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Volumn 370, Issue 1962, 2012, Pages 1228-1249

Change-point analysis as a tool to detect abrupt climate variations

Author keywords

Abrupt climate change; Autocorrelation; Change point detection; Regime shift

Indexed keywords

AUTOCORRELATION; CHEMICAL DETECTION; CLIMATE CHANGE; CLIMATE MODELS; COMPUTER SIMULATION; STATISTICS;

EID: 84863116010     PISSN: 1364503X     EISSN: None     Source Type: Journal    
DOI: 10.1098/rsta.2011.0383     Document Type: Article
Times cited : (141)

References (93)
  • 1
    • 3543109684 scopus 로고    scopus 로고
    • A sequential algorithm for testing climate regime shifts
    • DOI 10.1029/2004GL019448
    • Rodionov, S. N. 2004 A sequential algorithm for testing climate regime shifts. Geophys. Res. Lett. 31, L09204. (doi:10.1029/2004GL019448) (Pubitemid 39026600)
    • (2004) Geophysical Research Letters , vol.31 , Issue.9
    • Rodionov, S.N.1
  • 2
    • 0001327505 scopus 로고
    • Unmasking a shifty climate system
    • doi:10.1126/ science.255.5051.1508
    • Kerr, R. A. 1992 Unmasking a shifty climate system. Science 255, 1508-1510. (doi:10.1126/ science.255.5051.1508)
    • (1992) Science , vol.255 , pp. 1508-1510
    • Kerr, R.A.1
  • 3
    • 0031465646 scopus 로고    scopus 로고
    • A Pacific interdecadal climate oscillation with impacts on salmon production
    • doi:10.1175/1520-0477(1997)078<1069:APICOW>2.0.CO;2
    • Mantua, N. J., Hare, S. R., Zhang, Y., Wallace, J. M. & Francis, R. C. 1997 A Pacific interdecadal climate oscillation with impacts on salmon production. Bull. Am. Meteorol. Soc. 78, 1069-1079. (doi:10.1175/1520-0477(1997) 078<1069:APICOW>2.0.CO;2)
    • (1997) Bull. Am. Meteorol. Soc , vol.78 , pp. 1069-1079
    • Mantua, N.J.1    Hare, S.R.2    Zhang, Y.3    Wallace, J.M.4    Francis, R.C.5
  • 4
    • 0033744926 scopus 로고    scopus 로고
    • Empirical evidence for North Pacific regime shifts in 1977 and 1989
    • doi:10.1016/S0079-6611(00)00033-1
    • Hare, S. R. & Mantua, N. J. 2000 Empirical evidence for North Pacific regime shifts in 1977 and 1989. Prog. Oceanogr. 47, 103-145. (doi:10.1016/S0079-6611(00)00033-1)
    • (2000) Prog. Oceanogr , vol.47 , pp. 103-145
    • Hare, S.R.1    Mantua, N.J.2
  • 5
    • 0035891702 scopus 로고    scopus 로고
    • Wind-driven shifts in the latitude of the Kuroshio-Oyashio extension and generation of SST anomalies on decadal timescales
    • Seager, R., Kushnir, Y., Naik, N. H., Cane, M. A. & Miller, J. 2001 Wind-driven shifts in the latitude of the Kuroshio-Oyashio extension and generation of SST anomalies on decadal timescales. J. Clim. 14, 4249-4265. (doi:10.1175/1520-0442(2001)014<4249:WDSITL> 2.0.CO;2) (Pubitemid 34004828)
    • (2001) Journal of Climate , vol.14 , Issue.22 , pp. 4249-4265
    • Seager, R.1    Kushnir, Y.2    Naik, N.H.3    Cane, M.A.4    Miller, J.5
  • 6
    • 0035846180 scopus 로고    scopus 로고
    • Catastrophic shifts in ecosystems
    • DOI 10.1038/35098000
    • Scheffer, M., Carpenter, S., Foley, J. A., Folke, C. & Walker, B. 2001 Catastrophic shifts in ecosystems. Nature 413, 591-596. (doi:10.1038/35098000) (Pubitemid 32964052)
    • (2001) Nature , vol.413 , Issue.6856 , pp. 591-596
    • Scheffer, M.1    Carpenter, S.2    Foley, J.A.3    Folke, C.4    Walker, B.5
  • 9
    • 79953861851 scopus 로고    scopus 로고
    • Predicting climate tipping as a noisy bifurcation: A review
    • doi:10.1142/S0218127411028519
    • Thompson, J. M. T. & Sieber, J. 2011 Predicting climate tipping as a noisy bifurcation: a review. Int. J. Bifurc. Chaos 21 399-423. (doi:10.1142/S0218127411028519)
    • (2011) Int. J. Bifurc. Chaos , vol.21 , pp. 399-423
    • Thompson, J.M.T.1    Sieber, J.2
  • 10
    • 2442457538 scopus 로고    scopus 로고
    • Piecewise linear fitting and trend changing points of climate parameters
    • doi:10.1029/2003GL019100
    • Tomé, A. R. & Miranda, P. M. A. 2004 Piecewise linear fitting and trend changing points of climate parameters. Geophys. Res. Lett. 31, L02207. (doi:10.1029/2003GL019100)
    • (2004) Geophys. Res. Lett , vol.31
    • Tomé, A.R.1    Miranda, P.M.A.2
  • 11
    • 78149449146 scopus 로고    scopus 로고
    • Consistency of global satellite-derived aerosol and cloud data sets with recent brightening observations
    • doi:10.1029/2010GL044632
    • Cermak, J., Wild, M., Knutti, R., Mishchenko, M. I. & Heidinger, A. K. 2010 Consistency of global satellite-derived aerosol and cloud data sets with recent brightening observations. Geophys. Res. Lett. 37, L21704. (doi:10.1029/2010GL044632)
