CURRICULUM VITAE (05.01.2016) Name, Surname : TAŞKIN KAVZOĞLU Date of Birth : 3 MAY 1972 Title : Prof. Dr. Education : Degree Profession University Year BSc Geodesy and Photogrammetry Karadeniz Technical University 1993 MSc Geographical Information Systems Nottingham University 1997 PhD Remote Sensing Nottingham University 2001 Title of MSc Thesis and Supervisor : An Analysis of the Characteristics of Feed-forward Artificial Neural Networks in Relation to Land Cover Classification Accuracy Supervisor: Prof. Paul M. Mather Title of PhD Thesis and Supervisor : An Investigation of the Design and Use of Feed-forward Artificial Neural Networks in the Classification of Remotely Sensed Images Supervisor: Prof. Paul M. Mather Professional Duties : Title Institution Year Res.Asst. Geodesy and Photogrammetry Dept., Karadeniz Technical University 1993-1995 Researcher Nottingham University 1996-2001 Asst.Prof. Assoc.Prof. Prof.Dr. Geodesy and Photogrammetry Dept., Gebze Institute of Technology Geodesy and Photogrammetry Dept., Gebze Institute of Technology Geodesy and Photogrammetry Dept., Gebze Institute of Technology 1 2001-2005 2005-2010 2010 -
Administrative Duties : Deputy Department Head Gebze Institute of Technology, Geodesy and Photogrammetry Department (April 2003 December 2003). Head of Department Vice-Rector Gebze Institute of Technology, Geodesy and Photogrammetry Department (December 2003 Continue). Gebze Institute of Technology, Geodesy and Photogrammetry Department (2011 2014) Thesis Supervised : 1. Ermişoğlu, R., 2002, Emlak ve Çevre Temizlik Vergi Gelirlerinin KBS ile Takibinin Yapılmasına Yönelik Proje Tasarımı ve Uygulaması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 2. İmamoğlu, M.Z., 2004, IRS-LISS Uydu Verileri Kullanılarak Haliçte Su Kalitesinin Belirlenmesi, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 3. Güzel, C., 2004, Uzaktan Algılanmış Görüntüler Kullanılarak Gebze İlçesinin Sınıflandırılmış Haritalarının Elde Edilmesi, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 4. Yılmaz, E., 2005, Havaalanı Bilgi Sistemi Tasarımı, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 5. Dinibütün, M.B., 2005, Uydu Görüntüleri Kullanılarak Hidrokarbon Sızıntılarının Belirlenmesi: Batman Örneği, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 6. Şen, Y.E., 2006, Uydu Görüntüleri Yardımıyla Yol Üst Yapısında Meydana Gelen Değişimlerin Otomatik Tespiti ve Yol Bakım Planlaması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 7. Arslan, A., 2006, Hazine Arazileri Yönetim Bilgi Sistemi Tasarımı: Çankaya Örneği, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 8. Süslü, A., 2007, Şereflikoçhisar İlçesindeki Tarım Arazilerinde Uzaktan Algılama Yöntemiyle Ekili Alanların Tespiti ve Rekolte Tahmini, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 9. Uslu, A., 2007, Diyarbakır İlinin Kentsel Dönüşüm Analizinin Uzaktan Algılanmış Görüntüler Kullanılarak Yapılması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 2
