/C++, C#, MATLAB Supervised Master Theses 1- İclal ÇETİN TAŞ (2012), "Depiction of Hemorrhagic Regions Caused By Diabetic Retinopathy Images by Using Image Enhancement and Basic Classification Methods", Coadvisor Asst. Prof. Dr. Sami Arıca (Çukurova Univ), Supported by Çukurova University Research Fund. (MMF-2011YL2) 2- Esra KARABULUT (2012), “A Research on Performance of Decision Support Systems in Diagnosis of Coronary Artery Disease”, Supported by Çukurova University Research Fund (MMF-2011YL19) . 3- Mehmet Onur ŞAHLAR (2011), "Library Based Image Reconstruction on X-Ray Films for External Fixator Automation", Supported by Çukurova University Research Fund. (MMF2009YL58) , Technical Research Council of Turkey (TÜBİTAK 106M0466). 4- Okan ŞEN (2010), "Segmentation and Classification of Magnetic Resonance Images by Neural Networks", 5- Gökhan ÇETİN (2010), "Artificial Neural Networks by Using the Internet Traffics on the Internet Exit Routers (MRTG) Estimated Traffic Analysis and Planning for Future" 6- Jale BEKTAŞ (2010), "Segmentation of Brain Region of MRIs and Comparisons between Autistic and Healthy Adolescent". 7- Ahmet AYDIN (2009), "Applications of Medical Image Processing Techniques on a Biomechanics System", Supported by Çukurova University Research Fund. (MMF2008YL20) and, The Scientific and Technical Research Council of Turkey (TÜBİTAK106M0466) (PI: Prof. Dr. İbrahim Deniz Akçalı). 8- Emine GEZMEZ (2007), "Clustering MRI Images with Principal Component Analysis Methods". 9- Şehy Şamil ASLAN (2006), "Computer Controlled Robot Car". 10- İrem ERSÖZ (2003), “Secondary Structure Prediction of Hemoglobin by Using Combined Neural Networks”, Supported by Çukurova University Research Fund. (FBE-2002YL328) and The Scientific and Technical Research Council of Turkey (EEEAG-100E037) (PI: Assist. Prof. Dr. Turgay İbrikçi). 11- Gülçin YİĞİTLER (2005), “New Techniques for Classification, Enhancement, and Fusion of Multispectral Remote Sensing Images”, Co-advisor Prof. Dr. Okan ERSOY (Purdue Univ., USA) . Supervised PhD. Theses I. Completed Theses: 1. Mustafa KARABULUT (2011), "Employing Data Mining Techniques on Biological Sequences for Transcript for Transcription Factor Binding Identification". 2. İrem ERSÖZ KAYA (2008), "Computational Prediction of Disordered Regions in Proteins", Co-advisor Prof. Dr. Okan ERSOY (Purdue Univ., USA), Supported by Çukurova University Research Fund. (MMF-2006D12) and, The Scientific and Technical Research Council of Turkey (TBAG-104T505) (PI: Assist. Prof. Dr. Turgay İbrikçi). 3. Ayça ÇAKMAK PEHLİVANLI (2008), "Consensual Classification of Drug / NonDrug Compounds for Drug Design", Co-advisor Prof. Dr. Okan ERSOY (Purdue Univ., USA), Supported by Çukurova University Research Fund. (MMF-2006D11) and, The Scientific and Technical Research Council of Turkey (TBAG-104T505) (PI: Assist. Prof. Dr. Turgay İbrikçi). II. PhD. Students: 1- Jale BEKTAŞ (2013- ), “Use of Data Mining Techniques to Determine Presence of Coronary Artery Disease and Deriving a Risk Score by Employing Risk Factors". PROJECTS A. Supported by TÜBİTAK (The Scientific and Technical Research Council of Turkey) Project Name New Fixator Automation Budget 281.000 Date 01.12.2012/3 0.11.2015 15.02.2007/ 14.08.2010 01.09.2006/ 30.09.2008 Dutie Researcher ProjectNO 112M406 Fixator Automation 200.000 Researcher 106M466 Application of Artificial Neural Networks in the Prediction of Critical Buckling Loads of Helical Compression Springs Application of Computational and Statistical Intelligent Methods on Determining Functions of ordered and disordered proteins and Drug Design The Prediction of Secondary Protein Structure by Using Support Machine Techniques 103.130 Researcher 106M307 38.760 01.06.2005/ 30.09. 