    • (2010) Geophys. Res. Lett , vol.37
    • Cermak, J.1    Wild, M.2    Knutti, R.3    Mishchenko, M.I.4    Heidinger, A.K.5
  • 14
    • 0031515592 scopus 로고    scopus 로고
    • Testing and locating variance changepoints with application to stock prices
    • doi:10.2307/2965722
    • Chen, J. & Gupta, A. K. 1997 Testing and locating variance changepoints with application to stock prices. J. Am. Stat. Assoc. 92, 739-747. (doi:10.2307/2965722)
    • (1997) J. Am. Stat. Assoc , vol.92 , pp. 739-747
    • Chen, J.1    Gupta, A.K.2
  • 15
    • 0345920694 scopus 로고    scopus 로고
    • Change point analysis of a Gaussian model
    • doi:10.1007/BF02929878
    • Chen, J. & Gupta, A. K. 1999 Change point analysis of a Gaussian model. Stat. Papers 40, 323-333. (doi:10.1007/BF02929878)
    • (1999) Stat. Papers , vol.40 , pp. 323-333
    • Chen, J.1    Gupta, A.K.2
  • 17
    • 0030809673 scopus 로고    scopus 로고
    • Some problems with application of change-point detection methods to environmental data
    • DOI 10.1002/(SICI)1099-095X(199709/10)8:5<469::AID-ENV265>3.0.CO;2- J
    • Jarušková, D. 1997 Some problems with application of change-point detection methods to environmental data. Environmetrics 8, 469-483. (doi:10.1002/(SICI)1099-095X(199709/10)8: 5<469::AID-ENV265>3.0.CO;2-J) (Pubitemid 27439716)
    • (1997) Environmetrics , vol.8 , Issue.5 , pp. 469-483
    • Jaruskova, D.1
  • 18
    • 34547155989 scopus 로고    scopus 로고
    • Changepoint detection in periodic and autocorrelated time series
    • DOI 10.1175/JCLI4291.1
    • Lund, R., Wang, X. L., Lu, Q. Q., Reeves, J., Gallagher, C. & Feng, Y. 2007 Changepoint detection in periodic and autocorrelated time series. J. Clim. 20, 5178-5190. (doi:10.1175/JCLI 4291.1) (Pubitemid 350028384)
    • (2007) Journal of Climate , vol.20 , Issue.20 , pp. 5178-5190
    • Lund, R.1    Wang, X.L.2    Lu, Q.Q.3    Reeves, J.4    Gallagher, C.5    Feng, Y.6
  • 19
    • 45249103253 scopus 로고    scopus 로고
    • Accounting for autocorrelation in detecting mean shifts in climate data series using the penalized maximal t or Ftest
    • doi:10.1175/2008JAMC1741.1
    • Wang, X. L. L. 2008 Accounting for autocorrelation in detecting mean shifts in climate data series using the penalized maximal t or F test. J. Appl. Meteorol. Climatol. 47, 2423-2444. (doi:10.1175/2008JAMC1741.1)
    • (2008) J. Appl. Meteorol. Climatol , vol.47 , pp. 2423-2444
    • Wang, X.L.L.1
  • 20
    • 0010810912 scopus 로고
    • On the likelihood ratio test for a shift in location of normal populations
    • doi:10.2307/2286336
    • Worsley, K. J. 1979 On the likelihood ratio test for a shift in location of normal populations. J. Am. Stat. Assoc. 74, 365-367. (doi:10.2307/2286336)
    • (1979) J. Am. Stat. Assoc , vol.74 , pp. 365-367
    • Worsley, K.J.1
  • 22
    • 18044401122 scopus 로고    scopus 로고
    • Permutation tests in change point analysis
    • DOI 10.1016/S0167-7152(01)00009-8, PII S0167715201000098
    • Antoch, J. & Hušková, M. 2001 Permutation tests in change point analysis. Stat. Prob. Lett. 53, 37-46. (doi:10.1016/S0167-7152(01) 00009-8) (Pubitemid 33619066)
    • (2001) Statistics and Probability Letters , vol.53 , Issue.1 , pp. 37-46
    • Antoch, J.1    Huskova, M.2
  • 23
    • 0346906789 scopus 로고    scopus 로고
    • Estimating and testing linear models with multiple structural changes
    • Bai, J. & Perron, P. 1998 Estimating and testing linear models with multiple structural changes. Econometrica 66, 47-78. (doi:10.2307/2998540) (Pubitemid 128467589)
    • (1998) Econometrica , vol.66 , Issue.1 , pp. 47-78
    • Bai, J.1    Perron, P.2
  • 25
    • 0000804982 scopus 로고
    • Estimating the current mean of a normal distribution which is subjected to changes in time
    • doi:10.1214/aoms/1177700517
    • Chernoff, H. & Zacks, S. 1964 Estimating the current mean of a normal distribution which is subjected to changes in time. Ann. Math. Stat. 35, 999-1018. (doi:10.1214/aoms/1177700517)
    • (1964) Ann. Math. Stat , vol.35 , pp. 999-1018
    • Chernoff, H.1    Zacks, S.2
  • 26
    • 77956887957 scopus 로고
    • Inference about change-point in a sequence of random variables
    • doi:10.1093/biomet/57.1.1
    • Hinkley, D. V. 1970 Inference about change-point in a sequence of random variables. Biometrika 57, 1-17. (doi:10.1093/biomet/57.1.1)
    • (1970) Biometrika , vol.57 , pp. 1-17
    • Hinkley, D.V.1
  • 27
    • 0000106449 scopus 로고