10. Candemir, Y., 2008, İstanbul GOAD Haritalarının Bilgi Sistemine Aktarılması ve Güncel Durum İle Karşılaştırılması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 11. Çevik, H.S., 2009, Çevre Kalitesi Analizine Yönelik Bilgi Sistemi Tasarımı, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 12. Çölkesen, İ., 2009, Uzaktan Algılamada İleri Sınıflandırma Tekniklerinin Karşılaştırılması ve Analizi, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 13. Mermer, N., 2009, İstanbul Turistik Bilgi Sisteminin Tasarlanması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 14. Demirci, Y.Z., 2010, Kocaeli Turistik Bilgi Sisteminin Tasarlanması, Dept. of Geodetic and Photogrammetric Engineering, MSc Thesis, Gebze Institute of Technology. 15. Şahin, E.K., 2012, "CBS Tabanlı Çok Kriterli Karar Analizi Yöntemi Kullanılarak Heyelan Duyarlılık Haritasının Üretilmesi: Trabzon İli Örneği", MSc Thesis, Dept. of Geodetic and Photogrammetric Engineering, Gebze Institute of Technology. 16. Yıldız, M., 2012, Görüntü Segmentasyon Metotlarının Sınıflandırma Performansı Üzerine Etkilerinin Araştırılması. MSc Thesis, Dept. of Geodetic and Photogrammetric Engineering, Gebze Institute of Technology. 17. Terzioğlu, A.G., 2015, Çok Hisseli Parsellerde İmar Planı Uygulaması: Sultanbeyli Örneği, MSc Thesis, Dept. of Geodetic and Photogrammetric Engineering, Gebze Technical University. Projects : 1. The use of GPS in Dynamic Environments: Software Development for Code and Phase Measurements, Researcher, Gebze Institute of Technology, Scientific Research Project, Project Number: 98-B-05-01-03. 2. Investigation of Temporal Changes and Environmental Effects of Industrialization,n Gebze, Head Researcher, Gebze Institute of Technology Scientific Research Project, Project Number: 2003-A-18. 3. The Design of Campus Information System, Researcher, Gebze Institute of Technology, Scientific Research Project, Project Number: 2003-A-20. 4. Development of a Software Package for Densification of National GPS Network, Researcher, Gebze Institute of Technology, Scientific Research Project, Project Number: 2003-A-21. Scientific Activities: Symposium Organiser, III. Remote Sensing and Geographical Information Systems Symposium, 11-13 October 2010, Gebze, Kocaeli. 3
Referred Journals : 1. Advances in Remote Sensing 2. African Journal of Agricultural Research 3. African Journal of Business Management 4. Arabian Journal for Science and Engineering 5. Arabian Journal of Geosciences 6. ASCE Journal of Surveying Engineering 7. Atmospheric Research 8. Bartın Orman Fakültesi Dergisi 9. Cartography and Geographic Information Science 10. Catena 11. Climate Research 12. Computers and Geosciences 13. Digital Signal Processing 14. Earth Science Informatics 15. Ecopersia 16. Engineering Geology 17. Environmental Earth Sciences 18. Environmental Engineering Science 19. Environmental Monitoring and Assessment 20. Environmental Technology 21. Experimental Techniques 22. Fresenius Environmental Bulletin 23. Geocarto International 24. GIScience and Remote Sensing 25. Harita Dergisi 26. Harita Teknolojileri Dergisi 27. IEEE Geoscience and Remote Sensing Letters 28. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 29. IEEE Transactions on Geoscience and Remote Sensing 30. Information Sciences 31. International Journal of Applied Earth Observation and Geoinformation 32. International Journal of Digital Earth 33. International Journal of Image Processing 34. International Journal of Remote Sensing 35. ISPRS Journal of Photogrammetry and Remote Sensing 36. Jeodezi ve Jeoinformasyon Dergisi 37. Journal of Applied Remote Sensing 38. Journal of Environment and Bioenergy 39. Journal of Environmental Management 40. Journal of Mountain Science 41. Journal of Urban and Environmental Engineering 42. Journal of Zhejiang University Science 4
