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1. Title: Activity Recognition from a Single Chest-Mounted Accelerometer Updated Nov, 2013 , P. Casale, email: [email protected] 2. Abstract: The dataset collects data from a wearable accelerometer mounted on the chest. Uncalibrated Accelerometer Data are collected from 15 participants performing 7 activities. The dataset is intended for Activity Recognition research purposes. It provides challenges for identification and authentication of people using motion patterns. 3. Relevant Information: --- The dataset collects data from a wearable accelerometer mounted on the chest --- Sampling frequency of the accelerometer: 52 Hz --- Accelerometer Data are Uncalibrated --- Number of Participants: 15 --- Number of Activities: 7 --- Data Format: CSV 4. Dataset Information --- Data are separated by participant --- Each file contains the following information ---- sequential number, x acceleration, y acceleration, z acceleration, label --- Labels are codified by numbers --- 1: Working at Computer --- 2: Standing Up, Walking and Going up\down stairs --- 3: Standing --- 4: Walking --- 5: Going Up\Down Stairs --- 6: Walking and Talking with Someone --- 7: Talking while Standing 5. Reference Papers --- Casale, P. Pujol, O. and Radeva, P. "BeaStreamer-v0.1: a new platform for Multi-Sensors Data Acquisition in Wearable Computing Applications", CVCRD09, ISBN: 978-84-937261-1-9, 2009 available on https://www.researchgate.net/publication/257132489_BeaStreamer-v0.1_a_new_platform_for_Multi-Sensors_Data_Acquisition_in_Wearable_Computing_Applications?ev=prf_pub --- Casale, P. Pujol, O. and Radeva, P. "Human activity recognition from accelerometer data using a wearable device", IbPRIA'11, 289-296, Springer-Verlag, 2011 available on https://www.researchgate.net/publication/221258784_Human_Activity_Recognition_from_Accelerometer_Data_Using_a_Wearable_Device?ev=prf_pub --- Casale, P. Pujol, O. and Radeva, P. "Personalization and user verification in wearable systems using biometric walking patterns" Personal and Ubiquitous Computing, 16(5), 563-580, 2012 available on https://www.researchgate.net/publication/227192676_Personalization_and_user_verification_in_wearable_systems_using_biometric_walking_patterns?ev=prf_pub