PublicationsPublications

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PhD Thesis

Human Activity Recognition with Wireless Sensor Networks Using Machine Learning here

Peer Reviewed Journals (SCIE Indexed)
  1. Hande Alemdar and Cem Ersoy. “Multi-resident Activity Tracking and Recognition in Smart Environments”. In: Journal of Ambient Intelligence and Humanized Computing (Dec. 2017), pp. 1–17. issn: 1868-5137. doi: 10.1007/s12652-016- 0440-x. url
  2. Adrien Prost-Boucle, Frederic Petrot, Vincent Leroy, and Hande Alemdar. “Efficient and versatile FPGA acceleration of support counting for stream mining of sequences and frequent itemsets”. In: ACM Transactions on Reconfigurable Technology and Systems (Accepted Dec 2016).
  3. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Active Learning with Uncertainty Sampling for Large Scale Activity Recognition in Smart Homes”. In: The Journal of Ambient Intelligence and Smart Environments, vol. 9, no. 2, pp. 209-223, 2017. DOI: 10.3233/AIS-170427. url preprint
  4. H. Alemdar, C. Tunca and C. Ersoy, Daily Life Behaviour Monitoring for Health Assessment using Machine Learning: Bridging the gap between domains, Springer Pervasive and Ubiquitous Computing Journal,Volume 19 Issue 2, February 2015, Pages 303-315. doi:10.1007/s00779-014-0823-y. url
  5.  C. Tunca, H. Alemdar, H. Ertan, O. D. Incel and C. Ersoy, Multimodal Wireless Sensor Network Based Ambient Assisted Living in Real Homes with Multiple Residents, Sensors 2014, 14(6), 9692-9719. doi:10.3390/s140609692. url
  6. Hande Alemdar, Yunus Durmus, and Cem Ersoy, Wireless Healthcare Monitoring with RFID-Enhanced Video Sensor Networks, International Journal of Distributed Sensor Networks, vol. 2010, Article ID 473037, 10 pages, 2010. doi:10.1155/2010/473037. url
  7.  Hande Alemdar, Cem Ersoy, Wireless sensor networks for healthcare: A survey, Computer Networks, Volume 54, Issue 15, 28 October 2010, Pages 2688-2710, ISSN 1389-1286, DOI: 10.1016/j.comnet.2010.05.003. url
Peer Reviewed International Conferences
  1. Hande Alemdar, Vincent Leroy, Adrien Prost-Boucle, and Frederic Petrot. “Ternary Neural Networks for Resource- Efficient AI Applications”. In: International Joint Conference on Neural Networks (IJCNN). 2017. url
  2. Hande Alemdar, T.L.M van Kasteren, M E Niessen, A Merentitis, and Cem Ersoy. “A Unified Model for Human Behavior Modeling using a Hierarchy with a Variable Number of States”. In: IEEE International Conference on Pattern Recognition (ICPR 2014). Stockholm, Sweden, Aug. 2014. url preprint
  3. Hande Alemdar. “Multi-Resident Human Behaviour Identification in Ambient Assisted Living Environments”. In: 16th ACM International Conference on Multimodal Interaction (ICMI 2014). Istanbul, Turkey, Nov. 2014.
  4. Hande Alemdar, Halil Ertan, Ozlem Durmaz Incel, and Cem Ersoy. “ARAS Human Activity Datasets in Multiple Homes with Multiple Residents”. In: 7th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth 2013). Venice, Italy, May 2013.
  5. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Using Active Learning to Allow Activity Recognition on a Large Scale”. In: International Joint Conference on Ambient Intelligence (AmI 11). Amsterdam, Netherlands, Nov. 2011.
  6. Hande Alemdar and Cem Ersoy. “WeCare: Wireless Enhanced Healthcare”. English. In: XII Mediterranean Conference on Medical and Biological Engineering and Computing 2010. Ed. by PanagiotisD. Bamidis and Nicolas Pallikarakis. Vol. 29. IFMBE Proceedings. Springer Berlin Heidelberg, 2010, pp. 855–858. isbn: 978-3-642-13038-0. doi: 10.1007/ 978-3-642-13039-7_216. url

Peer Reviewed International Workshops, Posters

  1. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “Designing A Wireless Sensing System for Continuous Behavior and Health Monitoring”. In: 6th International Workshop on Ubiquitous Health and Wellness (UbiHealth 2012). Newcastle, UK, June 2012.
  2. T.L.M van Kasteren, Hande Alemdar, and Cem Ersoy. “Effective Performance Metrics for Evaluating Activity Recognition Methods”. In: Second Workshop on Context-Systems Design, Evaluation and Optimisation (CoSDEO 2011). 2011.
  3. G. R. Yavuz, M. E. Kocak, G. Ergun, Hande Alemdar, H. Yalcin, Ozlem Durmaz Incel, and Cem Ersoy. “A Smartphone Based Fall Detector with Online Location Support”. In: First International Workshop on Sensing for App Phones (PhoneSense’10). Zurich, Switzerland, Nov. 2010. url
  4. Hande Alemdar, Gökhan Remzi Yavuz, Mustafa Ozan Özen, Yunus Emre Kara, Özlem Durmaz Incel, Lale Akarun, and Cem Ersoy. “Multi-modal Fall Detection Within the WeCare Framework”. In: Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks. IPSN ’10. Stockholm, Sweden: ACM, 2010, pp. 436–437. isbn: 978-1-60558-988-6. doi: 10.1145/1791212.1791293. url