    • Tests for variance shift at an unknown time point
    • doi:10.2307/2346968
    • Hsu, D. A. 1977 Tests for variance shift at an unknown time point. Appl. Stat. 26, 279-284. (doi:10.2307/2346968)
    • (1977) Appl. Stat , vol.26 , pp. 279-284
    • Hsu, D.A.1
  • 28
    • 0001235634 scopus 로고
    • A shift of the mean level in a sequence of independent normal random variables: A Bayesian approach
    • doi:10.2307/1267892
    • Lee, A. F. S. & Heghinian, S. M. 1977 A shift of the mean level in a sequence of independent normal random variables: a Bayesian approach. Technometrics 19, 503-506. (doi:10.2307/1267892)
    • (1977) Technometrics , vol.19 , pp. 503-506
    • Lee, A.F.S.1    Heghinian, S.M.2
  • 29
    • 33749848531 scopus 로고
    • Use of cumulative sums of squares for retrospective detection of changes of variance
    • doi:10.2307/2290916
    • Inclan, C. & Tiao, G. C. 1994 Use of cumulative sums of squares for retrospective detection of changes of variance. J. Am. Stat. Assoc. 89, 913-923. (doi:10.2307/2290916)
    • (1994) J. Am. Stat. Assoc , vol.89 , pp. 913-923
    • Inclan, C.1    Tiao, G.C.2
  • 30
    • 18944388780 scopus 로고    scopus 로고
    • Statistical process control for shifts in mean or variance using a changepoint formulation
    • DOI 10.1198/004017004000000644
    • Hawkins, D. M. & Zamba, K. D. 2005 Statistical process control for shifts in mean or variance using a changepoint formulation. Technometrics 47, 164-173. (doi:10.1198/004017004000000644) (Pubitemid 40701510)
    • (2005) Technometrics , vol.47 , Issue.2 , pp. 164-173
    • Hawkins, D.M.1    Zamba, K.D.2
  • 31
    • 77954243521 scopus 로고    scopus 로고
    • Ratio test for variance change point in linear process with long memory
    • doi:10.1007/s00362-009-0202-3
    • Zhao, W. Z., Tian, Z. & Xia, Z. M. 2010 Ratio test for variance change point in linear process with long memory. Stat. Papers 51, 397-407. (doi:10.1007/s00362-009-0202-3)
    • (2010) Stat. Papers , vol.51 , pp. 397-407
    • Zhao, W.Z.1    Tian, Z.2    Xia, Z.M.3
  • 32
    • 0022823251 scopus 로고
    • A homogeneity test applied to precipitation data
    • doi:10.1002/joc.3370060607
    • Alexandersson, H. 1986 A homogeneity test applied to precipitation data. Int. J. Climatol. 6, 661-675. (doi:10.1002/joc.3370060607)
    • (1986) Int. J. Climatol , vol.6 , pp. 661-675
    • Alexandersson, H.1
  • 33
    • 34547205136 scopus 로고    scopus 로고
    • Penalized maximal t test for detecting undocumented mean change in climate data series
    • DOI 10.1175/JAM2504.1
    • Wang, X. L. L., Wen, Q. H. & Wu, Y. H. 2007 Penalized maximal t test for detecting undocumented mean change in climate data series. J. Appl. Meteorol. Climatol. 46, 916-931. (doi:10.1175/JAM2504.1) (Pubitemid 47108796)
    • (2007) Journal of Applied Meteorology and Climatology , vol.46 , Issue.6 , pp. 916-931
    • Wang, X.L.1    Wen, Q.H.2    Wu, Y.3
  • 34
    • 34547214360 scopus 로고    scopus 로고
    • A review and comparison of changepoint detection techniques for climate data
    • DOI 10.1175/JAM2493.1
    • Reeves, J., Chen, J., Wang, X. L. L., Lund, R. & Lu, Q. Q. 2007 A review and comparison of changepoint detection techniques for climate data. J. Appl. Meteorol. Climatol. 46, 900-915. (doi:10.1175/JAM2493.1) (Pubitemid 47108795)
    • (2007) Journal of Applied Meteorology and Climatology , vol.46 , Issue.6 , pp. 900-915
    • Reeves, J.1    Chen, J.2    Wang, X.L.3    Lund, R.4    Lu, Q.Q.5
  • 35
    • 41149094392 scopus 로고    scopus 로고
    • Intercomparison of homogenization techniques for precipitation data
    • doi:10.1029/2007WR006199
    • Beaulieu, C., Seidou, O., Ouarda, T. B. M. J., Zhang, X., Boulet, G. & Yagouti, A. 2008 Intercomparison of homogenization techniques for precipitation data. Water Resour. Res. 44, W08410. (doi:10.1029/2007WR006199)
    • (2008) Water Resour. Res , vol.44
    • Beaulieu, C.1    Seidou, O.2    Ouarda, T.B.M.J.3    Zhang, X.4    Boulet, G.5    Yagouti, A.6
  • 36
    • 78649621138 scopus 로고    scopus 로고
    • A Bayesian normal homogeneity test for the detection of artificial discontinuities in climatic series
    • doi:10.1002/joc.2056
    • Beaulieu, C., Ouarda, T. B. M. J. & Seidou, O. 2010 A Bayesian normal homogeneity test for the detection of artificial discontinuities in climatic series. Int. J. Climatol. 30, 2342-2357. (doi:10.1002/joc.2056)
    • (2010) Int. J. Climatol , vol.30 , pp. 2342-2357
    • Beaulieu, C.1    Ouarda, T.B.M.J.2    Seidou, O.3