43. KSCE Journal of Civil Engineering 44. Landslides 45. Measurement 46. Natural Hazards and Earth System Sciences 47. Ocean & Coastal Management 48. Ocean Engineering 49. Optical Engineering 50. Physics and Chemistry of the Earth 51. Proceedings of ICE journal - Civil Engineering 52. Remote Sensing Letters 53. Scientific Research and Essays 54. Sensor Review 55. Sensors 56. Signal Image and Video Processing 57. Turkish Journal of Agriculture and Forestry 58. Turkish Journal of Earth Sciences Membership of Scientific Societies : The Remote Sensing and Photogrammetry Society (RSPSoc) Türkish Remote Sensing and Photogrammetry Society (TUFUAB) Chamber of Survey and Cadastre Engineers Awards : First in the class, Karadeniz Technical University, Geodesy and Photogrammetry Department (1993). Scholarship awarded by Turkish Ministry of National Education to pursue MSc and PhD in the UK (1995). Graduated with distinction in MSc program of Nottingham University (1997). Best PhD Award was given by the Remote Sensing and Photogrammetry Society (RSPSoc) of the UK (2002) PUBLICATIONS A. Articles in international scientific journals (SCI): 1. T. Kavzoglu and P.M. Mather, Pruning Artificial Neural Networks: An Example Using Land Cover Classification of Multi-sensor Images, International Journal of Remote Sensing, 20(14), 2787-2803 (1999). 5
2. T. Kavzoglu and P.M. Mather, The Role of Feature Selection in Artificial Neural Network Applications, International Journal of Remote Sensing, 23(15), 2919-2937 (2002). 3. T. Kavzoglu and P.M. Mather, The Use of Backpropagating Artificial Neural Networks in Land Cover Classification, International Journal of Remote Sensing, 24(23), 4907-4938 (2003). 4. M.H. Saka, T. Kavzoglu, C. Ozsamli and R.M. Alkan, Sub-Metre Accuracy for Stand Alone GPS Positioning in Hydrographic Surveying, The Journal of Navigation, 57(1), 135-144 (2004). 5. T. Kavzoglu, Simulating Landsat ETM+ Imagery Using DAIS 7915 Hyperspectral Scanner Data, International Journal of Remote Sensing, 25(22), 5049-5067 (2004). 6. T. Kavzoglu and M.H. Saka, Modelling Local GPS/Levelling Geoid Undulations Using Artificial Neural Networks, Journal of Geodesy, 78(9), 520-527 (2005). 7. H. Gómez and T. Kavzoglu, Assessment of Shallow Landslide Susceptibility Using Artificial Neural Networks in Jabonosa River Basin, Venezuela, Engineering Geology, 78(1-2), 11-27 (2005). 8. T. Kavzoglu, Determination of Environmental Degradation Due to Urbanization and Industrialization in Gebze, Turkey, Environmental Engineering Science, 25(3), 429-438 (2008). 9. T. Kavzoglu and S. Reis, Performance Analysis of Maximum Likelihood and Artificial Neural Network Classifiers for Training Sets with Mixed Pixels, GIScience and Remote Sensing, 45(3), 330-342 (2008). 10. T. Kavzoglu, E. Yilmaz and A.F. Sesli, A Case Study for an Airport Information System, Geoensenanza, 11, 29-38 (2008). 