What is Data Science
Ayrıntılar
Introduction to Data Science and Big Data Use Cases
Speaker - 1 :
Prof.Dr. İ.Burhan TÜRKŞEN (TOBB ETU University, Industrial Engineering)
Subject : Type-1 and Type-2 Fuzzy Systems
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I.B. Türkşen received the B.S. and M.S. degrees in Industrial Engineering and the Ph.D. degree in Systems Management and Operations Research all from the University of Pittsburgh, PA. He joined the Faculty of Applied Science and Engineering at the University of Toronto and became Full Professor in 1983. In 1984-1985 academic year, he was a Visiting Professor at the Middle East Technical University and Osaka Prefecture University. Since 1987, he has been Director of the Knowledge / Intelligence Systems Laboratory. During the 1991-1992 academic year, he was a Visiting Research Professor at LIFE, Laboratory for International Fuzzy Engineering, and the Chair of Fuzzy Theory at Tokyo Institute of Technology. During 1996 academic year, he was Visiting Research Professor at the University of South Florida,USA, and Bilkent University, Ankara, Turkey. Since December 2005, he is appointed as the Head of Department of Industrial Engineering at TOBB Economics and Technology University.
He was and/or is a member of the Editorial Boards of the following publications: Fuzzy Sets and Systems, Approximate Reasoning, Decision Support Systems, Information Sciences, Fuzzy Economic Review, Expert Systems and its Applications, Journal of Advanced Computational Intelligence, Information Technology Management, Transactions on Operational Research, Fuzzy Logic Reports and Letters, Encyclopedia of Computer Science and Technology, Failures and Lessons Learned in Information Technology, Applied Soft Computing. He is the co-editor of NATO-ASI Proceedings on Soft Computing and Computational Intelligence, and Editor of NATO-ASI Proceedings on Computer Integrated Manufacturing as well co-editor of two special issues of Robotics and Autonomus Systems.
He is a Fellow of IFSA and IEEE, and a member of IIE, CSIE, CORS, IFSA, NAFIPS, APEO, APET, TORS, ACM, etc.
He is the founding President of CSIE. He was Vice-President of IIE, General Conference Chairman for IIE International Conference, and for NAFIPS in 1990. He served as Co-Chairman of IFES'91 and Regional Chairman of World Congress on Expert Systems, WCES'91, WCES'94, WCES'96 and WCES'98, Director of NATO-ASI'87 on Computer Integrated Manufacturing and Co-Director of NATO-ASI'96 on Soft Computing and Computational Intelligence. He was General Conference Chairman for Intelligent Manufacturing Systems, IMS '1998, IMS '2001, IMS`2003. He was the President of IFSA during 1997- 2001 and Past President of IFSA, International Fuzzy Systems Association during 2001-2003. Currently, he is the President, CEO and CSO, of IIC, Information Intelligence Corporation.
He received the outstanding paper award from NAFIPS in 1986, "L.A. Zadeh Best Paper Award" from Fuzzy Theory and Technology in 1995, "Science Award" from Middle East Technical University, and an "Honorary Doctorate" from Sakarya University. He is a Foreign Member, Academy of Modern Sciences.
His current research interests centre on the foundations of fuzzy sets and logics, measurement of membership functions with experts, extraction of membership functions with fuzzy clustering and fuzzy system modeling. His contributions include, in particular, Type 2 fuzzy knowledge representation and reasoning, fuzzy truth tables, fuzzy normal forms, T-formalism which is a modified and restricted Dempster's multi-valued mapping, and system modeling applications for intelligent manufacturing and processes, as well as for management decision support and intelligent control.
He has published near 300 papers in scientific journals and conference proceedings.
His book entitled "An Ontological and Epistemological Perspective of Fuzzy Theory" was published by Elsevier, The Netherlands, in January, 2006. (ISBN-10: 0-444-51891-6, ISBN-13: 978-0-444-51891-0)
Area of Research
Knowledge/Intelligence Discovery (http://www.mie.utoronto.ca/labs/kis/)
Theoretical research : Foundations of Fuzzy Logic, Fuzzy Truth Tables, Fuzzy Canonical Forms, Type 2 Knowledge Representation and Inference, Intelligent Systems, Computational Intelligence, Neuro-Fuzzy Integration, Linguistics to Computations, Signs and Semiotic Systems, knowledge/intelligence-data mining, T-formalism, and Belief and Probabilities over Type 2 fuzzy sets.
Applied Research : Development of an integrated knowledge representation and inference for industrial use, fuzzy cluster analysis, unsupervised learning, reinforcement learning, neural networks, supervised learning, neuro-fuzzy modeling, parametric t-norm and t-conorm selection, robotics and industrial process planning and control, production planning and scheduling, consumer preference analysis, client credit worthiness, client segmentation, intelligent manufacturing system development, intelligent pharmacology modeling, intelligent bandwidth allocation on networks and QoS routing for SLA's on the internet.