  • 37
    • 0031688643 scopus 로고    scopus 로고
    • A technique for the identification of inhomogeneities in Canadian temperature series
    • Vincent, L. A. 1998 A technique for the identification of inhomogeneities in Canadian temperature series. J. Clim. 11, 1094-1104. (doi:10.1175/1520- 0442(1998)011<1094:ATFTIO> 2.0.CO;2) (Pubitemid 28426412)
    • (1998) Journal of Climate , vol.11 , Issue.5 , pp. 1094-1104
    • Vincent, L.A.1
  • 38
    • 77955557073 scopus 로고    scopus 로고
    • Detection of changes in variance of oceanographic time-series using changepoint analysis
    • doi:10.1016/j.oceaneng.2010.04.009
    • Killick, R., Eckley, I. A., Ewans, K. & Jonathan, P. 2010 Detection of changes in variance of oceanographic time-series using changepoint analysis. Ocean Eng. 37, 1120-1126. (doi:10.1016/j.oceaneng.2010.04.009)
    • (2010) Ocean Eng , vol.37 , pp. 1120-1126
    • Killick, R.1    Eckley, I.A.2    Ewans, K.3    Jonathan, P.4
  • 39
    • 84945789945 scopus 로고
    • The estimation of the parameters of a linear regression system obeying two separate regimes
    • doi:10.2307/2281957
    • Quandt, R. E. 1958 The estimation of the parameters of a linear regression system obeying two separate regimes. J. Am. Stat. Assoc. 53, 873-880. (doi:10.2307/2281957)
    • (1958) J. Am. Stat. Assoc , vol.53 , pp. 873-880
    • Quandt, R.E.1
  • 40
    • 0000303758 scopus 로고
    • Inference about the intersection in two-phase regression
    • doi:10.1093/biomet/56.3.495
    • Hinkley, D. V. 1969 Inference about the intersection in two-phase regression. Biometrika 56, 495-504. (doi:10.1093/biomet/56.3.495)
    • (1969) Biometrika , vol.56 , pp. 495-504
    • Hinkley, D.V.1
  • 41
    • 84948224474 scopus 로고
    • Test for a shifting slope coefficient in a linear model
    • doi:10.2307/2284298
    • Farley, J. U. & Hinich, M. J. 1970 Test for a shifting slope coefficient in a linear model. J. Am. Stat. Assoc. 65, 1320-1329. (doi:10.2307/2284298)
    • (1970) J. Am. Stat. Assoc , vol.65 , pp. 1320-1329
    • Farley, J.U.1    Hinich, M.J.2
  • 42
    • 0000473798 scopus 로고
    • Techniques for testing the constancy of regression relationships over time
    • Brown, R. L., Durbin, J. & Evans, J. M. 1975 Techniques for testing the constancy of regression relationships over time. J. R. Stat. Soc. B (Method.) 37, 149-192. See http:// www.jstor.org/stable/i349758.
    • (1975) J. R. Stat. Soc. B (Method.) , vol.37 , pp. 149-192
    • Brown, R.L.1    Durbin, J.2    Evans, J.M.3
  • 43
    • 0039198662 scopus 로고
    • Some Bayesian inferences for a changing linear model
    • doi:10.2307/1268385
    • Chin Choy, J. H. & Broemeling, L. D. 1980 Some Bayesian inferences for a changing linear model. Technometrics 22, 71-78. (doi:10.2307/1268385)
    • (1980) Technometrics , vol.22 , pp. 71-78
    • Chin Choy, J.H.1    Broemeling, L.D.2
  • 44
    • 0004030236 scopus 로고
    • A Bayesian significance test of the stationarity of regression parameters
    • doi:10.1093/biomet/78.3.667
    • Kim, D. C. 1991 A Bayesian significance test of the stationarity of regression parameters. Biometrika 78, 667-675. (doi:10.1093/biomet/78.3.667)
    • (1991) Biometrika , vol.78 , pp. 667-675
    • Kim, D.C.1
  • 45
    • 0001262163 scopus 로고
    • Testing for climate change: An application of the two-phase regression model
    • doi:10.1175/1520-0450(1987)026<1401:TFCCAA> 2.0.CO;2
    • Solow, A. R. 1987 Testing for climate change: an application of the two-phase regression model. J. Clim. Appl. Meteorol. 26, 1401-1405. (doi:10.1175/1520-0450(1987)026<1401:TFCCAA> 2.0.CO;2)
    • (1987) J. Clim. Appl. Meteorol , vol.26 , pp. 1401-1405
    • Solow, A.R.1
  • 46
    • 0034772383 scopus 로고    scopus 로고
    • Bayesian estimation of change points using the general linear model
    • DOI 10.1029/2001WR000311
    • Rasmussen, P. 2001 Bayesian estimation of change points using the general linear model. Water Resour. Res. 37, 2723-2731. (doi:10.1029/2001WR000311) (Pubitemid 32996667)
    • (2001) Water Resources Research , vol.37 , Issue.11 , pp. 2723-2731
    • Rasmussen, P.1
  • 47
    • 33846843468 scopus 로고    scopus 로고
    • Bayesian multivariate linear regression with application to change point models in hydrometeorological variables
    • DOI 10.1029/2005WR004835
    • Seidou, O., Asselin, J. J. & Ouarda, T. 2007 Bayesian multivariate linear regression with application to change point models in hydrometeorological variables. Water Resour. Res. 43, W08401. (doi:10.1029/2005WR004835) (Pubitemid 47509783)
