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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.

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:

129363


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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