Publications

2024

1. Comput. Electr. Eng.

   

   Resource-efficient, sensor-based human activity recognition with lightweight deep models boosted with attention

   Sumeyye Agac and Ozlem Durmaz Incel

   Computers and Electrical Engineering, 2024

   DOI Bib

   @article{agacresource,
     title = {Resource-efficient, sensor-based human activity recognition with lightweight deep models boosted with attention},
     author = {Agac, Sumeyye and Incel, Ozlem Durmaz},
     journal = {Computers and Electrical Engineering},
     volume = {117},
     pages = {109274},
     year = {2024},
     publisher = {Elsevier},
     url = {https://doi.org/10.1016/j.compeleceng.2024.109274},
     doi = {10.1016/j.compeleceng.2024.109274}
   }

2. IE

   

   Boosting the performance of lightweight HAR models with attention and knowledge distillation

   Sumeyye Agac and Ozlem Durmaz Incel

   In 2024 International Conference on Intelligent Environments, 2024

   DOI Bib

   @inproceedings{agacboosting,
     author = {Agac, Sumeyye and Incel, Ozlem Durmaz},
     booktitle = {2024 International Conference on Intelligent Environments},
     title = {Boosting the performance of lightweight HAR models with attention and knowledge distillation},
     year = {2024},
     volume = {},
     number = {},
     pages = {1-8},
     keywords = {Performance evaluation;Degradation;Deep learning;Attention mechanisms;Quantization (signal);Computational modeling;Sensors;attention mechanism;human activity recognition;deep learning;knowledge distillation},
     doi = {10.1109/IE61493.2024.10599908},
     url = {https://doi.org/10.1109/IE61493.2024.10599908},
   }

2023

1. Diagnostics

   

   On the use of a convolutional block attention module in deep learning-based human activity recognition with motion sensors

   Sumeyye Agac and Ozlem Durmaz Incel

   Diagnostics, 2023

   DOI Bib

   @article{agacontheuse,
     title = {On the use of a convolutional block attention module in deep learning-based human activity recognition with motion sensors},
     author = {Agac, Sumeyye and Durmaz Incel, Ozlem},
     journal = {Diagnostics},
     volume = {13},
     number = {11},
     pages = {1861},
     year = {2023},
     publisher = {MDPI},
     url = {https://www.mdpi.com/2075-4418/13/11/1861},
     doi = {10.3390/diagnostics13111861}
   }

2. SN Comput. Sci.

   

   User authentication and identification on smart glasses with motion sensors

   Sumeyye Agac and Ozlem Durmaz Incel

   SN Computer Science, 2023

   DOI Bib

   @article{agacuser,
     title = {User authentication and identification on smart glasses with motion sensors},
     author = {Agac, Sumeyye and Incel, Ozlem Durmaz},
     journal = {SN Computer Science},
     volume = {4},
     number = {6},
     pages = {761},
     year = {2023},
     publisher = {Springer},
     url = {https://doi.org/10.1007/s42979-023-02202-4},
     doi = {10.1007/s42979-023-02202-4}
   }

2022

1. SIU

   

   Effect of social network and mass media on turnout rates in Italy

   Cansu Damla Yilmaz, Safa Nur Altuncu Kaan, Sumeyye Agac, and 1 more author

   In 2022 30th Signal Processing and Communications Applications Conference, 2022

   DOI Bib

   @inproceedings{cansueffect,
     author = {Yilmaz, Cansu Damla and Kaan, Safa Nur Altuncu and Agac, Sumeyye and Gundogdu, Didem},
     booktitle = {2022 30th Signal Processing and Communications Applications Conference},
     title = {Effect of social network and mass media on turnout rates in Italy},
     year = {2022},
     volume = {},
     number = {},
     pages = {1-4},
     keywords = {TV;Social networking (online);Industrial relations;Linear regression;Entertainment industry;Organizations;Media;linear regression;statistics;social network;mass media;Italian politics;turnout rate},
     doi = {10.1109/SIU55565.2022.9864757},
     url = {https://doi.org/10.1109/SIU55565.2022.9864757},
   }

2021

1. Comput. Electr. Eng.

   

   Context-aware and dynamically adaptable activity recognition with smart watches: A case study on smoking