11. T. Kavzoglu, Increasing the Accuracy of Neural Network Classification Using Refined Training Data, Environmental Modelling & Software, 24(7), 850-858 (2009). 12. T. Kavzoglu, Y.E. Sen and M. Cetin, Mapping Urban Road Infrastructure Using Remotely Sensed Images, International Journal of Remote Sensing, 30(7), 1759-1769 (2009). 13. T. Kavzoglu and I. Colkesen, A Kernel Functions Analysis for Support Vector Machines for Land Cover Classification, International Journal of Applied Earth Observation and Geoinformation, 11(5), 352-359 (2009). 14. B. Ergun, T. Kavzoglu, I. Colkesen and C. Sahin, Data filtering with support vector machines in geometric camera calibration, Optics Express, 18(3), 1927 1936 (2010). 6
15. T. Kavzoglu and I. Colkesen, Assessment of Environmental Change and Land Degradation Using Time Series of Remote Sensing Images, Fresenius Environmental Bulletin, 20(1A), 274-281 (2011). 16. T. Kavzoglu and I. Colkesen, Entropic Distance Based K-star Algorithm for Remote Sensing Image Classification, Fresenius Environmental Bulletin, 20(5), 1200-1207, (2011). 17. T. Kavzoglu and I. Colkesen, An assessment of effectiveness of rotation forest ensemble for land use and land cover mapping, International Journal of Remote Sensing, 34(12), 4224-4241, (2013). 18. T. Kavzoglu, E.K. Sahin, and I. Colkesen, Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression, Landslides, 11(3), 425-439 (2014). 19. T. Kavzoglu, E.K. Sahin and I. Colkesen, An assessment of multivariate and bivariate approaches in landslide susceptibility mapping: a case study of Duzkoy district", Natural Hazards, 76(1), 471-496 (2015). 20. T. Kavzoglu, E.K. Sahin and I. Colkesen, Selecting Optimal Conditioning Factors in Shallow Translational Landslide Susceptibility Mapping Using Genetic Algorithm, Engineering Geology, 192, 101-112 (2015). doi:10.1016/j.enggeo.2015.04.004. 21. T. Kavzoglu, I. Colkesen and T. Yomralioglu, Object-based classification with rotation forest ensemble learning algorithm using very-high-resolution WorldView-2 image, Remote Sensing Letters, 6(11), 834-843 (2015). 22. I. Colkesen, T. Kavzoglu, The Use of Logistic Model Tree (LMT) for Pixel- and Object-Based Classifications Using High Resolution WorldView-2 Imagery. Geocarto International. doi: 10.1080/10106049.2015.1128486 [In Press] Other journal articles: 1. T. Kavzoglu and M.H. Saka, Reply to the comments of RN Celik and HS Kutuoglu on Kavzoglu and Saka (2005) Modelling Local GPS/Levelling Geoid Undulations Using Artificial Neural Networks, Journal of Geodesy, 82(3), 179-180 (2008). 2. Sahin, E.K., Ipbuker, C. and Kavzoglu, T. A Comparison of Feature and Expertbased Weighting Algorithms in Landslide Susceptibility Mapping, Procedia Earth and Planetary Science, World Multidisciplinary Earth Sciences Symposium (WMESS 2015) 15, 462-467 (2015). 7
