XVIth INTERNATIONAL SYMPOSIUM ON ECONOMETRICS, OPERATIONS RESEARCH AND STATISTICS MAY 07 12, 2015 TRAKYA UNIVERSITY DEPARTMENT OF ECONOMETRICS

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1 I XVIth INTERNATIONAL SYMPOSIUM ON ECONOMETRICS, OPERATIONS RESEARCH AND STATISTICS MAY 07 12, 2015 TRAKYA UNIVERSITY DEPARTMENT OF ECONOMETRICS ABSTRACTS OF ECONOMETRICS, OPERATIONS RESEARCH AND STATISTICS I

2 III ABSTRACTS BOOK XVI th International Symposium on Econometrics, Operations Research and Statistics 2015 May 07-12, 2015 Trakya Editor Prof. Dr. Reproduction of this publication for educational or other non commercial purposes is authorized without prior permission from the copright holder. Reproduction for resale or other commercial purposes prohibited without prior written permission of the copright holder. III

3 V COMMITTEES Symposium Honorary President Rector - Trakya Organizing Committee Prof. Dr. Berkan Demiral Dean - Faculty of Economic and Administrative Sciences - Trakya President - Econometrics Association Prof. Dr. Nurcan Metin Symposium President - Trakya Trakya Trakya Assis Trakya Trakya V

4 VI Advisory Committee Prof. Dr. Suat Marmara Osmaniye Korkut Ata -Yavuz Assoc. Prof. Dr.Hakan Demirgil Sakarya Akdeniz Prof. Dr. Nurcan Metin Trakya Pamukkale Prof. Dr. Erkan Oktay Cumhuriyet Prof. Dr. Mehmet Tekkoyun Onsekiz Mart Prof. Dr. Uysal Celal Bayar Onsekiz Mart Prof. Dr. Hilmi Zengin Karadeniz Teknik Assoc. Prof. Dr. Mahmut Zortuk VI

5 VII Scientific Committee Marmara Fikri Akdeniz Ankara Marmara Kocaeli Trakya Bilecik N Karadeniz Teknik Aziz Kutlar Sakarya Kenan Lopcu Fatma Lorcu Trakya Ankara Murat Atan Nurcan Metin Trakya Trakya Ercan Baldemir Nuran Bayram Erkan Oktay Mehmet Orhan Fatih TED VII

6 VIII Osmangazi Marmara Ege Tuncay Can Marmara Eb Marmara Anadolu Marmara Hakan Demirgil Mevlana Marmara H. Kemal Sezen Afyon Kocatepe Ankara VIII

7 IX Haluk Erlat Cumhuriyet Abdullah Anadolu Alpay Filiztekin Kocaeli Hacettepe ersity Akdeniz Mustafa Tekin M. Sinan Temurlenk Karadeniz Teknik Marmara Kadir Has IX

8 X Ercan Uygur Ekonomi Kurumu Trakya Murat Murat Akdeniz Adnan Kasman Saadet Kasman Mimar Sinan Rahmi Yamak Karadeniz Teknik Hacettepe Marmara Handan Yolsal Funda Yurdakul Hilmi Zengin Karadeniz Teknik Mahmut Zortuk X

9 532 Classification of Load Type in a Seaport Using Data Mining Method Today's the intense competition in the global market place, businesses should be planned their transportation activities correctly and effective way to survive. Maritime transport compared to other transport options; it has many advantages such as low transport costs, safety, and high transport capacity. Thus, maritime transport becomes the most preferred choice. In maritime transportation; the critical element to a good planning is ports which are land part of the system. Nowadays ports; beyond being areas where loading and unloading of cargo ships has an important function in the dynamic logistics system around the world. Ports are crucial part of an integrated transport system that many different operations carried out. Ports can be considered as a component that should be improved in the logistics services. Due to the start and end points of maritime transport, improvement works carried out in the ports are very important for the development of the system. By increasing competition between port operating companies in maritime transport, the concept as customer satisfaction, productivity, on timely deliver has gained importance. Existing ports should utilize scientific methods and techniques to use their capacity in the optimum level, satisfy customers, and minimize costs. In the study, it is aimed to determine the standard time which creates an entry for planning in order to make on time delivery and correct load flow, in a high-capacity port company located in the Marmara region. For this purpose, the criteria that affect processing time in loading/unloading area of port are determined through observations made as; the cargo type, weather condition, the incoming load status, material properties, container type, loading pattern, pursuit of operation field, the number of helper workers, forklift type and quantity used, auxiliary equipment utilization and loading/unloading container type. Based on the defined criteria, a classification is made for handling time of the loads. In this context, applying data mining algorithms which is used for estimating, classification, 532

10 533 clustering in the literature, relationships between criteria and handling times are determined and the results is analyzed. Keywords: Standard Time, C5 Algorithm, Data Mining, Seaport Bir Liman getirm lama teli bir liman 533

11 534 Determining Effects of Studies for Learning Foreign Language on Level of Foreign Language Using Data Mining With the impact of globalization, to make the exchange of information in all areas with other countries, to express their thoughts, to carry out technological, economic and cultural relations successfully, knowing at least one foreign language beside native language has become unavoidable necessity. Foreign language is one of the most essential factors for obtaining a good job and career development. Therefore, the knowledge of foreign languages in addition to professional knowledge and skills is also extremely important. Today communication is fulfilled through both written and visual media, and also computers/internet networks. This common language of global communication is English. Increasing communication channels rapidly cause to the fact that people working in all sectors, such as businessmen, parliamentarians, administrators demand for learning foreign language especially English in our country. In this study, studies of college students and newly graduates for learning English were examined to determine effect of different way of studies on their levels of English. Considered the criteria that influence the level of English are graduated high school type, under-graduate preparatory study, studying English at the under-graduate, the rate of the English lessons at the university, gender, number of training courses studied in English, experience of living in a foreign 534

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