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Volumn 38, Issue 7, 2017, Pages 1456-1471

Continuous assessment of schizophrenia using heart rate and accelerometer data

Author keywords

entropy; heart rate; machine learning; mhealth; mobile health; schizophrenia; support vector machine

Indexed keywords

CLASSIFICATION (OF INFORMATION); DISEASES; ENTROPY; HEART; MHEALTH; SMARTPHONES;

EID: 85021670848     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/1361-6579/aa724d     Document Type: Article
Times cited : (25)

References (40)
  • 2
    • 21344462613 scopus 로고    scopus 로고
    • Loss of efferent vagal activity in acute schizophrenia
    • Bär K J et al 2005 Loss of efferent vagal activity in acute schizophrenia J. Psychiatric Res. 39 519-27
    • (2005) J. Psychiatric Res. , vol.39 , pp. 519-527
    • Bär, K.J.1
  • 3
    • 36448962716 scopus 로고    scopus 로고
    • Relationship between cardiovagal modulation and psychotic state in patients with paranoid schizophrenia
    • Bär K J et al 2008 Relationship between cardiovagal modulation and psychotic state in patients with paranoid schizophrenia Psychiatry Res. 157 255-7
    • (2008) Psychiatry Res. , vol.157 , pp. 255-257
    • Bär, K.J.1
  • 4
    • 0034069136 scopus 로고    scopus 로고
    • Effects of controlled breathing, mental activity and mental stress with or without verbalization on heart rate variability
    • Bernardi L et al 2000 Effects of controlled breathing, mental activity and mental stress with or without verbalization on heart rate variability J. Am. Coll. Cardiol. 35 1462-9
    • (2000) J. Am. Coll. Cardiol. , vol.35 , pp. 1462-1469
    • Bernardi, L.1
  • 5
    • 84873569254 scopus 로고    scopus 로고
    • The deceleration capacity - A new measure of heart rate variability evaluated in patients with schizophrenia and antipsychotic treatment
    • Birkhofer A et al 2013 The deceleration capacity - a new measure of heart rate variability evaluated in patients with schizophrenia and antipsychotic treatment Eur. Psychiatry 28 81-6
    • (2013) Eur. Psychiatry , vol.28 , pp. 81-86
    • Birkhofer, A.1
  • 6
    • 65149097825 scopus 로고    scopus 로고
    • Psychiatric comorbidities and schizophrenia
    • Buckley P F et al 2009 Psychiatric comorbidities and schizophrenia Schizophrenia Bull. 35 383-402
    • (2009) Schizophrenia Bull. , vol.35 , pp. 383-402
    • Buckley, P.F.1
  • 9
    • 34250774365 scopus 로고    scopus 로고
    • Characterization of surface EMG signal based on fuzzy entropy
    • Chen W et al 2007 Characterization of surface EMG signal based on fuzzy entropy IEEE Trans. Neural Syst. Rehabil. Eng. 15 266-72
    • (2007) IEEE Trans. Neural Syst. Rehabil. Eng. , vol.15 , pp. 266-272
    • Chen, W.1
  • 10
    • 1842722362 scopus 로고    scopus 로고
    • Multiscale entropy analysis of complex physiologic time series
    • Costa M, Goldberger A and Peng C K 2002 Multiscale entropy analysis of complex physiologic time series Phys. Rev. Lett. 89 068102
    • (2002) Phys. Rev. Lett. , vol.89
    • Costa, M.1    Goldberger, A.2    Peng, C.K.3
  • 11
    • 84931425729 scopus 로고    scopus 로고
    • Global optimization approaches for parameter tuning in biomedical signal processing: A focus of multi-scale entropy
    • Ghassemi M et al 2014 Global optimization approaches for parameter tuning in biomedical signal processing: a focus of multi-scale entropy Comput. Cardiol. 41 993-6
    • (2014) Comput. Cardiol. , vol.41 , pp. 993-996
    • Ghassemi, M.1
  • 12
    • 79551555715 scopus 로고    scopus 로고
    • Nonlinear analysis of motor activity shows differences between schizophrenia and depression: A study using Fourier analysis and sample entropy
    • Hauge E R et al 2011 Nonlinear analysis of motor activity shows differences between schizophrenia and depression: a study using Fourier analysis and sample entropy PLoS One 6 e16291
    • (2011) PLoS One , vol.6
    • Hauge, E.R.1
  • 13
    • 77649342936 scopus 로고    scopus 로고
    • Heart rate variability in bipolar mania and schizophrenia
    • Henry B L et al 2010 Heart rate variability in bipolar mania and schizophrenia J. Psychiatric Res. 44 168-76
    • (2010) J. Psychiatric Res. , vol.44 , pp. 168-176
    • Henry, B.L.1
  • 14
    • 84884531333 scopus 로고    scopus 로고
    • Stress and neurodevelopmental processes in the emergence of psychosis
    • Holtzman C et al 2013 Stress and neurodevelopmental processes in the emergence of psychosis Neuroscience 249 172-91