B. Articles presented in international conferences/symposiums : 1. T. Kavzoglu and C.A.O. Vieira, An Analysis of Artificial Neural Network Pruning Algorithms in Relation to Land Cover Classification Accuracy. Proceedings of the Remote Sensing Society Student Conference, 23 April, Oxford, UK, 53-58 (1998). 2. C.A.O. Vieira and T. Kavzoglu, Using Multitemporal, Multispectral and Multisource Remotely Sensed Data to Classify Crops: An Innovative Approximation. Proceedings of the Remote Sensing Society Student Conference, Oxford, UK, 47-52 (1998). 3. T. Kavzoglu and P.M. Mather, Assessing Artificial Neural Network Pruning Algorithms. Proceedings of the 24th Annual Conference and Exhibition of the Remote Sensing Society, 9-11 September, Greenwich, UK, 603-609 (1998). 4. T. Kavzoglu, Determining Optimum Structure for Artificial Neural Networks. Proceedings of the 25th Annual Technical Conference and Exhibition of the Remote Sensing Society (Earth Observation: From Data to Information), 8-10 September, Cardiff, UK, 675-682 (1999). 5. T. Kavzoglu, J. Jaafar and P.M. Mather, Extraction of Field Boundary Information from Classified Satellite Images. Proceedings of GIS Research UK (GISRUK'2000), 5-7 April, York, UK, 156-160 (2000). 6. T. Kavzoglu and P.M. Mather, Using Feature Selection Techniques to Produce Smaller Neural Networks with Better Generalisation Capabilities. Proceedings of the IEEE 2000 International Geoscience and Remote Sensing Symposium (IGARSS'2000), 24-28 July, Hawaii, USA, VII, 3069-3071 (2000). 7. T. Kavzoglu and P.M. Mather, The Use of Feature Selection Techniques in the Context of Artificial Neural Networks. Proceedings of the 26th Annual Conference of the Remote Sensing Society (CD-ROM), 12-14 September, Leicester, UK (2000). 8. T. Kavzoglu and P.M. Mather, Effective Use of Artificial Neural Networks for Remotely Sensed Image Classification. Proceedings of the First Annual Meeting of the Remote Sensing and Photogrammetry Society, 12-14 September, London, UK, 92-98 (2001). 9. H. Gómez, T. Kavzoglu and P.M. Mather, Artificial Neural Network Application in Landslide Hazard Zonation in the Venezuelan Andes. Proceedings of the Fifth International Conference on Geomorphology, 23-28 August, Tokyo, Japan (2001). 10. I. Baz, T. Kavzoglu and A. Geymen, User-Friendly Interface Development for Urban Information Systems Used in Local Governments. Proceedings of the International Symposium on Geographical Information Systems (CD-ROM), 23-26 September, İstanbul (2002). 11. I. Baz, T. Kavzoglu and R. Ermisoglu, Designing An Urban Information System for Monitoring Real Estate and Environment Cleaning Taxes in Municipalities. Proceedings of 8
the International Symposium on Geographical Information Systems (CD-ROM), 23-26 September, İstanbul (2002). 12. M. Çetin, T. Kavzoglu and N. Musaoğlu, Classification of Multi-Spectral, Multi- Temporal and Multi-Sensor Images Using Principle Component Analysis and Artificial Neural Networks: Beykoz Case, 12-23 July, ISPRS 2004, İstanbul (2004). 13. T. Kavzoglu and M. B. Dinibutun, Detecting Hydrocarbon Leakages Using Remotely Sensed Images, Proceedings of the International Symposium and Exhibition on Geoinformation 2006 (ISG 06), 19-21 September, Kuala Lumpur, Malaysia (2006). 14. T. Kavzoglu, The Use of Artificial Neural Networks for Remote Sensing, International Workshop on Neural Network 2008 The Neural Paradigm: Past, Present and Future, 22-24 May, Vietri sul Mare, Italy (2008) [Invited Lecture]. 15. T. Kavzoglu and F. Karsli, Calibration of a digital single lens reflex (SLR) camera using artificial neural networks, ISPRS 2008, 3-11 July, Beijing, China, (2008). 