Literature DB >> 24627821

Lifelog agent for human activity pattern analysis on health avatar platform.

Yongjin Kwon1, Kyuchang Kang1, Changseok Bae1, Hee-Joon Chung2, Ju Han Kim2.   

Abstract

OBJECTIVES: To provide accurate personalized medical care, it is necessary to gather individual-related data or contextual information regarding the target person. Nowadays a large number of people possess smartphones, which enables sensors in the smartphones to be used for lifelogging. The objective of the study is to analyze human activity pattern by using lifelog agent cooperating with the Health Avatar platform.
METHODS: Using the lifelog measured by accelerometer and gyroscope in a smartphone at a 50 Hz rate, the agent reveals how long the user walks, runs, sits, stands, and lies down, and this information is summarized by hours. The summaries are sent to the Health Avatar platform and finally are written in the Continuity of Care Record (CCR) format.
RESULTS: The lifelog agent is successfully operated with the Health Avatar platform. In addition, we implement an application that displays the user's activity patterns in a graph and calculates the metabolic equivalent of task based calorie burned by hour or by day using the lifelog of the CCR form to show that the lifelog can be used as medical records.
CONCLUSIONS: The agent shows how lifelogs are analyzed and summarized to help activity recognition. We believe that our agent demonstrates a way of incorporating lifelogs into medical care and a way of exploiting lifelogs in a medical format.

Entities:  

Keywords:  Activities of Daily Living; Automated Pattern Recognition; Health Behavior; Medical Records; Mobile Phone

Year:  2014        PMID: 24627821      PMCID: PMC3950268          DOI: 10.4258/hir.2014.20.1.69

Source DB:  PubMed          Journal:  Healthc Inform Res        ISSN: 2093-3681


  8 in total

1.  Monitoring of posture allocations and activities by a shoe-based wearable sensor.

Authors:  Edward S Sazonov; George Fulk; James Hill; Yves Schutz; Raymond Browning
Journal:  IEEE Trans Biomed Eng       Date:  2010-04-15       Impact factor: 4.538

2.  Recognition of dietary activity events using on-body sensors.

Authors:  Oliver Amft; Gerhard Tröster
Journal:  Artif Intell Med       Date:  2008-01-31       Impact factor: 5.326

3.  2011 Compendium of Physical Activities: a second update of codes and MET values.

Authors:  Barbara E Ainsworth; William L Haskell; Stephen D Herrmann; Nathanael Meckes; David R Bassett; Catrine Tudor-Locke; Jennifer L Greer; Jesse Vezina; Melicia C Whitt-Glover; Arthur S Leon
Journal:  Med Sci Sports Exerc       Date:  2011-08       Impact factor: 5.411

4.  Ambulatory monitoring of activities and motor symptoms in Parkinson's disease.

Authors:  Daphne G M Zwartjes; Tjitske Heida; Jeroen P P van Vugt; Jan A G Geelen; Peter H Veltink
Journal:  IEEE Trans Biomed Eng       Date:  2010-05-10       Impact factor: 4.538

Review 5.  Assessment of physical activity - a review of methodologies with reference to epidemiological research: a report of the exercise physiology section of the European Association of Cardiovascular Prevention and Rehabilitation.

Authors:  Janet M Warren; Ulf Ekelund; Herve Besson; Alessandro Mezzani; Nickos Geladas; Luc Vanhees
Journal:  Eur J Cardiovasc Prev Rehabil       Date:  2010-04

6.  Automatic recognition of postures and activities in stroke patients.

Authors:  Edward S Sazonov; George Fulk; Nadezhda Sazonova; Stephanie Schuckers
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

7.  Determination of sit-to-stand transfer duration using bed and floor pressure sequences.

Authors:  Amaya Arcelus; Christophe L Herry; Rafik A Goubran; Frank Knoefel; Heidi Sveistrup; Martin Bilodeau
Journal:  IEEE Trans Biomed Eng       Date:  2009-07-17       Impact factor: 4.538

8.  Mobile personal health system for ambulatory blood pressure monitoring.

Authors:  Luis J Mena; Vanessa G Felix; Rodolfo Ostos; Jesus A Gonzalez; Armando Cervantes; Armando Ochoa; Carlos Ruiz; Roberto Ramos; Gladys E Maestre
Journal:  Comput Math Methods Med       Date:  2013-05-09       Impact factor: 2.238

  8 in total
  3 in total

Review 1.  Big behavioral data: psychology, ethology and the foundations of neuroscience.

Authors:  Alex Gomez-Marin; Joseph J Paton; Adam R Kampff; Rui M Costa; Zachary F Mainen
Journal:  Nat Neurosci       Date:  2014-10-28       Impact factor: 24.884

2.  Health avatar: an informatics platform for personal and private big data.

Authors:  Ju Han Kim
Journal:  Healthc Inform Res       Date:  2014-01

3.  A Novel Energy-Efficient Approach for Human Activity Recognition.

Authors:  Lingxiang Zheng; Dihong Wu; Xiaoyang Ruan; Shaolin Weng; Ao Peng; Biyu Tang; Hai Lu; Haibin Shi; Huiru Zheng
Journal:  Sensors (Basel)       Date:  2017-09-08       Impact factor: 3.576

  3 in total

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