    • (2007) Water Resources Research , vol.43 , Issue.8
    • Seidou, O.1    Asselin, J.J.2    Ouarda, T.B.M.J.3
  • 48
    • 0028837746 scopus 로고
    • A new method for detecting undocumented discontinuities in climatological time series
    • doi:10.1002/ joc.3370150403
    • Easterling, D. R. & Peterson, T. C. 1995 A new method for detecting undocumented discontinuities in climatological time series. Int. J. Climatol. 15, 369-377. (doi:10.1002/ joc.3370150403)
    • (1995) Int. J. Climatol , vol.15 , pp. 369-377
    • Easterling, D.R.1    Peterson, T.C.2
  • 49
    • 0036749135 scopus 로고    scopus 로고
    • Detection of undocumented changepoints: A revision of the two-phase regression model
    • Lund, R. & Reeves, J. 2002 Detection of undocumented changepoints: a revision of the two-phase regression model. J. Clim. 15, 2547-2554. (doi:10.1175/1520-0442(2002)015 <2547:DOUCAR>2.0.CO;2) (Pubitemid 35170058)
    • (2002) Journal of Climate , vol.15 , Issue.17 , pp. 2547-2554
    • Lund, R.1    Reeves, J.2
  • 50
    • 26844513451 scopus 로고    scopus 로고
    • Detection of undocumented changepoints: A revision of the two-phase regression model
    • Comments on ,doi:10.1175/1520-0442(2003)016 <3383:CODOUC>2.0.CO;2
    • Wang, X. L. 2003 Comments on "Detection of undocumented changepoints: a revision of the two-phase regression model". J. Clim. 16, 3383-3385. (doi:10.1175/1520-0442(2003)016 <3383:CODOUC>2.0.CO;2)
    • (2003) J. Clim , vol.16 , pp. 3383-3385
    • Wang, X.L.1
  • 51
    • 56349086989 scopus 로고    scopus 로고
    • Methods for starting the detection of undocumented multiple changepoints
    • doi:10.1175/2008 JCLI1956.1
    • Gerard-Marchant, P. G. F., Stooksbury, D. E. & Seymour, L. 2008 Methods for starting the detection of undocumented multiple changepoints. J. Clim. 21, 4887-4899. (doi:10.1175/2008 JCLI1956.1)
    • (2008) J. Clim , vol.21 , pp. 4887-4899
    • Gerard-Marchant, P.G.F.1    Stooksbury, D.E.2    Seymour, L.3
  • 52
    • 33847378251 scopus 로고
    • Estimating the number of change-points via Schwarz' criterion
    • doi:10.1016/0167-7152(88)90118-6
    • Yao, Y.-C. 1988 Estimating the number of change-points via Schwarz' criterion. Stat. Probab. Lett. 6, 181-189. (doi:10.1016/0167-7152(88)90118-6)
    • (1988) Stat. Probab. Lett , vol.6 , pp. 181-189
    • Yao, Y.-C.1
  • 53
    • 84870258974 scopus 로고    scopus 로고
    • An MDL approach to the climate segmentation problem
    • doi:10.1214/09-AOAS289
    • Lu, Q. Q., Lund, R. & Lee, T. C. M. 2010 An MDL approach to the climate segmentation problem. Ann. Appl. Stat. 4, 299-319. (doi:10.1214/09- AOAS289)
    • (2010) Ann. Appl. Stat , vol.4 , pp. 299-319
    • Lu, Q.Q.1    Lund, R.2    Lee, T.C.M.3
  • 54
    • 33846793079 scopus 로고    scopus 로고
    • Recursion-based multiple changepoint detection in multiple linear regression and application to river streamflows
    • doi:10.1029/ 2006WR005021
    • Seidou, O. & Ouarda, T. 2007 Recursion-based multiple changepoint detection in multiple linear regression and application to river streamflows. Water Resour. Res. 43, W07404. (doi:10.1029/ 2006WR005021)
    • (2007) Water Resour. Res , vol.43
    • Seidou, O.1    Ouarda, T.2
  • 55
    • 72149092370 scopus 로고    scopus 로고
    • Bayesian multiple change points and segmentation: Application to homogenization of climatic series
    • doi:10.1029/2008 WR007689
    • Hannart, A. & Naveau, P. 2009 Bayesian multiple change points and segmentation: application to homogenization of climatic series. Water Resour. Res. 45, W10444. (doi:10.1029/2008 WR007689)
    • (2009) Water Resour. Res , vol.45
    • Hannart, A.1    Naveau, P.2
  • 56
    • 79951659558 scopus 로고    scopus 로고
    • A simultaneous analysis of gradual and abrupt changes in Canadian low streamflows
    • doi:10.1002/hyp.7861
    • Ehsanzadeh, E., Ouarda, T. B. M. J. & Saley, H. M. 2011 A simultaneous analysis of gradual and abrupt changes in Canadian low streamflows. Hydrol. Process. 25, 727-739. (doi:10.1002/hyp.7861)
    • (2011) Hydrol. Process , vol.25 , pp. 727-739
    • Ehsanzadeh, E.1    Ouarda, T.B.M.J.2    Saley, H.M.3
  • 57
    • 36248953383 scopus 로고    scopus 로고
    • Statistical methods in the atmospheric sciences
    • 2nd edn. Burlington, MA: Academic Press
    • Wilks, D. S. 2006 Statistical methods in the atmospheric sciences, 2nd edn. International Geophysics Series, vol. 91. Burlington, MA: Academic Press.
