Recognition of activities in children by two uniaxial accelerometers in free-living conditions

European Journal of Applied Physiology

Volumn 111, Issue 8, 2011, Pages 1917-1927

  Ruch, N ^a   Rumo, M ^a   Mader U ^a  

^a Federal Office of Sport   (Switzerland)

Author keywords

Classification procedure; Motion sensor; MTI; Youth

Indexed keywords

ACTIMETRY; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; CHILD; COMPARATIVE STUDY; DAILY LIFE ACTIVITY; EVALUATION; FEMALE; HUMAN; INSTRUMENTATION; MALE; MECHANOCARDIOGRAPHY; METHODOLOGY; MOTOR ACTIVITY; PHYSIOLOGY; RANDOMIZATION; REFERENCE VALUE; REPRODUCIBILITY; STANDARD; VIDEORECORDING; WRIST;

ACTIGRAPHY; ACTIVITIES OF DAILY LIVING; CHILD; FEMALE; HUMANS; KINETOCARDIOGRAPHY; MALE; MODELS, BIOLOGICAL; MOTOR ACTIVITY; PATTERN RECOGNITION, AUTOMATED; RANDOM ALLOCATION; REFERENCE VALUES; REPRODUCIBILITY OF RESULTS; VIDEO RECORDING; WRIST;

EID: 80053916320     PISSN: 14396319     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00421-011-1828-0     Document Type: Article

References (31)