2007 PI 104T505 2.1760 01.04.2001/ 01.02. 2003 PI 100E037 B. Supported by Çukurova University Research Foundation: Project Name Amiloid Proteinler Arasındaki Yapısal İlişkilerin Biyoinformatik Yönünden İncelenmesi Smartphone Based Pigmented Skin Lesion Checking and Melanoma Diagnosis System A Research on Performance of Decision Support Systems in Diagnosis of Coronary Artery Disease Detection of Diabetic Retinopathy Complication by Using Computational Learning Methods on Images Using Clustering and Classification Methods for Predictionin Between Autistic and Normal MRI Automation Library Based on X-ray Identification for External Fixator Image Processing and Border Detection on X-ray images Functional Classification of Disordered and MultiLabeled Proteins Budget 10,000 Drug Design by Artificial Neural Networks as Data Mining Tools 3.960 07.04.2006/ 06.04.2007 PI MMF-2006 D11 Optimizing of the Required Parameters by Using Kernel Functions of Support Vector Machine to Find Protein Structure 3.500 01.01.2005/ 31.12.2005 PI MMF-2004 BAP21 Neural Networks With Information Theory on Secondary Structures of Protein The Application of Secondary Protein Structure by Using Support Machine and Neural Networks Techniques 1.040 01.09.2002/ 30.08.2003 01.03.2000/ 28.02.2001 PI FBE-2002 YL328 MMF2000/41 5,940 1,000 1.980 8.000 2.000 2.000 3.960 1.000 Date 06.11.2013/0 5.11.2015 01.09.2012/3 0.01.2014 01.12.2011/3 0.11.2012 01.03.2011/2 8.02.2012 07.04.2009/ 06.07.2011 01.10.2009/ 30.09.2010 01.10.2008/ 30.10.2009 07.04.2006/ 06.04.2007 Dutie PI PI PI PI PI PI PI PI PI Project NO MMF-2013 BAP19 MMF-2012 D15 MMF-2011 YL19 MMF-2011 YL2 MMF-2009 BAP02 MMF-2009 YL58 MMF-2008 YL20 MMF-2006 D12 INTERNATIONAL VISITS AND COLLABORATION Oct ,21 -25 2013 June – August 2012 (Participant) International Center for Genetic Engineering and Biotechnology (ICGEB) (2013), “Applications of Bioinformatics in Modern Moleculer Biology”, ICGEB – New Delhi Component Aruna Asaf Ali Marg, New Delhi – 110067 India, (Full Support). Cornell University, Ithaca, NY, USA June-September 2011 (Visiting Researcher) Studies on Genetics of Malaria, The department of Genetics, Institute of Bioinformatics, Univ. of Georgia, Athens, GA, USA. (Director: Prof. Dr. Jessica Kissinger) Jan 18- 19 2010 (Participant) International Center for Genetic Engineering and Biotechnology (ICGEB) ve United Nations University (BIOLAC), “Caribbean Training Programme on Bioinformatics: Applications of Structural and Computational Biology in Biomedical Sciences”, The University of the West Indies, St. Augustine Campus, Trinidad and Tobago, (Full Support). May 8 -10 2007 (Participant) European Science Foundation (2007), “ESF Mining of HighThroughput Data in Functional Genomics”, Coleraine, Northern Ireland, 8-10 Mayıs 2007, (European Sci. Foundation). June 2004 – Sept 2004 (Visiting Researcher) Research on Brain Imaging & Bioinformatics