    • (2006) International Geophysics Series , vol.91
    • Wilks, D.S.1
  • 58
    • 33645234893 scopus 로고    scopus 로고
    • Bayesian multiple changepoint analysis of hurricane activity in the eastern North Pacific: A Markov chain Monte Carlo approach
    • doi:10.1175/JCLI3628.1
    • Zhao, X. & Chu, P. S. 2006 Bayesian multiple changepoint analysis of hurricane activity in the eastern North Pacific: a Markov chain Monte Carlo approach. J. Clim. 19, 564-578. (doi:10.1175/JCLI3628.1)
    • (2006) J. Clim , vol.19 , pp. 564-578
    • Zhao, X.1    Chu, P.S.2
  • 59
    • 33846369179 scopus 로고    scopus 로고
    • Maximum log-likelihood ratio test for a change in three parameter Weibull distribution
    • doi:10.1016/j.jspi.2006.03.013
    • Jarušková, D. 2007 Maximum log-likelihood ratio test for a change in three parameter Weibull distribution. J. Stat. Plann. Inf. 137, 1805-1815. (doi:10.1016/j.jspi.2006.03.013)
    • (2007) J. Stat. Plann. Inf , vol.137 , pp. 1805-1815
    • Jarušková, D.1
  • 60
    • 42549167070 scopus 로고    scopus 로고
    • Analysis of annual maximal and minimal temperatures for some European cities by change point methods
    • DOI 10.1002/env.865
    • Jarušková, D. & Rencová, M. 2008 Analysis of annual maximal and minimal temperatures for some European cities by change point methods. Environmetrics 19, 221-233. (doi:10.1002/ env.865) (Pubitemid 351580166)
    • (2008) Environmetrics , vol.19 , Issue.3 , pp. 221-233
    • Jaruskova, D.1    Rencova, M.2
  • 61
    • 77953665887 scopus 로고    scopus 로고
    • Bayesian changepoint analysis for extreme events (typhoons heavy rainfall and heat waves): An RJMCMC approach
    • doi:10.1175/2009 JCLI2597.1
    • Zhao, X. & Chu, P. S. 2010 Bayesian changepoint analysis for extreme events (typhoons, heavy rainfall, and heat waves): an RJMCMC approach. J. Clim. 23, 1034-1046. (doi:10.1175/2009 JCLI2597.1)
    • (2010) J. Clim , vol.23 , pp. 1034-1046
    • Zhao, X.1    Chu, P.S.2
  • 62
    • 78650649639 scopus 로고    scopus 로고
    • Change point analysis of extreme values
    • doi:10.1002/env.1041
    • Dierckx, G. & Teugels, J. L. 2010 Change point analysis of extreme values. Environmetrics 21, 661-686. (doi:10.1002/env.1041)
    • (2010) Environmetrics , vol.21 , pp. 661-686
    • Dierckx, G.1    Teugels, J.L.2
  • 63
    • 0001138326 scopus 로고
    • A non-parametric approach to the change-point problem
    • doi:10.2307/2346729
    • Pettitt, A. N. 1979 A non-parametric approach to the change-point problem. Appl. Stat. 28, 126-135. (doi:10.2307/2346729)
    • (1979) Appl. Stat , vol.28 , pp. 126-135
    • Pettitt, A.N.1
  • 64
    • 0033385552 scopus 로고    scopus 로고
    • Climate change in Ireland from precipitation and streamflow observations
    • DOI 10.1016/S0309-1708(99)00018-4, PII S0309170899000184, Water resources and climate change processes
    • Kiely, G. 1999 Climate change in Ireland from precipitation and streamflow observations. Adv. Water Resour. 23, 141-151. (doi:10.1016/S0309- 1708(99)00018-4) (Pubitemid 30037312)
    • (1999) Advances in Water Resources , vol.23 , Issue.2 , pp. 141-151
    • Kiely, G.1
  • 65
    • 0030405159 scopus 로고    scopus 로고
    • Resistant, robust and non-parametric techniques for the analysis of climate data: Theory and examples, including applications to historical radiosonde station data
    • doi:10.1002/(SICI)1097- 088(199611)16:11<1197::AID-JOC89>3.0.CO;2-L
    • Lanzante, J. R. 1996 Resistant, robust and non-parametric techniques for the analysis of climate data: theory and examples, including applications to historical radiosonde station data. Int. J. Climatol. 16, 1197-1226. (doi:10.1002/(SICI)1097- 088(199611)16:11<1197::AID-JOC89>3.0.CO;2-L)
    • (1996) Int. J. Climatol , vol.16 , pp. 1197-1226
    • Lanzante, J.R.1
  • 66
    • 33645810569 scopus 로고    scopus 로고
    • Attributes of several methods for detecting discontinuities in mean temperature series
    • doi:10.1175/JCLI3662.1
    • DeGaetano, A. T. 2006 Attributes of several methods for detecting discontinuities in mean temperature series. J. Clim. 19, 838-853. (doi:10.1175/JCLI3662.1)
    • (2006) J. Clim , vol.19 , pp. 838-853
    • Degaetano, A.T.1
  • 67
    • 0022810004 scopus 로고
    • Change-point problem with correlated observations, with an application in material accountancy
    • Henderson, R. 1986 Change-point problem with correlated observations, with an application in material accountancy. Technometrics 28, 381-389. (doi:10.2307/1268987) (Pubitemid 17476792)
    • (1986) Technometrics , vol.28 , Issue.4 , pp. 381-389
    • Henderson, R.1
  • 68
    • 21144484439 scopus 로고
    • The effect of serial correlation on tests for parameter change at unknown time
    • doi:10.1214/aos/1176349042
    • Tang, S. M. & MacNeill, I. B. 1993 The effect of serial correlation on tests for parameter change at unknown time. Ann. Stat. 21, 552-575. (doi:10.1214/aos/1176349042)
    • (1993) Ann. Stat , vol.21 , pp. 552-575
    • Tang, S.M.1    MacNeill, I.B.2
  • 69
    • 78650662543 scopus 로고    scopus 로고
    • Change-point analysis of mean annual rainfall data from Tucuman, Argentina
    • doi:10.1002/env.1038
    • Jandhyala, V. K., Fotopoulos, S. B. & You, J. 2010 Change-point analysis of mean annual rainfall data from Tucuman, Argentina. Environmetrics 21, 687-697. (doi:10.1002/env.1038)
    • (2010) Environmetrics , vol.21 , pp. 687-697
    • Jandhyala, V.K.1    Fotopoulos, S.B.2    You, J.3
  • 70
    • 5444224068 scopus 로고    scopus 로고
    • An assessment of three alternatives to linear trends for characterizing global atmospheric temperature changes
    • DOI 10.1029/2003JD004414
    • Seidel, D. J. & Lanzante, J. R. 2004 An assessment of three alternatives to linear trends for characterizing global atmospheric temperature changes. J. Geophys. Res.-Atmos. 109, D14108. (doi:10.1029/2003JD004414) (Pubitemid 39364464)
    • (2004) Journal of Geophysical Research D: Atmospheres , vol.109 , Issue.14
    • Seidel, D.J.1    Lanzante, J.R.2
  • 71
    • 79954534900 scopus 로고    scopus 로고
    • Mean shift testing in correlated data
    • doi:10.1111/j.1467-9892.2010.00707.x
    • Robbins, M., Gallagher, C., Lund, R. & Aue, A. 2011 Mean shift testing in correlated data. J. Time Ser. Anal. 32, 498-511. (doi:10.1111/j.1467- 9892.2010.00707.x)
    • (2011) J. Time Ser. Anal , vol.32 , pp. 498-511
    • Robbins, M.1    Gallagher, C.2    Lund, R.3    Aue, A.4
  • 72
    • 33947205014 scopus 로고    scopus 로고
    • Block permutation principles for change analysis of dependent data
    • doi:10.1016/j.jspi.2006.03.013
    • Kirch, C. 2007 Block permutation principles for change analysis of dependent data. J. Stat. Plann. Inf. 137, 1805-1815. (doi:10.1016/j.jspi.2006. 03.013)
    • (2007) J. Stat. Plann. Inf , vol.137 , pp. 1805-1815
    • Kirch, C.1
  • 73
    • 0000999642 scopus 로고
    • Jump and sharp cusp detection by wavelets
    • doi:10.1093/biomet/82.2.385
    • Wang, Y. Z. 1995 Jump and sharp cusp detection by wavelets. Biometrika 82, 385-397. (doi:10.1093/biomet/82.2.385)
    • (1995) Biometrika , vol.82 , pp. 385-397
    • Wang, Y.Z.1
  • 74
    • 0034353388 scopus 로고    scopus 로고
    • The record breaking global temperatures of 1997 and 1998: Evidence for an increase in the rate of global warming?
