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Activity Recognition from Single Chest-Mounted Accelerometer Data Set
Download: Data Folder, Data Set Description
Abstract: The dataset collects data from a wearable accelerometer mounted on the chest. The dataset is intended for Activity Recognition research purposes.
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Data Set Characteristics: |
Univariate, Sequential, Time-Series |
Number of Instances: |
N/A |
Area: |
N/A |
Attribute Characteristics: |
Real |
Number of Attributes: |
N/A |
Date Donated |
2014-03-02 |
Associated Tasks: |
Classification, Clustering |
Missing Values? |
N/A |
Number of Web Hits: |
136659 |
Source:
Uncalibrated Accelerometer Data are collected from 15 participantes performing 7 activities. The dataset provides challenges for identification and authentication of people using motion patterns.
Data Set 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
Attribute 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 updown stairs
--- 3: Standing
--- 4: Walking
--- 5: Going UpDown Stairs
--- 6: Walking and Talking with Someone
--- 7: Talking while Standing
Relevant 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 [Web Link]
--- 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 [Web Link]
--- 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 [Web Link]
Citation Request:
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
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