Location of Things (LoT): A review and taxonomy of sensors localization in IoT infrastructure, IEEE Commun. Surv. Tutor, vol.20, pp.2028-2061, 2018. ,
The internet of things: A survey, Comput. Netw, vol.54, pp.2787-2805, 2010. ,
Secure Internet-of-Things with Location and contEx-awaReness, BUTLER Proj, vol.2, pp.1-171, 2018. ,
Generalized Rao test for decentralized detection of an uncooperative target, IEEE Signal Process. Lett, vol.24, pp.678-682, 2017. ,
Range-based localization in mobile sensor networks, European Workshop on Wireless Sensor Networks, pp.164-179, 2006. ,
Range free localization techniques in wireless sensor networks: A review, Procedia Comput. Sci, vol.57, pp.7-16, 2015. ,
Learning Wireless Sensor Networks for Source Localization, Sensors, vol.19, 2019. ,
GPS-less low-cost outdoor localization for very small devices, IEEE Pers. Commun, vol.7, pp.28-34, 2000. ,
An indoor location-based control system using bluetooth beacons for IoT systems, Sensors, vol.17, 2017. ,
Ultra wideband indoor positioning technologies: Analysis and recent advances, Sensors, vol.16, p.707, 2016. ,
Modeling RFID signal distribution based on neural network combined with continuous ant colony optimization, Neurocomputing, vol.123, pp.354-361, 2014. ,
The tale of two localization technologies: Enabling accurate low-overhead WiFi-based localization for low-end phones, Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, p.42, 2017. ,
A New Regional Localization Method for Indoor Sound Source Based on Convolutional Neural Networks, IEEE Access, vol.6, pp.72073-72082, 2018. ,
Indoor sound source localization with probabilistic neural network, IEEE Trans. Ind. Electron, vol.65, pp.6403-6413, 2018. ,
Exploiting Contextual Information Using LSTMs to Improve Image-Based Localization, Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp.1-7, 2018. ,
A Mobile Positioning Method Based on Deep Learning Techniques, vol.8, p.59, 2019. ,
Accurate and robust RF-based floor estimation for challenging indoor environments, IEEE Sens. J, vol.18, pp.10115-10124, 2018. ,
Indoor positioning based on fingerprint-image and deep learning, IEEE Access, vol.6, pp.74699-74712, 2018. ,
CNN-Based LOS/NLOS Identification in 3-D Massive MIMO Systems, IEEE Commun. Lett, vol.22, pp.2491-2494, 2018. ,
Passive Indoor Localization Based on Convolutional Neural Networks, Proceedings of the Ubiquitous Positioning, Indoor Navigation and Location-Based Services (UPINLBS), pp.1-6, 2018. ,
Ad hoc positioning system (APS) using AOA, Proceedings of the Twenty-Second Annual Joint Conference of the IEEE Computer and Communications Societies (IEEE INFOCOM), pp.1734-1743, 2003. ,
An rf tof based ranging implementation for sensor networks, Proceedings of the IEEE International Conference on Communications, pp.3347-3352, 2006. ,
TPS: A time-based positioning scheme for outdoor wireless sensor networks, Proceedings of the IEEE INFOCOM, pp.2685-2696, 2004. ,
Quality of trilateration: Confidence-based iterative localization, IEEE Trans. Parallel Distrib. Syst, vol.21, pp.631-640, 2010. ,
Handling environmental dynamics in indoor WiFi fingerprint localization, Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC), pp.1-6, 2016. ,
Machine learning algorithms for wireless sensor networks: A survey, Inf. Fusion, vol.49, pp.1-25, 2019. ,
Improving indoor localization using convolutional neural networks on computationally restricted devices, IEEE Access, vol.6, pp.17429-17441, 2018. ,
Smartphone-Based Activity Recognition for Indoor Localization Using a Convolutional Neural Network, Sensors, vol.19, p.621, 2019. ,
Wireless Fingerprinting Uncertainty Prediction Based on Machine Learning, Sensors, vol.19, 2019. ,
WiFi-based accurate and robust indoor localization system using deep learning, Proceedings of the IEEE PerCom, pp.11-15, 2019. ,
Hybrid indoor Wi-Fi localization using soft clustering-based random decision forest ensembles, IEEE Access, vol.6, 2018. ,