    • doi:10.1029/1999GL010877
    • Karl, T. R., Knight, R. W. & Baker, B. 2000 The record breaking global temperatures of 1997 and 1998: evidence for an increase in the rate of global warming? Geophys. Res. Lett. 27, 719-722. (doi:10.1029/1999GL010877)
    • (2000) Geophys. Res. Lett , vol.27 , pp. 719-722
    • Karl, T.R.1    Knight, R.W.2    Baker, B.3
  • 76
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • doi:10.1214/ aos/1176344136
    • Schwarz, G. 1978 Estimating the dimension of a model. Ann. Stat. 6, 461-464. (doi:10.1214/ aos/1176344136)
    • (1978) Ann. Stat , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 77
    • 0029473442 scopus 로고
    • Extension and integration of atmospheric carbon dioxide data into a globally consistent measurement record
    • doi:10.1029/95JD00859
    • Masarie, K. A. & Tans, P. P. 1995 Extension and integration of atmospheric carbon dioxide data into a globally consistent measurement record. J. Geophys. Res.-Atmos. 100(D6), 11 593- 11 610. (doi:10.1029/95JD00859)
    • (1995) J. Geophys. Res.-Atmos , vol.100 , Issue.D6 , pp. 11593-11610
    • Masarie, K.A.1    Tans, P.P.2
  • 78
    • 0024472366 scopus 로고
    • Atmospheric carbon dioxide at Mauna Loa Observatory. 2. Analysis of the NOAA GMCC data, 1974-1985
    • Thoning, K. W., Tans, P. P. & Komhyr, W. D. 1989 Atmospheric carbon dioxide at Mauna Loa Observatory 2. Analysis of the NOAA GMCC data, 1974-1985. J. Geophys. Res. 94(D6), 8549-8565. (doi:10.1029/JD094iD06p08549) (Pubitemid 19206735)
    • (1989) Journal of Geophysical Research , vol.94 , Issue.D6 , pp. 8549-8565
    • Thoning, K.W.1    Tans, P.P.2
  • 79
    • 22144487208 scopus 로고    scopus 로고
    • IntCal04 terrestrial radiocarbon age calibration, 0-26 cal kyr BP
    • Reimer, P. J., et al. 2004 IntCal04 terrestrial radiocarbon age calibration, 0-26 cal kyr BP. Radiocarbon 46, 1029-1058. See ttps://journals.uair.arizona.edu/index.php/radiocarbon/article/view/4167.
    • (2004) Radiocarbon , vol.46 , pp. 1029-1058
    • Reimer, P.J.1
  • 80
    • 70349410251 scopus 로고    scopus 로고
    • SHCal04 Southern Hemisphere calibration, 0-11.0 cal kyr BP
    • McCormac, F. G., Hogg, A. G., Blackwell, P. G., Buck, C. E., Higham, T. F. G. & Reimer, P. J. 2004 SHCal04 Southern Hemisphere calibration, 0-11.0 cal kyr BP. Radiocarbon 46, 1087-1092. See https://journals.uair.arizona.edu/ index.php/radiocarbon/article/view/4169
    • (2004) Radiocarbon , vol.46 , pp. 1087-1092
    • McCormac, F.G.1    Hogg, A.G.2    Blackwell, P.G.3    Buck, C.E.4    Higham, T.F.G.5    Reimer, P.J.6
  • 81
    • 33846396801 scopus 로고    scopus 로고
    • Does the El Niño-Southern Oscillation control the interhemispheric radiocarbon offset?