Information Systems (http://www.mie.utoronto.ca/research/areas.php?spec=17)
Data Mining : Data reduction, learning from data, statistical methods, cluster analysis, decision trees, neural networks, evolutionary computing, fuzzy logic, etc.
Data Modeling : Object oriented and relational data models, development of normal forms, relational calculus and algebra, and data access languages, SQL, QBE, ACCESS, etc.
Distributed Information Systems : Network infrastructures, fragmentation, decomposition and distribution methods, data access languages for distributed systems, transaction management and protocols
Ongoing Research Projects System Analysis, Diagnosis and Prediction
Scheduling of Industrial Processes such as continuous casting in steel plants.Analysis and Diagnosis of Pharmacological data, such as alcohol dependence and lithium retention.De-sulfurization of molten steel.Intelligent Manufacturing System Modeling
Control of Robotic ManipulatorsRobust Robot ControlKnowledge/Intelligence-Data Mining and Systems Modeling for financial data analysis, consumer preference and market share analysis, client credit worthiness, client segmentation "lift" analysis, etc. Image processing and diagnosis and treatment of cancer cellsInformation Technology, internet protocol, bandwidth allocation, routing, QOS provisioning for SLA's, etc.Network Simulations, fuzzy-reinforcement learning, etc.
Speaker - 2 :
Assist.Prof.Dr. Murat ÖZBAYOĞLU (TOBB ETU University Computer Engineering)
Subject : How to do Data Science with Big Data
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Assistant Professor (https://www.linkedin.com/title/assistant-professor?trk=mprofile_title)TOBB ETU (https://www.linkedin.com/company/108432?trk=prof-exp-company-name)
August 2005 – Present (10 years 5 months)
Senior Programmer/Analyst (https://www.linkedin.com/title/senior-programmer%2Fanalyst?trk=mprofile_title)MEMC Electronic Materials Inc. (https://www.linkedin.com/company/16087?trk=prof-exp-company-name)
July 2001 – August 2005 (4 years 2 months)
Worked as a member of the Automation Engineering Group. Responsibilities include project leading, software development, maintaining and reporting for the plantwide data collection and automation systems.
Software Engineer/Consultant (https://www.linkedin.com/title/software-engineer%2Fconsultant?trk=mprofile_title)
Beyond Inc. (https://www.linkedin.com/company/223541?trk=prof-exp-company-name)
August 1997 – July 2001 (4 years)
Worked as an automation consultant and team leader for several sub-projects within the Quality Renewal Data Automation Project (QRDAP) for the MEMC Electronics St.Peters Plant. The emphasis was on developing Silicon Wafer Manufacturing Automation Software for different machinery and departments in addition to GUI Development for the operators and engineers.
Product Development Engineer (https://www.linkedin.com/title/product-development-engineer?trk=mprofile_title)
Beyond Inc. (https://www.linkedin.com/company/223541?trk=prof-exp-company-name)
August 1996 – August 1997 (1 year 1 month)
Design and development (hardware and software) of Silicount (Wafer Counter) which is an automated wafer counting device using opto-electronic circuitry to provide the capability of touchless accurate wafer count in a cassette which is crucial in Silicon Wafer Manufacturing Industry.
Education
University of Missouri-Rolla (https://www.linkedin.com/edu/school?id=18726&trk=prof-edu-school-name)
PhD, Engineering Management (https://www.linkedin.com/edu/fos?id=100447&trk=prof-edu-field_of_study) 1993 – 1996
Worked as a graduate research assistant. Some of the responsibilities included Research and Development in Intelligent Systems Design. Particular emphasis was on machine vision, neural networks, pattern recognition and image processing applications, algorithm development, architecture design, GUI applications with C,C++ on DOS and UNIX platforms, publications and presentations for staff, graduate and undergraduate students, and participating in the conferences.
University of Missouri-Rolla (https://www.linkedin.com/edu/school?id=18726&trk=prof-edu-school-name)
M.Sc., Engineering Management (https://www.linkedin.com/edu/fos?id=100447&trk=prof-edu-field_of_study)
1992 – 1993
Orta Doğu Teknik Üniversitesi / Middle East Technical University (https://www.linkedin.com/edu/school?id=20482&trk=prof-edu-school-name)Electrical Engineering (https://www.linkedin.com/edu/fos?id=100351&trk=prof-edu-field_of_study)
1987 – 1991
Ankara Atatürk Anadolu Lisesi (https://www.linkedin.com/edu/alumni?name=Ankara+Atat%C3%BCrk+Anadolu+Lisesi&trk=prof-edu-school-name)
What is Data Science