16. T. Kavzoglu, and I. Colkesen, "The Effects of Training Set Size for the Performance of Support Vector Machines and Decision Trees", 10th International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Sciences from 10th to 13th July 2012, Florianópolis, SC, Brazil. pp.127-132 (2012). 17. M. Yildiz, E.K. Sahin, I. Colkesen and T. Kavzoglu, "An Assessment of the Effectiveness of Segmentation Methods on Classification Performance", 10th International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Sciences from 10th to 13th July 2012, Florianópolis, SC, Brazil. pp.133-138 (2012). 18. T. Kavzoglu, and M. Yıldız, "Parameter-Based Performance Analysis of Object- Based Image Analysis Using Aerial and Quikbird-2 Images", ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume II-7, 2014, pp.31-37, doi:10.5194/isprsannals-ii-7-31-2014, (2014). 19. S. Kaya, T. Kavzoglu and H. Tonbul, Detection of Burn Area and Severity with MODIS Satellite Images and Spatial Autocorrelation Techniques, AGU Fall Meeting, 15-19 December 2014, San Francisco, CA. (2014). 20. I. Sayim, T. Kavzoglu, and E.K. Sahin, GBAS Availability Analysis for Trabzon Airport Using True Terrain Masking Data, Proceedings of the 7th International Conference on Recent Advances in Space Technologies (RAST 2015): Emerging Private Space. Istanbul, 117-122 (2015). 21. E.K. Sahin, C. Ipbuker, and T. Kavzoglu, A Comparison of Feature and Expertbased Weighting Algorithms in Landslide Susceptibility Mapping, World Multidisciplinary Earth Sciences Symposium 2015 (WMESS 2015), Prague, Czech Republic, 7-11 September, pp.171 (2015). 9
C. International books or book chapters : 1. T. Kavzoglu, J. Jaafar and P.M. Mather, Extraction of Field Boundary Information: Using Satellite Images Classified by Artificial Neural Networks. Innovations in GIS 8: Spatial Information and the Environment, ed. P.J. Halls, (London: Taylor & Francis), Chapter 4, 77-87 (2001). D. Articles in national scientific journals : 1. T. Kavzoğlu and İ. Çölkesen, 2010, Karar Ağaçları İle Uydu Görüntülerinin Sınıflandırılması: Kocaeli Örneği, Electronic Journal of Map Technologies, 2(1), 36-45. 2. T. Kavzoğlu and İ. Çölkesen, 2010, Destek Vektör Makineleri İle Uydu Görüntülerinin Sınıflandırılmasında Kernel Fonksiyonlarının Etkilerinin İncelenmesi, Harita Dergisi, 76(144), 73-82. 3. T. Kavzoglu, E.K. Şahin, and İ. Çölkesen, "Heyelan Duyarlılığının İncelenmesinde Regresyon Ağaçlarının Kullanımı: Trabzon Örneği", Harita Dergisi, 147(3), 21-33, 2012. 4. İ. Çölkesen, T. Yomralıoğlu, and T. Kavzoğlu, 2015, Obje Tabanlı Sınıflandırmada Bölgeleme Esasına Dayalı Ölçek Parametresi Tespiti: WorldView-2 Uydu Görüntüsü Örneği Harita Dergisi, 81(154), 9-18. E. Articles presented in national conferences or symposiums : 1. M. Çetin, İ. Baz, T. Kavzoğlu ve A. Geymen, Çok Zamanlı Uydu Görüntüleri İle Açık Maden Ocaklarındaki Yeryüzü Değişiminin İncelenmesi. 9. Turkish Techncal and Scientific Congress of Surveyors, 31 March-4 April 2003, Ankara, 231-241 (2003). 2. İ.R. Karaş, İ. Baz and T. Kavzoğlu, Konumsal Veri Değişimi ve Çevirici Geliştirme. 9. Turkish Techncal and Scientific Congress of Surveyors, 31 March-4 April 2003, Ankara, 559-567 (2003). 3. İ. Baz, T. Kavzoğlu, S. Aksoy and C. Şahin, BKBS nin Analizi ve TAKBİS Projesini Bekleyen Muhtemel Sorunlar İle Çözüm Önerileri. 9. Turkish Techncal and Scientific Congress of Surveyors, 31 March-4 April 2003, Ankara, 269-280 (2003). 4. T. Kavzoğlu and M. Çetin, Gebze Bölgesindeki Sanayileşmenin Zamansal Gelişiminin Ve Çevresel Etkilerinin Uydu Görüntüleri İle İncelenmesi, 10. Turkish Techncal and Scientific Congress of Surveyors, 28 March-1 April 2005, Ankara, CD-ROM (2005). 10
