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Refereed Journal Papers

  1. Kerem Tuncel and Mustafa Gokce Baydogan, "Autoregressive Forests for Multivariate Time Series Modeling", Pattern Recognition, accepted for publication, 2017. (supporting page and codes)

  2. Mustafa Gokce Baydogan and George Runger, "Time series representation and similarity based on local autopatterns", Data Mining and Knowledge Discovery, vol. 30, no.2, pp.476-509, 2016.  (link) (supporting page)  (codes)

  3. Na Zou, Yun Zhu, Ji Zhu, Mustafa Gokce Baydogan, Wei Wang, Jing Li "A transfer learning approach for predictive modeling of degenerate biological systems.", Technometrics, vol. 57, no. 3, pp.362-373, 2015 (link).

  4. Na Zou, Gael Chetelat, Mustafa Gokce Baydogan, Jing Li, Florian Fischer, Dmitry Titov, Juergen Dukart, Andreas Fellgiebel, Mathias Schreckenberger, Igor Yakushev, "Metabolic connectivity as index of verbal working memory", Journal of Cerebral Blood Flow and Metabolism, vol.35, no.7, pp.1122-1126, Mar. 2015. (link)

  5. Mustafa Gokce Baydogan and George Runger, "Learning a Symbolic Representation for Multivariate Time Series Classification", Data Mining and Knowledge Discovery, vol.29, no.2, pp.400-422, Mar. 2015 (link) (supporting page) (codes)

  6. Houtao Deng, Mustafa Gokce Baydogan, George Runger, "SMT: Sparse Multivariate Tree", Statistical Analysis and Data Mining, vol.7, no.1, pp.53-69, Feb. 2014. (link) (supporting page) (codes are available on the supporting page)

  7. Mustafa Gokce Baydogan, George Runger, Eugene Tuv, "A Bag-of-Features Framework to Classify Time Series," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.35, no.11, pp.2796-2802, Nov. 2013 (link) (supporting page) (codes)

  8. Nong Ye, Stephen S. Yau, Dazhi Huang, Mustafa Baydogan,  Billibaldo M. Aranda, Auttawut Roontiva, Patrick Hurley, "Models of dynamic relations among service activities, system state and service quality on computer and network systems,"  Information, Knowledge, Systems Management, vol. 9, no.2, pp. 99-116, 2010 (link)

  9. Stephen S. Yau, Nong Ye, Hessam S. Sarjoughian, Dazhi Huang, Auttawut Roontiva, Mustafa Gokce Baydogan, Mohammed A. Muqsith, "Toward Development of Adaptive Service-Based Software Systems," IEEE Transactions on Services Computing, vol. 2, no. 3, pp. 247-260, 2009. (link)


Book Chapters

  1. Javier Gonzalez-Sanchez, Mustafa Baydogan, Maria Elena Chavez-Echeagaray, Robert K. Atkinson and Winslow Burleson, Chapter 11 - Affect Measurement: A Roadmap Through Approaches, Technologies, and Data Analysis, In Emotions and Affect in Human Factors and Human-Computer Interaction, San Diego, 2017, Pages 255-288, 2017. (link)

Submitted  / Under Revision Papers

  1. Emel Şeyma Küçükaşcı and Mustafa Gokce Baydogan, "Encoding Strategies for Bag Representation in Multiple Instance Learning Problems," submitted to Pattern Recognition,  on June 1st, 2016. (supporting page and codes)

  2. Mustafa Gokce Baydogan and George Runger, "Supervised Time Series Pattern Discovery through Local Importance," to Knowledge and Information Systems (submitted, October 8th, 2012, received major revision on September 22nd 2013 - submitted revisions on December 21st, 2013) (supporting page) (codes) - Received 2 major revisions over 3 years (long review times) and not considering submission for now.

Refereed Conference & Workshop Papers

  1. Altay, T. and Baydogan, M. G., 2017, "A scale-space theory and bag-of-features based time series classification method", 25th IEEE Signal Processing and Communications Applications Conference (SIU).

  2. Balkan, S., Baydogan, M. G., Sanjay, A. V., 2015, "Adaptive Advertisement Recommender Systems for Digital Signage", 2015 Americas Conference on Information Systems (AMCIS), accepted.

  3. Gonzalez-Sanchez, J., Chavez-Echeagaray, M. E., Lin, L., Baydogan, M., Christopherson, R., Gibson, D., and Atkinson, R. K., 2013. "Affect Recognition in Learning Scenarios: Matching BCI-based Values and Face-Based Values," 13th IEEE International Conference on Advanced Learning Technologies, Beijing, China. (link)

  4. N. Ye, S. S. Yau, D. Huang, M. Baydogan, B. Aranda, A. Roontiva, and P. Hurley, “Cause-effect dynamics of computer and network systems for QoS,” The Proceedings of the 2010 Industrial Engineering Research Conference, 2010. (link)

Papers in Local Journals

  1. Baydoğan M.G.,  Akıllıoğlu H., Halıcı A., Canbaz D., Bolatlı Y., “Design of an Internal Milk Run Distribution System for a Diesel Injector Manufacturer”, Endüstri Mühendisliği Dergisi, 17 (3), 2-15, 2006. (link)


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