Distance measurement and error estimation scheme for RSSI based localization in Wireless Sensor Networks, Proceedings of the Fifth International Conference on Wireless Communication and Sensor Networks (WCSN), pp.1-4, 2009. ,
A localization method for the Internet of Things, J. Supercomput, vol.63, pp.657-674, 2013. ,
A Framework for Infrastructure-Free Indoor Localization Based on Pervasive Sound Analysis, IEEE Sens. J, vol.18, pp.4136-4144, 2018. ,
Cooperative localization in mines using fingerprinting and neural networks, Proceedings of the IEEE Wireless Communication and Networking Conference, pp.1-6, 2010. ,
Identification of maize leaf diseases using improved deep convolutional neural networks, IEEE Access, vol.6, pp.30370-30377, 2018. ,
Image classification based on the boost convolutional neural network, IEEE Access, vol.6, pp.12755-12768, 2018. ,
CNN based indoor localization using RSS time-series, Proceedings of the IEEE Symposium on Computers and Communications (ISCC), pp.25-28, 2018. ,
Joint multiple image parametric transformation estimation via convolutional neural networks, IEEE Access, vol.6, pp.18822-18831, 2018. ,
Distinguishing between natural and computer-generated images using convolutional neural networks, IEEE Trans. Inf. Forensics Secur, vol.13, pp.2772-2787, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01789442
Classification of lung sounds using convolutional neural networks. EURASIP J. Image Video Process, vol.65, 2017. ,
Indoor Localization with WiFi Fingerprinting Using Convolutional Neural Network, Proceedings of the Tenth International Conference on Ubiquitous and Future Networks (ICUFN), pp.753-758, 2018. ,
Deep auxiliary learning for visual localization and odometry, Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp.6939-6946, 2018. ,
Autonomous Mobile Robot Intrinsic Navigation Based on Visual Topological Map, Proceedings of the IEEE 27th International Symposium on Industrial Electronics (ISIE), pp.541-546, 2018. ,
Reliability estimation of vehicle localization result, Proceedings of the IEEE Intelligent Vehicles Symposium (IV), pp.740-747, 2018. ,
Convolutional Neural Network Based Sensors for Mobile Robot Relocalization, Proceedings of the 23rd International Conference on Methods & Models in Automation & Robotics (MMAR), pp.774-779, 2018. ,
Convolutional neural networks based indoor Wi-Fi localization using channel state information, IEEE Access, vol.5, pp.18066-18074, 2017. ,
Accuracy of RSS-based centroid localization algorithms in an indoor environment, IEEE Trans. Instrum. Meas, vol.60, pp.3451-3460, 2011. ,
Experimental evaluation of location methods based on signal-strength measurements, IEEE Trans. Veh. Technol, vol.56, pp.287-296, 2007. ,
Off-line evaluation of mobile-centric indoor positioning systems: The experiences from the 2017 IPIN competition, Sensors, vol.18, 2018. ,
Exploiting sensed radio strength and precipitation for improved distance estimation, IEEE Sens. J, vol.18, pp.6863-6873, 2018. ,
Troubling trends in machine learning scholarship, 2018. ,
How does batch normalization help optimization?, Proceedings of the Neural Information Processing Systems, pp.3-8, 2018. ,
Kurtosis as peakedness, RIP. Am. Stat, vol.68, pp.191-195, 2014. ,
The Data Science Blog. An Intuitive Explanation of Convolutional Neural Networks, p.20, 2018. ,
An overview of gradient descent optimization algorithms, 2016. ,
Neural networks for machine learning lecture 6a overview of mini-batch gradient descent, vol.14, p.20, 2012. ,
, A method for stochastic optimization. arXiv, 2014.
Path-loss and shadowing (large-scale fading). Natl. Taiwan Univ, p.12, 2011. ,
Optimizing performance of recurrent neural networks on gpus, 2016. ,
Efficient mini-batch training for stochastic optimization, Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp.661-670, 2014. ,
How to Control the Speed and Stability of Training Neural Networks with Gradient Descent Batch Size, 2019. ,
Moerman, I. Data-driven design of intelligent wireless networks: An overview and tutorial, Licensee MDPI, vol.16, 2016. ,