5. T. Kavzoğlu and E. Yılmaz, Atatürk Havalimanı Bilgi Sistemi, 10. Turkish Techncal and Scientific Congress of Surveyors, 28 March-1 April 2005, Ankara, CD-ROM (2005). 6. Y.E. Şen, T. Kavzoğlu and M. Çetin, Yol Üst Yapısındaki Değişimlerin Uydu Görüntüleriyle Yarı-Otomatik Tespiti, 1st Workshop of Remote Sensing and Geographical Information Systems (UZAL-CBS 06), 27-29 November 2006, Istanbul, CD-ROM (2006). 7. T. Kavzoğlu and A. Arslan, Hazine Arazileri Yönetim Bilgi Sistemi Tasarımı: Çankaya Örneği, Geographical Information Systems Congress, 30 October 02 November 2007, Trabzon, CD-ROM (2007). 8. İ. Çölkesen and T. Kavzoğlu, Destek Vektör Makineleri Kullanarak Arazi Örtüsünün Sınıflandırılması: Gebze Örneği, 2 nd Symposium of Remote Sensing and Geographical Information Systems (UZAL-CBS 08), 13-15 October, Kayseri, 36-46 (2008). 9. İ. Çölkesen and T. Kavzoğlu, İyileştirilmiş Karar Ağaçları İle Uydu Görüntülerinin Sınıflandırılması, 12. Turkish Techncal and Scientific Congress of Surveyors, 11-15 May 2009, Ankara, CD-ROM (2009). 10. Y. Candemir and T. Kavzoğlu, İstanbul GOAD Haritalarının Bilgi Sistemine Aktarılması ve Değişim Analizi, 12. Turkish Techncal and Scientific Congress of Surveyors, 11-15 May 2009, Ankara, CD-ROM (2009). 11. İ. Çölkesen and T. Kavzoğlu, Farklı Boyutta Eğitim Örnekleri İçin Destek Vektör Makinelerinin Sınıflandırma Performansının Analizi", 3. Symposium of Remote Sensing and Geographical Information Systems, (UZALCBS'2010), 11-13 October 2010, Gebze. 161-170 (2010). 12. T. Kavzoğlu and İ. Çölkesen, Yapay Bağışıklık Tabanlı sınıflandırma Yöntemiyle Uzaktan Algılanmış Görüntülerin Sınıflandırılması", 3 rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 447-454 (2010). 13. T. Kavzoğlu, E.K. Şahin and İ. Çölkesen, CBS Tabanlı Çok Kriterli Karar Analizi Yöntemiyle Heyelan Duyarlılık Haritasının Üretilmesi: Trabzon İli Örneği", 3 rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 486-495 (2010). 14. Y.Z. Demirci and T. Kavzoğlu, Kocaeli Turizm Bilgi Sisteminin Tasarlanması, 3 rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 291-296 (2010). 15. N. Mermer, T. Kavzoğlu, İstanbul Turistik Bilgi Sisteminin Tasarlanması, 3 rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 312-321 (2010). 16. B. Ekinci, T. Kavzoğlu, Beykoz İlçesi Kent Bilgi Sistemi, 3rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 637-643 (2010). 11
17. H.S. Çevik, T. Kavzoğlu, Zonguldak İlinin Çevre Kalitesi Analizine Yönelik Bilgi Sistemi Tasarımı, 3 rd Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2010), 11-13 October 2010, Gebze. 662-671 (2010). 18. Şahin, E.K., Kavzoglu,T., "CBS Tabanlı Çok Kriterli Karar Analizi ile Heyelanlardan Etkilenecek Yol Güzergahlarının Tespiti", VI. Turkish National Symposium of Photogrammetry and Remote Sensing (TUFUAB VI), 23 26 February 2011, Antalya. 