Peer Reviewed National Conferences

  1. Ali Yavuz Kahveci, Hande Alemdar, and Cem Ersoy. “Sleep Quality Monitoring with Ambient and Mobile Sensing”. In: 23th Signal Processing and Communications Applications Conference (SIU 2015). May 2015, pp. 507–510. doi: 10.1109/SIU.2015.7129871.
  2. Nezihe Pehlivan, Hande Alemdar, Can Tunca, and Cem Ersoy. “Human Activity Recognition and Interpretation in Smart Home: An Annotation and Data Visualization Tool”. In: Akademik Bilisim. AB ’15. Eskisehir, Turkey, 2015.
  3. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “Ambient Intelligence and Sensing Supported Smart House”. In: Akademik Bilisim. Antalya, Jan. 2013.
  4. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “A smart couch design for improving the quality of life of the patients with cognitive diseases”. In: 20th Signal Processing and Communications Applications Conference (SIU 2012). Mugla, Turkey, Apr. 2012, pp. 1–4. doi: 10.1109/SIU.2012.6204845.
  5. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Activity Recognition with Hidden Markov Models Using Active Learning”. In: IEEE 19th Signal Processing and Communications Applications Conference (SIU 2011). Antalya, Turkey, Apr. 2011.
  6. Hande Alemdar, G. R. Yavuz, M. O. Ozen, Y. E. Kara, Ozlem Durmaz Incel, Lale Akarun, and Cem Ersoy. “A Robust Multimodal Fall Detection Method for Ambient Assisted Living Applications”. In: IEEE 18th Signal Processing and Communications Applications Conference (SIU 2010). Diyarbakir, Turkey, Apr. 2010.
  7. Hande Alemdar and Cem Ersoy. “Using Wireless Sensor Network Technologies for Elder and Child Care: An Application Architecture Proposal”. In: IEEE 17th Signal Processing and Communications Applications Conference (SIU 2009). Antalya, Turkey, Apr. 2009.

[:en]

PhD Thesis

Human Activity Recognition with Wireless Sensor Networks Using Machine Learning here

Peer Reviewed Journals (SCIE Indexed)
  1. Hande Alemdar and Cem Ersoy. “Multi-resident Activity Tracking and Recognition in Smart Environments”. In: Journal of Ambient Intelligence and Humanized Computing (Dec. 2017), pp. 1–17. issn: 1868-5137. doi: 10.1007/s12652-016- 0440-x. url
  2. Adrien Prost-Boucle, Frederic Petrot, Vincent Leroy, and Hande Alemdar. “Efficient and versatile FPGA acceleration of support counting for stream mining of sequences and frequent itemsets”. In: ACM Transactions on Reconfigurable Technology and Systems (Accepted Dec 2016).
  3. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Active Learning with Uncertainty Sampling for Large Scale Activity Recognition in Smart Homes”. In: The Journal of Ambient Intelligence and Smart Environments, vol. 9, no. 2, pp. 209-223, 2017. DOI: 10.3233/AIS-170427. url preprint
  4. H. Alemdar, C. Tunca and C. Ersoy, Daily Life Behaviour Monitoring for Health Assessment using Machine Learning: Bridging the gap between domains, Springer Pervasive and Ubiquitous Computing Journal,Volume 19 Issue 2, February 2015, Pages 303-315. doi:10.1007/s00779-014-0823-y. url
  5.  C. Tunca, H. Alemdar, H. Ertan, O. D. Incel and C. Ersoy, Multimodal Wireless Sensor Network Based Ambient Assisted Living in Real Homes with Multiple Residents, Sensors 2014, 14(6), 9692-9719. doi:10.3390/s140609692. url
  6. Hande Alemdar, Yunus Durmus, and Cem Ersoy, Wireless Healthcare Monitoring with RFID-Enhanced Video Sensor Networks, International Journal of Distributed Sensor Networks, vol. 2010, Article ID 473037, 10 pages, 2010. doi:10.1155/2010/473037. url
  7.  Hande Alemdar, Cem Ersoy, Wireless sensor networks for healthcare: A survey, Computer Networks, Volume 54, Issue 15, 28 October 2010, Pages 2688-2710, ISSN 1389-1286, DOI: 10.1016/j.comnet.2010.05.003. url
Peer Reviewed International Conferences
  1. Hande Alemdar, Vincent Leroy, Adrien Prost-Boucle, and Frederic Petrot. “Ternary Neural Networks for Resource- Efficient AI Applications”. In: International Joint Conference on Neural Networks (IJCNN). 2017. url
  2. Hande Alemdar, T.L.M van Kasteren, M E Niessen, A Merentitis, and Cem Ersoy. “A Unified Model for Human Behavior Modeling using a Hierarchy with a Variable Number of States”. In: IEEE International Conference on Pattern Recognition (ICPR 2014). Stockholm, Sweden, Aug. 2014. url preprint
  3. Hande Alemdar. “Multi-Resident Human Behaviour Identification in Ambient Assisted Living Environments”. In: 16th ACM International Conference on Multimodal Interaction (ICMI 2014). Istanbul, Turkey, Nov. 2014.
  4. Hande Alemdar, Halil Ertan, Ozlem Durmaz Incel, and Cem Ersoy. “ARAS Human Activity Datasets in Multiple Homes with Multiple Residents”. In: 7th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth 2013). Venice, Italy, May 2013.
  5. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Using Active Learning to Allow Activity Recognition on a Large Scale”. In: International Joint Conference on Ambient Intelligence (AmI 11). Amsterdam, Netherlands, Nov. 2011.
  6. Hande Alemdar and Cem Ersoy. “WeCare: Wireless Enhanced Healthcare”. English. In: XII Mediterranean Conference on Medical and Biological Engineering and Computing 2010. Ed. by PanagiotisD. Bamidis and Nicolas Pallikarakis. Vol. 29. IFMBE Proceedings. Springer Berlin Heidelberg, 2010, pp. 855–858. isbn: 978-3-642-13038-0. doi: 10.1007/ 978-3-642-13039-7_216. url