Univ. of Texas at Houston Center of Computational Biomedicine (Director: Prof. Dr. Michael BRANDT) June 2001 – July 2002 (Visiting Researcher) Research on Brain Imaging Univ. of Texas at Houston Center of Computational Biomedicine (Director: Prof. Dr. Michael BRANDT) June - Sept., 1999: (Visiting Researcher) Research on Neuronal Network and Prediction of Protein Structure. Univ. of Florida, Computational Neural Engineering Lab. Gainesville, FL USA. (Prof. Dr. Jose C. PRINCIPE) June - Sept., 1997: (Visiting Researcher) Research on Neuronal Network and Prediction of Protein Structure. Univ. of Arkansas, Computer Engineering Dept. Fayetteville, AR, USA. Sept., 27 – Oct.,7 1996: (Participant) NATO Advance Study Institute International School of Neural Nets “Learning in Graphical Models”, Ettore Maiorana Centre, Erice, ITALY (Full Support by NATO, Prof. Dr. Michael I. JORDAN) MEMBERSHIP 1995 – Present 1995 – Present 1995 – 2000 2000 – Present 2001 – Present IEEE Member IEEE Computer Society IEEE 8. Region Cukurova Univ. Student Chairman IEEE 8. Region Cukurova Univ. Counselor IEEE Biomedical Society PROJECTS in SCIENTIFIC JOURNALS and REFEREEING Guest Editor-OMICS Publishing Group - Journal of Data Mining in Genomics & Proteomics Open Access, Special Issue, Title: Algorithms for Molecular Biology, (Sept. 2013) BMC Medical Informations and Decision Making (2012 -) Journal of Medical Systems (2012 -) TUBITAK - Turkish Journal of Electrical Engineering & Computer Sciences (Topic Editor - Arbitration) (2010 -) Expert Systems (2009 -) Turkey Journal of Biochemistry (2008 -) Bioinformatics (2008 - 2011) TÜBİTAK-Secondary Education Research Projects Competition (2014) - Mediterranean Coast Computer Juror TÜBİTAK-2013-2214/2219 Bioengineering Assessment (2013) - External Consultant TÜBİTAK-Secondary Education Research Projects Competition (2013) - Mediterranean Coast Computer Juror 10th TÜBİTAK - 1001 Research Projects - (2011 -) 11th Science, Industry and Technology Ministry - Teknogirişim Projects - (2012) 12th IC-IC Sept 2008 International Conference on Intelligent Computing. 15-18, 2008 13th IC-IC Aug 2007 International Conference on Intelligent Computing. 21-24, 2007 14th IC-IC Aug 2006 International Conference on Intelligent Computing. 16-19, 2006 Duties Symposium 1. SIU-2014 April 23-25, 2014 Bursa Turkey 2. ELECO-2013 28 -30 November 2013, Bursa, official 3. ELECO-2012 29 November-1 December 2012, Bursa, official 4. ITUSEM'2009 University, Member of the Executive Board 5. ITUSEM'2007 Cukurova University, 18-19 October 2007, the Executive Board Member 6. ITUSEM'2005 Cukurova University, 17-19 November 2005, the Executive Board Member 7. INISTA'2005 International Symposium on Innovations in Intelligent Systems and Applications, 15 to 18 June 2005 Istanbul Scientific Committee Member 8. BIYOMUT'2005 National Meeting of Biomedical Engineering - Bogazici University, May 25 to 27, 2005 Program Member 9. TAINN'96 5 Turkish Symposium on Artificial Intelligence and Neural Networks Bogazici University, Istanbul, Local Organizing Committee Member PUBLICATIONS 1. I. Ersöz Kaya, A. Çakmak Pehlivanli, and T. Ibrikci, (2014),”Enhanced Prediction of Intrinsically Disordered Regions with the Optimized Data”, Int. Jour. of Bioscience, Biochemistry and Bioinformatics, 4(1): 39-44. DOI: 