    • DOI 10.1016/j.yqres.2006.08.008, PII S0033589406001104
    • Turney, C. S. M. & Palmer, J. G. 2007 Does the El Niño-Southern Oscillation control the interhemispheric radiocarbon offset? Quat. Res. 67, 174-180. (doi:10.1016/j.yqres.2006.08.008) (Pubitemid 46131067)
    • (2007) Quaternary Research , vol.67 , Issue.1 , pp. 174-180
    • Turney, C.S.M.1    Palmer, J.G.2
  • 82
    • 84864528261 scopus 로고    scopus 로고
    • Interhemispheric gradient of radiocarbon reveals natural variability of Southern Ocean winds
    • doi:10.5194/cpd-7-347-2011
    • Rodgers, K. B. et al. 2011 Interhemispheric gradient of radiocarbon reveals natural variability of Southern Ocean winds. Clim. Past Discuss. 7, 347-379. (doi:10.5194/cpd-7-347-2011)
    • (2011) Clim. Past Discuss , vol.7 , pp. 347-379
    • Rodgers, K.B.1
  • 83
    • 0041972432 scopus 로고    scopus 로고
    • Comparison of techniques for detection of discontinuities in temperature series
    • DOI 10.1002/joc.924
    • Ducré-Robitaille, J. F., Vincent, L. A. & Boulet, G. 2003 Comparison of techniques for detection of discontinuities in temperature series. Int. J. Climatol. 23, 1087-1101. (doi:10.1002/joc.924) (Pubitemid 37008062)
    • (2003) International Journal of Climatology , vol.23 , Issue.9 , pp. 1087-1101
    • Ducre-Robitaille, J.-F.1    Vincent, L.A.2    Boulet, G.3
  • 84
    • 77956889087 scopus 로고
    • Reversible jump Markov chain Monte Carlo computation and Bayesian model determination
    • doi:10.1093/biomet/82.4.711
    • Green, P. J. 1995 Reversible jump Markov chain Monte Carlo computation and Bayesian model determination. Biometrika 82, 711-732. (doi:10.1093/biomet/ 82.4.711)
    • (1995) Biometrika , vol.82 , pp. 711-732
    • Green, P.J.1
  • 85
    • 0034374610 scopus 로고    scopus 로고
    • Bayesian analysis of mixture models with an unknown number of components: An alternative to reversible jump methods
    • doi:10.1214/aos/
    • Stephens, M. 2000 Bayesian analysis of mixture models with an unknown number of components: an alternative to reversible jump methods. Ann. Stat. 28, 40-74. (doi:10.1214/aos/)
    • (2000) Ann. Stat , vol.28 , pp. 40-74
    • Stephens, M.1
  • 87
    • 0141879236 scopus 로고    scopus 로고
    • Model selection and the principle of minimum description length
    • DOI 10.1198/016214501753168398
    • Hansen, M. H. & Yu, B. 2001 Model selection and the principle of minimum description length. J. Am. Stat. Assoc. 96, 746-774. (doi:10.1198/016214501753168398) (Pubitemid 33283753)
    • (2001) Journal of the American Statistical Association , vol.96 , Issue.454 , pp. 746-773
    • Hansen, M.H.1    Yu, B.2
  • 88
    • 34548036505 scopus 로고    scopus 로고
    • A modified method for detecting incipient bifurcations in a dynamical system
    • DOI 10.1029/2006GL028672
    • Livina, V. N. & Lenton, T. M. 2007 A modified method for detecting incipient bifurcations in a dynamical system. Geophys. Res. Lett. 34, L03712. (doi:10.1029/2006GL028672) (Pubitemid 47277613)
    • (2007) Geophysical Research Letters , vol.34 , Issue.3
    • Livina, V.N.1    Lenton, T.M.2
  • 89
    • 55749083715 scopus 로고    scopus 로고
    • Slowing down as an early warning signal for abrupt climate change
    • doi:10.1073/pnas.0802430105
    • Dakos, V., Scheffer, M., van Nes, E. H., Brovkin, V., Petoukhov, V. & Held, H. 2008 Slowing down as an early warning signal for abrupt climate change. Proc. Natl Acad. Sci. USA 105, 14308-14312. (doi:10.1073/pnas. 0802430105)
    • (2008) Proc. Natl Acad. Sci. USA , vol.105 , pp. 14308-14312
    • Dakos, V.1    Scheffer, M.2    Van Nes, E.H.3    Brovkin, V.4    Petoukhov, V.5    Held, H.6
  • 90
    • 69949088984 scopus 로고    scopus 로고
    • Early warning signals for critical transitions
    • doi:10.1038/nature08227
    • Scheffer, M. et al. 2009 Early warning signals for critical transitions. Nature 461, 53-59. (doi:10.1038/nature08227)
    • (2009) Nature , vol.461 , pp. 53-59
    • Scheffer, M.1
  • 91
    • 84857328017 scopus 로고    scopus 로고
    • Early warning of climate tipping points from critical slowing down: Comparing methods to improve robustness
    • doi:10.1098/rsta.2011.0304
    • Lenton, T. M., Livina, V. N., Dakos, V., van Nes, E. H. & Scheffer, M. 2012 Early warning of climate tipping points from critical slowing down: comparing methods to improve robustness. Phil. Trans. R. Soc. A 370, 1185-1204. (doi:10.1098/rsta.2011.0304)
    • (2012) Phil. Trans. R. Soc. A , vol.370 , pp. 1185-1204
    • Lenton, T.M.1    Livina, V.N.2    Dakos, V.3    Van Nes, E.H.4    Scheffer, M.5
  • 92
    • 84863393040 scopus 로고    scopus 로고
    • Nonlinear softening as a predictive precursor to climate tipping
    • doi:10.1098/rsta.2011.0372
    • Sieber, J. & Thompson, J. M. T. 2012 Nonlinear softening as a predictive precursor to climate tipping. Phil. Trans. R. Soc. A 370, 1205-1227. (doi:10.1098/rsta.2011.0372)
    • (2012) Phil. Trans. R. Soc. A , vol.370 , pp. 1205-1227
    • Sieber, J.1    Thompson, J.M.T.2
  • 93
    • 78650514825 scopus 로고    scopus 로고
    • Schwarz information criterion based tests for a change-point in regression models
    • doi:10.1007/s00362-008-0186-4
    • Nosek, K. 2008 Schwarz information criterion based tests for a change-point in regression models. Stat. Papers 51, 915-929. (doi:10.1007/s00362-008-0186-4)
    • (2008) Stat. Papers , vol.51 , pp. 915-929
    • Nosek, K.1


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