19. Kavzoğlu, T. and Çölkesen, İ., Örnek Tabanlı K-Star Algoritması İle Uzaktan Algılanmış Görüntülerin Sınıflandırılması", VI. Turkish National Symposium of Photogrammetry and Remote Sensing (TUFUAB VI), 23 26 February 2011, Antalya. 20. Kavzoğlu, T. and Çölkesen, İ., Uzaktan Algılama Teknolojileri ve Uygulama Alanları, Workshop of Sustainable Land Management in Turkey, 26-27 May 2011, Okan University, Istanbul. 21. Kavzoğlu, T., Çölkesen, İ. and Şahin, E.K., Heyelan Duyarlılık Haritasının Üretilmesinde Kullanılan Faktörlerin Etkilerinin Araştırılması: Düzköy Örneği", 4. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2012), 16-19 October 2012, Zonguldak. 22. Kavzoğlu, T., Şahin, E.K., Bulut Bilişim Teknolojisi ve Bulut CBS Uygulamaları", 4. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2012), 16-19 October 2012, Zonguldak. 23. Kavzoğlu, T., Yıldız, M., Nesne Tabanlı Sınıflandırma Tekniği İle Arazi Örtüsünün Belirlenmesi: QuickBird ve Landsat Örneği, 4. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2012), 16-19 October 2012, Zonguldak. 24. Kavzoglu,T., Çölkesen, İ. and Şahin, E.K., Multıspektral Uydu Görüntüleri için En Uygun Bant Seçiminin Sınıflandırma Doğruluğuna Etkilerinin İncelenmesi", VII. Turkish National Symposium of Photogrammetry and Remote Sensing (TUFUAB VII), 23 25 May 2013, Trabzon. 25. Kavzoğlu, T. and Çölkesen, İ., Arazi Örtüsü Haritalarının Üretilmesinde Yeryüzü Özelliklerinin Sınıflandırma Doğruluğuna Etkilerinin İncelenmesi: Trabzon Örneği", VII. Turkish National Symposium of Photogrammetry and Remote Sensing (TUFUAB VII), 23 25 May 2013, Trabzon. 26. Kavzoğlu, T. Advances in Pattern Recognition Nature to Science, Invited Speech, VII. Turkish National Symposium of Photogrammetry and Remote Sensing (TUFUAB VII), 23 25 May 2013, Trabzon. 27. İ. Çölkesen, T. Yomralıoğlu and T. Kavzoğlu, Rotasyon Orman Algoritması İle Yüksek Çözünürlüklü Multispektral Uydu Görüntülerinin Sınıflandırılması, 5. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2014), 14-17 October 2014, İstanbul. 12
28. T. Kavzoğlu, E.K. Şahin and İ. Çölkesen, Heyelan Duyarlılık Analizinde Ki-Kare Testine Dayalı Faktör Seçimi, 5. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2014), 14-17 October 2014, İstanbul. 29. T. Kavzoğlu, Ş. Kaya and H. Tonbul, Mekânsal Otokorelasyon Teknikleri Kullanılarak MODIS Uydu Görüntüleri Üzerinden Yanmış Alan ve Yanma Şiddetinin Belirlenmesi, 5. Symposium of Remote Sensing and Geographical Information Systems (UZALCBS'2014), 14-17 October 2014, İstanbul. 30. Kavzoğlu, T.,and Merve Y. Segmentasyonda Optimum Ölçek Parametresi Tespitinde Konumsal Otokorelasyon ve Varyansın Etkisinin Analizi", Türkiye Ulusal Fotogrametri ve Uzaktan Algılama Birliği VIII. Sempozyumu (TUFUAB2015), 21 23 Mayıs 2015, Konya, 263-269. 31. Çölkesen, İ.,Kavzoğlu, T.,and Yomralıoğlu, T., Uzaktan Algılanmış Görüntülerde Optimum Bantların Seçiminde Destek Vektör Makinelerinin Kullanımı", Türkiye Ulusal Fotogrametri ve Uzaktan Algılama Birliği VIII. Sempozyumu (TUFUAB2015), 21 23 Mayıs 2015, Konya. 337-343. 32. Kavzoğlu, T., Çölkesen, İ., and Şahin, E.K., Makine Öğrenme Algoritmalarının Obje Tabanlı Görüntü Sınıflandırmasındaki Etkinliğinin Araştırılması", Türkiye Ulusal Fotogrametri ve Uzaktan Algılama Birliği VIII. Sempozyumu (TUFUAB2015), 21 23 Mayıs 2015, Konya 344-349. 13