Investigating classification performance of hybrid deep learning and machine learning architectures on activity recognition

Author:

Uzunhisarcıklı Esma1ORCID,Kavuncuoğlu Erhan2ORCID,Özdemir Ahmet Turan3ORCID

Affiliation:

1. Department of Electronics Technology, Kayseri Vocational School Kayseri University Kayseri Turkey

2. Department of Computer Technology, Gemerek Vocational School Cumhuriyet University Sivas Turkey

3. Department of Electrical and Electronics Engineering, Engineering Faculty Erciyes University Kayseri Turkey

Publisher

Wiley

Subject

Artificial Intelligence,Computational Mathematics

Reference52 articles.

1. Deep neural networks predict hierarchical spatio‐temporal cortical dynamics of human visual object recognition;Cichy RM;Comput Vis Pattern Recognit,2016

2. BhattacharyaS LaneND.From smart to deep: robust activity recognition on smartwatches using deep learning. Proceedings of the 2016 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops); 2016:1‐6; IEEE

3. Recognition of Human Activities Using Continuous Autoencoders with Wearable Sensors

4. YangJ NguyenMN SanPP LiXL KrishnaswamyS.Deep convolutional neural networks on multichannel time series for human activity recognition. Twenty‐Fourth International Joint Conference on Artificial Intelligence; 2015.

5. AlsheikhMA SelimA NiyatoD DoyleL LinS TanHP.Deep activity recognition models with triaxial accelerometers. Proceedings of the AAAI Workshop—Technical Report. AI Access Foundation; 2016:8‐13.

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