    • (2013) Neuroscience , vol.249 , pp. 172-191
    • Holtzman, C.1
  • 15
    • 79952199188 scopus 로고    scopus 로고
    • Suicide and schizophrenia: A systematic review of rates and risk factors
    • Hor K and Taylor M 2010 Suicide and schizophrenia: a systematic review of rates and risk factors J. Psychopharmacol. 20 81-90
    • (2010) J. Psychopharmacol. , vol.20 , pp. 81-90
    • Hor, K.1    Taylor, M.2
  • 16
    • 84874936793 scopus 로고    scopus 로고
    • Impact of antipsychotics and anticholinergics on autonomic modulation in patients with schizophrenia
    • Huang W L et al 2013 Impact of antipsychotics and anticholinergics on autonomic modulation in patients with schizophrenia J. Clin. Psychopharmacol. 33 170-7
    • (2013) J. Clin. Psychopharmacol. , vol.33 , pp. 170-177
    • Huang, W.L.1
  • 18
    • 79958079410 scopus 로고    scopus 로고
    • Effects of a 12-week intervention period with football and running for habitually active men with mild hypertension
    • Knoepfli-Lenzin C et al 2010 Effects of a 12-week intervention period with football and running for habitually active men with mild hypertension Scand. J. Med. Sci. Sports 20 72-9
    • (2010) Scand. J. Med. Sci. Sports , vol.20 , pp. 72-79
    • Knoepfli-Lenzin, C.1
  • 19
    • 0035359279 scopus 로고    scopus 로고
    • An efficient fuzzy classifier with feature selection based on fuzzy entropy
    • Lee H M et al 2001 An efficient fuzzy classifier with feature selection based on fuzzy entropy IEEE Trans. Syst. Man Cybern. B 31 426-32
    • (2001) IEEE Trans. Syst. Man Cybern. , vol.31 , pp. 426-432
    • Lee, H.M.1
  • 20
    • 84931318385 scopus 로고    scopus 로고
    • Coupling between short-term heart rate and diastolic period is reduced in heart failure patients as indicated by multivariate entropy analysis
    • Li P et al 2014 Coupling between short-term heart rate and diastolic period is reduced in heart failure patients as indicated by multivariate entropy analysis Comput. Cardiol. 41 97-100
    • (2014) Comput. Cardiol. , vol.41 , pp. 97-100
    • Li, P.1
  • 21
    • 84880128044 scopus 로고    scopus 로고
    • Multiscale multivariate fuzzy entropy analysis
    • Li P et al 2013 Multiscale multivariate fuzzy entropy analysis Acta Phys. Sin. 62 120512
    • (2013) Acta Phys. Sin. , vol.62
    • Li, P.1
  • 22
    • 84872598853 scopus 로고    scopus 로고
    • Analysis of heart rate variability using fuzzy measure entropy
    • Liu C et al 2013 Analysis of heart rate variability using fuzzy measure entropy Comput. Biol. Med. 43 100-8
    • (2013) Comput. Biol. Med. , vol.43 , pp. 100-108
    • Liu, C.1
  • 23
    • 84946762354 scopus 로고    scopus 로고
    • Why significant variables aren't automatically good predictors
    • Lo A et al 2015 Why significant variables aren't automatically good predictors Proc. Natl Acad. Sci. 112 13892-7
    • (2015) Proc. Natl Acad. Sci. , vol.112 , pp. 13892-13897
    • Lo, A.1
  • 24
    • 74449086634 scopus 로고    scopus 로고
    • Abnormal cortisol levels during the day and cortisol awakening response in first-episode psychosis: The role of stress and of antipsychotic treatment
    • Mondelli V et al 2010 Abnormal cortisol levels during the day and cortisol awakening response in first-episode psychosis: the role of stress and of antipsychotic treatment Schizophrenia Res. 116 234-42
    • (2010) Schizophrenia Res. , vol.116 , pp. 234-242
    • Mondelli, V.1
  • 25
    • 84940888206 scopus 로고    scopus 로고
    • Heart rate variability and vagal tone in schizophrenia: A review
    • Montaquila J M, Trachik B J and Bedwell J S 2015 Heart rate variability and vagal tone in schizophrenia: a review J. Psychiatric Res. 69 57-66
    • (2015) J. Psychiatric Res. , vol.69 , pp. 57-66
    • Montaquila, J.M.1    Trachik, B.J.2    Bedwell, J.S.3
  • 26
    • 84945436704 scopus 로고    scopus 로고
    • Objective identification and analysis of physiological and behavioral signs of schizophrenia
    • Osipov M et al 2015 Objective identification and analysis of physiological and behavioral signs of schizophrenia J. Mental Health 24 276-82
    • (2015) J. Mental Health , vol.24 , pp. 276-282
    • Osipov, M.1
  • 27
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy
    • Peng H, Long F and Ding C 2005 Feature selection based on mutual information: criteria of max-dependency, max-relevance, and min-redundancy IEEE Trans. Pattern Anal. Mach. Intell. 27 1226-38