10.7763/IJBBB.2014.V4.307 2. M. Karabulut, T. Ibrikci, (2014), “Identification of transcription factor binding sites using Gaussian mixture models”, Expert Systems, (ISI), 31(1) 70-80. DOI: 10.1111/exsy.12004 3. M. Karabulut, T. Ibrikci,, (2012), “A Bayesian Scoring Scheme based Particle Swarm Optimization algorithm to identify Transcription Factor Binding Sites”, Applied Soft Computing, 12(9): 2846-2855. (ISI), DOI: 10.1016/j.asoc.2012.04.006 4. M. Karabulut, T. Ibrikci, (2012), “A Fuzzy Self-organizing Map Algorithm for Biology Pattern Recognition”, Expert Systems, 29(1) 25– 38. (ISI), DOI: 10.1111/j.468-0394.2010.00560.x 5. T. Ibrikci, D. Üstün, İ. Ersoz Kaya, (2012), “Diagnosis of Several Diseases by Using a Novel Hybrid Kernel Support Vector Machine”, Journal of Medical Systems, 36(3) : 1831-1840. (ISI), DOI: 10.1007/s10916-010-9642-5 6. A. Aydın, T. Ibrikci, İ.D. Akçalı, (2012), “A Hybrid Image Processing System for X-Ray Images of an Eexternal Fixator”, Computer Methods in Biomechanics and Biomedical Engineering, 15(7) : 753-759. (ISI), DOI: 10.1080/10255842.2011.560840 7. E. M. Karabulut, T. Ibrikci, (2012) “Effective Diagnosis of Coronary Artery Disease Using rotation Forest Ensemble Method”, Journal of Medical Systems, 36(5): 3011–3018. (ISI), DOI: 10.1007/s10916-011-9778-y 8. E. M. Karabulut, S.A. Özel, T. Ibrikci, (2011), “A Comparative Study on the Effect of Feature Selection on Classification Accuracy”, Procedia Technology 1 (2012), 323 – 327. DOI: 10.1016/j.protcy.2012.02.068 9. İ. Ersöz Kaya, T. Ibrikci, O. K Ersoy, (2011), “Prediction of Disorder with New Computational Tool: BVDEA”, Expert Systems with Applications. 38(12): 1445114459. (ISI), DOI: 10.1016/j.eswa.2011.04.160 10. M. Karabulut, T. Ibrikci, (2011), “Assessment of Clustering Algorithms for Unsupervised Transcription Factor Binding Site Discovery”, Expert Systems with Applications, 38(9) : 11160-11166. (ISI), DOI: 10.1016/j.eswa.2011.02.161 11. A. Keskiner, T. Ibrikci, M. Çetin (2011), Yapay Sinir Ağlarıyla Coğrafi Bilgi Sistemi Ortamında Olasılıklı Sıcaklık Tahmini ve Karşılaştırılması, Tarım Bilimleri Dergisi, 17 : 241- 252 (Türkçe). (ISI). 12. C. Türeli Bilen, P.Kokcü, T. Ibrikci (2011) Application of Artificial Neural Networks (ANNs) for Weight Predictions of Blue Crabs (Callinectes sapidus RATHBUN, 1896) Using Predictor Variables, Mediterranean Marine Science, 12(2) : 439-446. (ISI). 13. T. Ibrikci, M. Karabulut, (2010), “Employing Fuzzy C-Means for DNA Transcription Factor Binding Site Identification”, Journal of Circuits, Systems, and Computers, 19(1): 15-30. (ISI), DOI: 10.1142/S0218126610005925 14. T. Ibrikci, S. Sacma, V. Yıldırım, T. Koca, (2010), “Application of Artificial Neural Networks in the Prediction of Critical Buckling Loads of Helical Compression Springs”, Journal of Mechanical Engineering, 56 (6): 409-417. (ISI). 15. I. Kaya, T. Ibrikci, A. Cakmak, (2008), “Accurate Prediction of Protein Secondary Structure by Non-Parametric Models”. Journal of Computational Intelligence in Bioinformatics, 1: 1-11. 