1. Andersen LB, Harro M, Sardinha LB, Froberg K, Ekelund U, Brage S, Anderssen SA (2006) Physical activity and clustered cardiovascular risk in children: a cross-sectional study (The European Youth Heart Study). Lancet 368:299-304 (Pubitemid 44067246)
2. Arvidsson D, Slinde F, Larsson S, Hultén L (2007) Energy cost of physical activities in children: validation of SenseWear Armband. Med Sci Sports Exerc 39:2076-2084 (Pubitemid 350073374)
3. Bailey RC, Olson J, Pepper SL, Porszasz J, Barstow TJ, Cooper DM (1995) The level and tempo of children's physical activities: an observational study. Med Sci Sports Exerc 27:1033-1041
4. Bao L, Intille SS (2004) Activity recognition from user-annotated acceleration. In: Ferscha A, Mattern F (eds) Pervasive 2004. LNCS, vol 3001. Springer, Berlin/Heidelberg, pp 1-17
5. Baranowski T (1988) Validity and reliability of self report measures of physical activity: an information-processing perspective. Res Q Exerc Sport 59:314-327 (Pubitemid 19016923)
6. Bassett DR Jr (2007) Validity and reliability issues in objective monitoring of physical activity. Res Q Exerc Sport 71:S30-S36
7. Bonomi AG, Goris AHC, Yin B, Westerterp KR (2009) Detection of type, duration, and intensity of physical activity using an accelerometer. Med Sci Sports Exerc 41:1770-1777
8. Brage S, Wedderkopp N, Franks PW, Andersen LB, Froberg K (2003) Reexamination of validity and reliability of the CSA monitor in walking and running. Med Sci Sports Exerc 35:1447-1454 (Pubitemid 36936168)
9. Duda RO, Hart PE, Stork DG (2001) Pattern classification. Wiley- Interscience Publication, New York
10. Edwart AP, Fischer FP (1970) A generalized k-nearest neighbour rule. Inform Control 16:128-152
11. Eissa MA, Yetman RJ, Poffenbarger T, Portman RJ (1999) Comparison of arbitrary definitions of circadian time periods with those determined by wrist actigraphy in analysis of ABPM data. J Hum Hypertens 13:449-453 (Pubitemid 29355886)
12. Ekelund U, Yngve A, Brage S, Westerterp K, Sjostrom M (2004) Body movement and physical activity energy expenditure in children and adolescents: how to adjust for differences in body size and age. Am J Clin Nutr 79:851-856 (Pubitemid 41103887)
13. Epstein L, GcGowan C, Woodall K (1984) A behavioral observation system for free play activity in young overweight female children. Res Q Exerc Sport 55:180-183 (Pubitemid 14099289)
14. Freedson P, Pober D (2005) Calibration of accelerometer output for children. Med Sci Sports Exerc 37:S523-S530 (Pubitemid 41691815)
15. Fuchs RK, Bauer JJ, Snow CM (2001) Jumping improves hip and lumbar spine bone mass in prepubescent children: a randomized controlled trial. J Bone Miner Res 16:148-156 (Pubitemid 32046200)
16. Janz KF (1994) Validation of the CSA accelerometer for assessing children's physical activity. Med Sci Sports Exerc 26:369-375 (Pubitemid 24088803)
17. Kohl HW, Fulton JE, Caspersen CJ (2000) Assessment of physical activity among children and adolescents: a review and synthesis. Prev Med 31:S54-S76 (Pubitemid 30637691)
18. McKenzie TL (1991) Observational measures of children's physical activity. J Sch Health 61:224-227
19. McKenzie TL, Sallis JF, Nader PR, Patterson TL, Elder JP, Berry CC, Rupp JW, Atkins CJ, Buono MJ, Nelson JA (1991) BEACHES: an observational system for assessing children's eating and physical activity behaviors and associated events. J Appl Behav Anal 24:141-151
20. Melanson EL Jr, Freedson PS (1995) Validity of the Computer Science and Applications, Inc. (CSA) activity monitor. Med Sci Sports Exerc 27:934-940
21. Metcalf BS, Curnow JS, Evans C, Voss LD, Wilkin TJ (2002) Technical reliability of the CSA activity monitor: the early bird study. Med Sci Sports Exerc 34:1533-1537 (Pubitemid 35006830)
22. Pärkkä J, Ermes M, Korpipaa P, Mantyjarvi J, Peltola J, Korhonen I (2006) Activity classification using realistic data from wearable sensors. IEEE Trans Inf Technol Biomed 10:119-128 (Pubitemid 43092325)
23. Pober DM, Staudenmayer J, Raphael C, Freedson PS (2006) Development of novel techniques to classify physical activity mode using accelerometers. Med Sci Sports Exerc 38:1626-1634 (Pubitemid 44373782)
24. Puyau MR, Adolph AL, Vohra FA, Butte NF (2002) Validation and calibration of physical activity monitors in children. Obes Res 10(3):150-157 (Pubitemid 135687504)
25. Ravi N, Dandekar N, Mysore P, Littman ML (2005) Activity recognition from accelerometer data. In: Proceedings of 20th national Conference on artificial intelligence (AAAI-05). American Association for Artificial Intelligence, pp 1541-1546 (Pubitemid 43006650)
26. Riddoch CJ, Bo Andersen L, Wedderkopp N, Harro M, Klasson- Heggebo L, Sardinha LB, Cooper AR, Ekelund U (2004) Physical activity levels and patterns of 9- and 15-yr-old European children. Med Sci Sports Exerc 36:86-92 (Pubitemid 38090559)
27. Tanaka C, Tanak S, Kawahara J, Midorikawa T (2007) Triaxial accelerometry for assessment of physical activity in young children. Obesity 15:1233-1241 (Pubitemid 46932479)
28. Treuth MS, Schmitz K, Catellier DJ, McMurray RG, Murray DM, Almeida MJ, Going S, Norman JE, Pate R (2004) Defining accelerometer thresholds for activity intensities in adolescent girls. Med Sci Sports Exerc 36:1259-1266 (Pubitemid 38879005)
29. Trost SG, Ward DS, Moorehead SM, Watson PD, Riner W, Burke JR (1998) Validity of the computer science and applications (CSA) activity monitor in children. Med Sci Sports Exerc 30:629-633 (Pubitemid 28193406)
30. Trost SG, Pate RR, Freedson PS, Sallis JF, Taylor WC (2000) Using objective physical activity measures with youth: how many days of monitoring are needed? Med Sci Sports Exerc 32:426-431 (Pubitemid 30108124)
31. Welk G, Schaben J, Morrow JA Jr (2004) Reliability of accelerometry- based activity monitors: a generaizibility study. Med Sci Sports Exerc 36:1637-1645 (Pubitemid 39202636)