Peer Reviewed International Workshops, Posters

  1. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “Designing A Wireless Sensing System for Continuous Behavior and Health Monitoring”. In: 6th International Workshop on Ubiquitous Health and Wellness (UbiHealth 2012). Newcastle, UK, June 2012.
  2. T.L.M van Kasteren, Hande Alemdar, and Cem Ersoy. “Effective Performance Metrics for Evaluating Activity Recognition Methods”. In: Second Workshop on Context-Systems Design, Evaluation and Optimisation (CoSDEO 2011). 2011.
  3. G. R. Yavuz, M. E. Kocak, G. Ergun, Hande Alemdar, H. Yalcin, Ozlem Durmaz Incel, and Cem Ersoy. “A Smartphone Based Fall Detector with Online Location Support”. In: First International Workshop on Sensing for App Phones (PhoneSense’10). Zurich, Switzerland, Nov. 2010. url
  4. Hande Alemdar, Gökhan Remzi Yavuz, Mustafa Ozan Özen, Yunus Emre Kara, Özlem Durmaz Incel, Lale Akarun, and Cem Ersoy. “Multi-modal Fall Detection Within the WeCare Framework”. In: Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks. IPSN ’10. Stockholm, Sweden: ACM, 2010, pp. 436–437. isbn: 978-1-60558-988-6. doi: 10.1145/1791212.1791293. url

Peer Reviewed National Conferences

  1. Ali Yavuz Kahveci, Hande Alemdar, and Cem Ersoy. “Sleep Quality Monitoring with Ambient and Mobile Sensing”. In: 23th Signal Processing and Communications Applications Conference (SIU 2015). May 2015, pp. 507–510. doi: 10.1109/SIU.2015.7129871.
  2. Nezihe Pehlivan, Hande Alemdar, Can Tunca, and Cem Ersoy. “Human Activity Recognition and Interpretation in Smart Home: An Annotation and Data Visualization Tool”. In: Akademik Bilisim. AB ’15. Eskisehir, Turkey, 2015.
  3. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “Ambient Intelligence and Sensing Supported Smart House”. In: Akademik Bilisim. Antalya, Jan. 2013.
  4. Halil Ertan, Hande Alemdar, Ozlem Durmaz Incel, and Cem Ersoy. “A smart couch design for improving the quality of life of the patients with cognitive diseases”. In: 20th Signal Processing and Communications Applications Conference (SIU 2012). Mugla, Turkey, Apr. 2012, pp. 1–4. doi: 10.1109/SIU.2012.6204845.
  5. Hande Alemdar, T.L.M van Kasteren, and Cem Ersoy. “Activity Recognition with Hidden Markov Models Using Active Learning”. In: IEEE 19th Signal Processing and Communications Applications Conference (SIU 2011). Antalya, Turkey, Apr. 2011.
  6. Hande Alemdar, G. R. Yavuz, M. O. Ozen, Y. E. Kara, Ozlem Durmaz Incel, Lale Akarun, and Cem Ersoy. “A Robust Multimodal Fall Detection Method for Ambient Assisted Living Applications”. In: IEEE 18th Signal Processing and Communications Applications Conference (SIU 2010). Diyarbakir, Turkey, Apr. 2010.
  7. Hande Alemdar and Cem Ersoy. “Using Wireless Sensor Network Technologies for Elder and Child Care: An Application Architecture Proposal”. In: IEEE 17th Signal Processing and Communications Applications Conference (SIU 2009). Antalya, Turkey, Apr. 2009.

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