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 28
    • 80052714677 scopus 로고    scopus 로고
    • Nonlinear relationship between electrodermal activity and heart rate variability in patients with acute schizophrenia
    • Rachow T et al 2011 Nonlinear relationship between electrodermal activity and heart rate variability in patients with acute schizophrenia Psychophysiology 48 1323-32
    • (2011) Psychophysiology , vol.48 , pp. 1323-1332
    • Rachow, T.1
  • 29
    • 0028357827 scopus 로고
    • Heart rate variability in schizophrenic patients and changes of autonomic heart rate parameters during treatment with clozapine
    • Rechlin T et al 1994 Heart rate variability in schizophrenic patients and changes of autonomic heart rate parameters during treatment with clozapine Biol. Psychiatry 35 888-92
    • (1994) Biol. Psychiatry , vol.35 , pp. 888-892
    • Rechlin, T.1
  • 30
    • 85019542038 scopus 로고    scopus 로고
    • Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures
    • Reinertsen E et al 2017 Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures Physiol. Meas. 38 1061
    • (2017) Physiol. Meas. , vol.38 , Issue.6 , pp. 1061
    • Reinertsen, E.1
  • 31
    • 0033949457 scopus 로고    scopus 로고
    • Physiological time-series analysis using approximate entropy and sample entropy
    • Richman J S and Moorman J R 2000 Physiological time-series analysis using approximate entropy and sample entropy Am. J. Physiol. Heart Circ. Physiol. 278 H2039-49
    • (2000) Am. J. Physiol. Heart Circ. Physiol. , vol.278 , pp. H2039-H2049
    • Richman, J.S.1    Moorman, J.R.2
  • 32
    • 22144432283 scopus 로고    scopus 로고
    • A systematic review of the prevalence of schizophrenia
    • Saha S et al 2005 A systematic review of the prevalence of schizophrenia PLoS Med. 2 141
    • (2005) PLoS Med. , vol.2 , pp. 141
    • Saha, S.1
  • 34
    • 84949985138 scopus 로고    scopus 로고
    • Taking the human out of the loop: A review of Bayesian optimization
    • Shahriari B et al 2016 Taking the human out of the loop: a review of Bayesian optimization Proc. IEEE 104 148-75
    • (2016) Proc. IEEE , vol.104 , pp. 148-175
    • Shahriari, B.1
  • 35
    • 78049511028 scopus 로고    scopus 로고
    • The epidemiology of schizophrenia: Replacing dogma with knowledge
    • Stilo S A and Murray R M 2010 The epidemiology of schizophrenia: replacing dogma with knowledge Dialogues Clin. Neurosci. 12 305-15
    • (2010) Dialogues Clin. Neurosci. , vol.12 , pp. 305-315
    • Stilo, S.A.1    Murray, R.M.2
  • 36
    • 0032814897 scopus 로고    scopus 로고
    • Bright light therapy: Improved sensitivity to its effects on rest-activity rhythms in Alzheimer patients by application of nonparametric methods
    • Van Someren E J W et al 1999 Bright light therapy: improved sensitivity to its effects on rest-activity rhythms in Alzheimer patients by application of nonparametric methods J. Biol. Med. Rhythm Res. 16 505-18
    • (1999) J. Biol. Med. Rhythm Res. , vol.16 , pp. 505-518
    • Van Someren, E.J.W.1
  • 37
    • 84882689866 scopus 로고    scopus 로고
    • Cortisol levels and risk for psychosis: Initial findings from the North American prodrome longitudinal study
    • Walker E F et al 2013 Cortisol levels and risk for psychosis: initial findings from the North American prodrome longitudinal study Biol. Psychiatry 74 410-7
    • (2013) Biol. Psychiatry , vol.74 , pp. 410-417
    • Walker, E.F.1
  • 38
    • 0025238507 scopus 로고
    • Alterations in the circadian rest-activity rhythm in aging and Alzheimer's disease
    • Witting W et al 1990 Alterations in the circadian rest-activity rhythm in aging and Alzheimer's disease Biol. Psychiatry 27 563-72
    • (1990) Biol. Psychiatry , vol.27 , pp. 563-572
    • Witting, W.1
  • 39
    • 26644472427 scopus 로고    scopus 로고
    • The economic burden of schizophrenia in the United States in 2002
    • Wu E Q et al 2005 The economic burden of schizophrenia in the United States in 2002 J. Clin. Psychiatry 66 1122-9
    • (2005) J. Clin. Psychiatry , vol.66 , pp. 1122-1129
    • Wu, E.Q.1
  • 40
    • 84859592988 scopus 로고    scopus 로고
    • Sleep and circadian rhythm disruption in schizophrenia
    • Wulff K et al 2012 Sleep and circadian rhythm disruption in schizophrenia Br. J. Psychiatry 200 308-16
    • (2012) Br. J. Psychiatry , vol.200 , pp. 308-316
    • Wulff, K.1


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