SIMTech 20th Anniversary Seminar Series
Invited Research Lecture on Analytical Benchmarking Meets Data Mining: The SmartDEA Framework, SmartDEA Software, and Case Studies for Industry
Guest Speaker: Dr Gürdal Ertek, Visiting Scientist at SIMTech & Assistant Professor at Sabancı University, Istanbul, Turkey
Benchmarking is a fundamental activity performed by every company, institution, country, and individual. Analytical benchmarking refers to the application of mathematics and computation based methods for benchmarking a group of entities. The literature on benchmarking mainly focuses on the benchmarking methodologies, rather than the post-analysis of the benchmarking results. However, there can be significant insights and competitive advantage that can be gained from the detailed analysis of the results data.
Data mining is the growing field of computer science that aims at discovering the hidden patterns and coming up with actionable insights. The overwhelming majority of data mining literature focuses on developing more efficient and effective computational algorithms. However, the main goal and motivation of the field of data mining, the quest for practical actionable knowledge, seems to be forgotton in most of these algorithmic studies.
This seminar will present the SmartDEA Solver framework for integrating analytical benchmarking with data mining. Specifically, we consider the results of Data Envelopment Analysis (DEA), and describe how these results should be structured so that they can be mined easily with readily-available data mining tools and methods.
We also present the SmartDEA software that implements the SmartDEA methodology, and present three case study applications, in the automotive, wind energy, and apparel retail industries.
Participants of the seminar will be entitled to a free licensed copy of the commercial SmartDEA software ($1000 retail value).
About the Speaker
Dr Gürdal Ertek, currently a visiting scientist at SIMTech, is an Assistant Professor at Sabancı University, Istanbul, Turkey. He received his B.S. from Industrial Engineering Department of Boğaziçi University, Istanbul, Turkey, in 1994, and his Ph.D. from School of Industrial and Systems Engineering at Georgia Institute of Technology, Atlanta, GA, in 2001. He has been awarded with Boğaziçi University Alumni Scholarship, Hacı Ömer Sabancı Scholarship, and Fulbright Scholarship throughout his education. His research areas include knowledge-based systems, warehousing and material handling, and data visualization and mining. He has research collaborations with institutions including WMG at University of Warwick and A*STAR of Singapore.
Dr Ertek has taught more than 1500 students in lecture-styled courses and has supervised more than 500 students in project courses, such as PROJ 102 (Project Course) and ENS 491 (Senior Project). He has also served as a reviewer for 50+ R&D projects submitted to TÜBİTAK (Turkish National Science Foundation).
3:30pm Presentation, Q&A
Who Should Attend
Scientists, engineers, academic staff members and students, R&D managers, industry professionals.
This seminar is free of charge. Seats are available on first-come, first-served basis. To reserve a place, please register online.
For technical enquiries, please contact Dr Allan Zhang Nengsheng, Email: nzhang@SIMTech.a-star.edu.sg; Tel:67938 303
For general enquiries: Alice Koh, Email: firstname.lastname@example.org; Tel: 6793 8249