16. A. Ç. Pehlivanlı, T. Ibrikci, O. K Ersoy, (2008), “Consensual Classification of Drug and Nondrug Compounds”, International Jour. of Computational Biology and Drug Design, 1 (3): 224-234. DOI: 10.1504/IJCBDD.2008.021416 17. A. Ç Pehlivanlı, O. K Ersoy, T. Ibrikci, (2008), “Drug/Nondrug Classification with Consensual Self-Organising Map and Self-Organizing Global Ranking Algorithms”, International Jounal of Computational Biology and Drug Design, 1(4): 434-445. DOI: 10.1504/IJCBDD.2008.022212 18. M. Karabulut, T. Ibrikci, (2008), “Fuzzy C-Means Based Motif Discovery”, Lecture Notes in Computer Science, 5226: 207-218. DOI: 10.1007/978-3-54087442-3_24 19. U. Orhan, M. Hekim, T. Ibrikci, (2008), “Supervised Gravitational Clustering with Bipolar Fuzzification”, Lecture Notes in Artificial Intelligence, 5227: 667-674. DOI: 10.1007/978-3-540-85984-0_8 20. U. Orhan, M. Hekim, T. Ibrikci, (2008), “Gravitational Fuzzy Clustering”, Lecture Notes in Artificial Intelligence, 5317: 524-531. DOI: 10.1007/978-3-540-886365_50 B. International Conferences (Proceedings) : 1. İ. D. Akçalı, M. O. Şahlar, K. Ün, A. Aydın, T. Ibrikci, R. Esen, M. Gülşen, H. Bayram, H., (2009), “A Mathematical Model in the Implementation of a Stewart-Gough Platform as an External Fixator”, Medical Physics and Biomedical Engineering World Congress, IFMBE Proceeding 25/V :708-711, 7-12 Sept. 2009, Munih, Almanya. 2. İ. D. Akçalı, M. O. Şahlar, A. Aydın, T. Ibrikci, K. Ün, R. Esen, M. Gülşen, H. Bayram, (2009), “Alignment of Bone Fragments Through the Deployment of a Stewart Platform Mechanism”, Artificial Organs, 33(8) : A99 (Özetçe). 3. J. Bektas, T. Ibrikci, (2009), “Using Threshold Techniques with K-Means Approch for MRI Segmentation”, The 2009 International Conf. on Image Processing, Computer Vision, and Pattern Recognition (IPCV'09), 2: 651-655, 13-16 July 2009, Las Vegas, Nevada, ABD. 4. U. Orhan, I. Ersoz, T. Ibrikci, (2007), “Prediction of Disordered Regions of Proteins with NPieces Naive Algorithm”, Intelligent Engineering Systems Through Artificial Neural Networks: Smart System Engineering (ANNIE'07), 17: 43-48, 11-14 Nov. 2007, St. Louis, Missouri, ABD. 5. G. Yiğitler, O. K. Ersoy, T. Ibrikci, (2005), “New Transform Techniques for Enhancement and Fusion of Multispectral and Hyperspectral Images”, ICSC Congress on Computational Intelligence Methods and Applications (CIMA2005), 15-17 Dec. 2005, İstanbul, Türkiye. DOI: 10.1109/CIMA.2005.1662344 6. T. Ibrikci, A. Cakmak, I. Ersoz, O. K. Ersoy, (2005), “Hemoglobin Secondary Structure Predicts with Four Kernels on Support Vector Machines”, ICSC Congress on Computational Intelligence Methods and Applications (CIMA2005), 15-17 Dec. 2005, İstanbul, Türkiye. DOI: 10.1109/CIMA.2005.1662310 7. T. Ibrikci, A. Çakmak, I. Ersöz, O. K. Ersoy, 2005, “Support Vector Machines on Hemoglobin Secondary Structures”, 3rd European Medical & Biological Engineering Conference (EMBEC'05), 11(1), 20-25 Nov. 2005, Prag, Çek Cumhuriyeti. 8. C. Şahin, T. Ibrikci, R. Erol, (2005), “Neural Networks Approach to the Lot Sizing Problem”, 35th International Conference on Computers and Industrial Engineering (CIE2005), 15-19 June 2005, İstanbul, Türkiye. 9. I. Ersoz, T. Ibrikci, A. Cakmak, O. K. Ersoy, (2004), “Secondary Structure Prediction of Hemoglobin by Neural Networks”, Intelligent Engineering Systems Through Artificial Neural Networks: Smart System Engineering (ANNIE'04), 14: 837-842, 7-10 Nov. 2004, St. Louis, Missouri, ABD. 10. M. Brandt, J. Frederick, T. Ibrikci, L. Kramer, K. Davidson, and J. Fletcher, (2003), “Estimation of Brain Tissue Volumes from Magnetic Resonance Scans in Spina Bifida”, Thirty-First Annual International Neuropsychological Society Conference, Journal of the International Neuropsychological Society, 9, 176, 5-8 Feb. 2003, Honolulu, Hawaii. 