   Sumeyye Agac, Muhammad Shoaib, and Ozlem Durmaz Incel

   Computers and Electrical Engineering, 2021

   DOI Bib

   @article{agaccontext,
     title = {Context-aware and dynamically adaptable activity recognition with smart watches: A case study on smoking},
     author = {Agac, Sumeyye and Shoaib, Muhammad and Incel, Ozlem Durmaz},
     journal = {Computers and Electrical Engineering},
     volume = {90},
     pages = {106949},
     year = {2021},
     publisher = {Elsevier},
     url = {https://doi.org/10.1016/j.compeleceng.2020.106949},
     doi = {10.1016/j.compeleceng.2020.106949}
   }

2. Balkan J. Electr. Comput. Eng.

   

   Evaluation of deep learning odels for smoking recognition with smartwatch and smartphone sensors

   Yasemin Akan, Sumeyye Agac, and Ozlem Durmaz Incel

   Balkan Journal of Electrical and Computer Engineering, 2021

   DOI Bib

   @article{akanevaluation,
     title = {Evaluation of deep learning odels for smoking recognition with smartwatch and smartphone sensors},
     author = {Akan, Yasemin and Agac, Sumeyye and Incel, Ozlem Durmaz},
     journal = {Balkan Journal of Electrical and Computer Engineering},
     volume = {9},
     number = {4},
     pages = {354--364},
     year = {2021},
     publisher = {MUSA YILMAZ},
     doi = {10.17694/bajece.827342},
     url = {https://doi.org/10.17694/bajece.827342},
   }

2020

1. JAISE

   

   Smoking recognition with smartwatch sensors in different postures and impact of user’s height

   Sumeyye Agac, Muhammad Shoaib, and Ozlem Durmaz Incel

   Journal of Ambient Intelligence and Smart Environments, 2020

   DOI Bib

   @article{agacsmoking,
     title = {Smoking recognition with smartwatch sensors in different postures and impact of user’s height},
     author = {Agac, Sumeyye and Shoaib, Muhammad and Durmaz Incel, Ozlem},
     journal = {Journal of Ambient Intelligence and Smart Environments},
     volume = {12},
     number = {3},
     pages = {239--261},
     year = {2020},
     publisher = {SAGE Publications Sage UK: London, England},
     url = {https://doi.org/10.3233/AIS-200558},
     doi = {10.3233/AIS-200558}
   }

2018

1. ICENTE

   

   Fusion of smartphone and smartwatch sensors for smoking recognition

   Sumeyye Agac, Muhammad Shoaib, and Ozlem Incel

   In International Conference on Engineering Technologies, Oct 2018

   Bib

   @inproceedings{agacfusion,
     author = {Agac, Sumeyye and Shoaib, Muhammad and Incel, Ozlem},
     booktitle = {International Conference on Engineering Technologies},
     year = {2018},
     month = oct,
     pages = {},
     title = {Fusion of smartphone and smartwatch sensors for smoking recognition},
   }

2016

1. PECCS

   

   Feature engineering for activity recognition from wrist-worn motion sensor

   Sumeyye Konak, Fulya Turan, Muhammad Shoaib, and 1 more author

   In Proceedings of the 6th International Joint Conference on Pervasive and Embedded Computing and Communication Systems, Lisbon, Portugal, Oct 2016

   DOI Bib

   @inproceedings{konakfeature,
     author = {Konak, Sumeyye and Turan, Fulya and Shoaib, Muhammad and Incel, Ozlem Durmaz},
     title = {Feature engineering for activity recognition from wrist-worn motion sensor},
     year = {2016},
     isbn = {9789897581953},
     publisher = {SCITEPRESS - Science and Technology Publications, Lda},
     address = {Setubal, PRT},
     url = {https://doi.org/10.5220/0006007100760084},
     doi = {10.5220/0006007100760084},
     booktitle = {Proceedings of the 6th International Joint Conference on Pervasive and Embedded Computing and Communication Systems},
     pages = {76–84},
     numpages = {9},
     keywords = {Activity Recognition, Mobile Sensing., Motion Sensing, Wrist-worn Devices},
     location = {Lisbon, Portugal},
     series = {PECCS 2016},
   }