Elderly Fall Detection and Fall Direction Detection via Various Machine Learning Algorithms Using Wearable Sensors

[1]  Sang Min Yoon,et al.  Applying singular value decomposition on accelerometer data for 1D convolutional neural network based fall detection , 2019, Electronics Letters.

[2]  Santanu Chaudhury,et al.  Compressive sensing based privacy for fall detection , 2020, ArXiv.

[3]  Patricia Takako Endo,et al.  Detecting human Activities Based on a multimodal sensor data set using a bidirectional long short-term memory model: a case study , 2020 .

[4]  Ling Shao,et al.  Enhanced Computer Vision With Microsoft Kinect Sensor: A Review , 2013, IEEE Transactions on Cybernetics.

[5]  Muhammad Awais Azam,et al.  Activity-Aware Fall Detection and Recognition Based on Wearable Sensors , 2019, IEEE Sensors Journal.

[6]  Jian-Ping Li,et al.  A Hybrid Intelligent System Framework for the Prediction of Heart Disease Using Machine Learning Algorithms , 2018, Mob. Inf. Syst..

[7]  Shichao Zhang,et al.  Efficient kNN classification algorithm for big data , 2016, Neurocomputing.

[8]  Eduardo Casilari-Pérez,et al.  Analysis of Public Datasets for Wearable Fall Detection Systems , 2017, Sensors.

[9]  R. Bajcsy,et al.  Wearable Sensors for Reliable Fall Detection , 2005, 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference.

[10]  V. M. Thakare,et al.  Silhouette based human fall detection using multimodal classifiers for content based video retrieval systems , 2017, 2017 International Conference on Intelligent Computing, Instrumentation and Control Technologies (ICICICT).

[11]  Qing Han,et al.  A Two-Stream Approach to Fall Detection With MobileVGG , 2020, IEEE Access.

[12]  Eduardo Casilari-Pérez,et al.  A Study on the Application of Convolutional Neural Networks to Fall Detection Evaluated with Multiple Public Datasets , 2020, Sensors.

[13]  Kripesh Adhikari,et al.  Computer vision based posture estimation and fall detection , 2020 .

[14]  Matthias Pätzold,et al.  A Machine Learning Approach for Fall Detection and Daily Living Activity Recognition , 2019, IEEE Access.