11. T. Ibrikci, M. Brandt, G.Wang, M. Açıkkar, (2002), “Mahalanobis Distance with Radial Basis Function Network on Protein Secondary Structures”, 24rd International IEEEEngineering in Medicine and Biology (EMBS2002), 3: 2184-2185, 23-26 Oct. 2002, Houston, TX, ABD. 12. V. Krishnamurthi, T. Ibrikci, S. Arıca, (1995), “Signal of Processing and Modeling of the Response of Crayfish Photosensitive Ganglion”, International 14th IEEE-Engineering in Medicine and Biology (EMBS1995), 2: 74-75, 15-18 Feb. 1995, New Delhi, Hindistan. 13. T. Ibrikci, V. Krishnamurthi, (1995), “Application of Neural Network For Home Security System”, the Second International Conference on Artificial Neural Networks and Genetic Algorithms (ICANNGA'95), sf: 448-451, 19-21 April 1995, Alès, Fransa. D. National Journals : 1. J. Bektaş, T. İbrikçi, (2013), “An MRI Study on Volumetric Changes in the Brain of Female Adolescents with Autism” , Ç.Ü. Journal of Faculty of Engineering and Architecture, 28 (2): 27-34. 2. T. İbrikçi, O.Şen (2012), “Comparison of Nonlinear Classication on Brain MRI’s” , Ç.Ü. Journal of Science and Engineering, 28 (3): 128-137. 3. İ.D. Akçalı, M.O. Şahlar, A. Aydın, T. Ibrikci, K. Ün, R. Esen, M. Gülşen, H. Bayram, (2010), “Ortopedik Klinik Uygulamaları için Bir Fiksatörün Tasarımı İmalatı ve Kullanışı”, Mühendislik ve Makina, 51 (600): 2-9. (Turkish) 4. G. Çetin, T. Ibrikci, (2010), “Internet Traffic Forecasting and Analizing of Turkey by Using Neural Networks”, Ç.Ü. Journal of Science and Engineering, 23(3): 187-198. 5. I. Kaya, Ersöz, T. Ibrikci, O. K Ersoy, (2008), “Prediction of Protein Disorder Regions with Support Vector Machines”, Ç.Ü. Journal of Faculty of Engineering and Architecture, 23 (2): 257-267. 6. U. Eşme, I. Kaya, Ersöz, F. Kahraman, A. Sağbaş, T. Ibrikci, (2008), “Comprative Modelling in Low Plasticity Burning (LPB) Process Using Back-Propagation (BPN) and General-Regression Networks (GRNN)”, Ç.Ü. Journal of Faculty of Engineering and Architecture, 23 (2): 1-13. E. National Conferences(Turkish) 1. İ. Çetin Taş, T. İbrikçi, S. Arıca, (2012), “Fundus Floresan Anjiografi Görüntülerinde Diyabetik Retinopati Nedeniyle Oluşan Kanamaların Kümeleme, Sınıflama ve İyileştirme Yöntemlerini Kullanarak Belirginleştirilmesi”, ELECO 2012, 29 Kasım-01 Aralık 2012, Bursa, Türkiye. (Turkish) 2. E. Karabulut, T. İbrikçi, (2010), “Birleştirilmiş Yapay Sinir Ağlarıyla Parkinson Hastalığı Teşhisi”, ELECO 2010, 2-5 Aralık 2010, Bursa, Türkiye. (Turkish) 3. İ.D. Akçalı, M.O. Şahlar, A. Aydın, T. İbrikçi, K. Ün, R. Esen, M. Gülşen, H. Bayram, (2009), “Ortopedik Klinik Uygulamalar İçin Bir Fiksatörün Tasarımı İmalatı ve Kullanılışı”, III. Ulusal Tıbbi Cihazlar İmalatı Sanayi Kongre ve Sergisi (TİSKON 2009), 33-43, 6-7 Kasım 2009, Samsun, Türkiye. 4. İ.D. Akçalı, M.O. Şahlar, A. Aydın, T. İbrikçi, K. Ün, R. Esen, M. Gülşen, H. Bayram, (2009), “Stewart Platform Mekanizmasının Konuşlandırılmasıyla Kemik Fragmanlarının Hızlanması”, 2.Ulusal Yapay Organlar ve Destek Sistemleri Kongresi, 16, 23-26 Nisan 2009, Antalya, Türkiye. It is updated on 03/24/2014
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