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Volumn 29, Issue 1, 2014, Pages 133-160

Maximum likelihood estimation of factor models on datasets with arbitrary pattern of missing data

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EID: 84892845697     PISSN: 08837252     EISSN: 10991255     Source Type: Journal    
DOI: 10.1002/jae.2306     Document Type: Article
Times cited : (261)

References (52)
  • 3
    • 0037277111 scopus 로고    scopus 로고
    • Inferential theory for factor models of large dimensions
    • Bai J 2003. Inferential theory for factor models of large dimensions. Econometrica 71(1): 135-171.
    • (2003) Econometrica , vol.71 , Issue.1 , pp. 135-171
    • Bai, J.1
  • 4
    • 33846119127 scopus 로고    scopus 로고
    • Determining the number of primitive shocks in factor models
    • Bai J, Ng S. 2007. Determining the number of primitive shocks in factor models. Journal of Business and Economic Statistics 25: 52-60.
    • (2007) Journal of Business and Economic Statistics , vol.25 , pp. 52-60
    • Bai, J.1    Ng, S.2
  • 5
    • 78650961936 scopus 로고    scopus 로고
    • A look into the factor model black box: publication lags and the role of hard and soft data in forecasting GDP
    • Bańbura M, Rünstler G. 2011. A look into the factor model black box: publication lags and the role of hard and soft data in forecasting GDP. International Journal of Forecasting 27: 333-346.
    • (2011) International Journal of Forecasting , vol.27 , pp. 333-346
    • Bańbura, M.1    Rünstler, G.2
  • 8
    • 58149183856 scopus 로고    scopus 로고
    • Regional inflation dynamics within and across euro area countries and comparison with the US
    • Beck G, Hubrich K, Marcellino M. 2009. Regional inflation dynamics within and across euro area countries and comparison with the US. Economic Policy 24: 141-184.
    • (2009) Economic Policy , vol.24 , pp. 141-184
    • Beck, G.1    Hubrich, K.2    Marcellino, M.3
  • 9
    • 84892840085 scopus 로고    scopus 로고
    • Reconciling disaggregate evidence with macroeconomic models: new evidence from a disaggregate euro area dataset on price-setting. Mimeo, ECB, Frankfurt am Main.
    • Beck G, Hubrich K, Marcellino M. 2010. Reconciling disaggregate evidence with macroeconomic models: new evidence from a disaggregate euro area dataset on price-setting. Mimeo, ECB, Frankfurt am Main.
    • (2010)
    • Beck, G.1    Hubrich, K.2    Marcellino, M.3
  • 10
    • 33846578837 scopus 로고    scopus 로고
    • Structural factor-augmented VARs (SFAVARs) and the effects of monetary policy
    • Belviso F, Milani F. 2006. Structural factor-augmented VARs (SFAVARs) and the effects of monetary policy. B.E. Journal of Macroeconomics 6(3).
    • (2006) B.E. Journal of Macroeconomics , vol.6 , Issue.3
    • Belviso, F.1    Milani, F.2
  • 11
  • 12
    • 15544377383 scopus 로고    scopus 로고
    • Measuring monetary policy: a factor augmented autoregressive (FAVAR) approach
    • Bernanke B, Boivin J, Eliasz P. 2005. Measuring monetary policy: a factor augmented autoregressive (FAVAR) approach. Quarterly Journal of Economics 120: 387-422.
    • (2005) Quarterly Journal of Economics , vol.120 , pp. 387-422
    • Bernanke, B.1    Boivin, J.2    Eliasz, P.3
  • 13
    • 33646162895 scopus 로고    scopus 로고
    • Are more data always better for factor analysis?
    • Boivin J, Ng S. 2006. Are more data always better for factor analysis? Journal of Econometrics 132(1): 169-194.
    • (2006) Journal of Econometrics , vol.132 , Issue.1 , pp. 169-194
    • Boivin, J.1    Ng, S.2
  • 14
    • 84892864285 scopus 로고    scopus 로고
    • Estimating US monetary policy shocks using a factor-augmented vector autoregression: an EM algorithm approach. CREATES Research Paper 2009-11, School of Economics and Management, University of Aarhus.
    • Bork L. 2009. Estimating US monetary policy shocks using a factor-augmented vector autoregression: an EM algorithm approach. CREATES Research Paper 2009-11, School of Economics and Management, University of Aarhus.
    • (2009)
    • Bork, L.1
  • 15
    • 84892879285 scopus 로고    scopus 로고
    • Identification of macroeconomic factors in large panels. CREATES Research Paper 2009-43, School of Economics and Management, University of Aarhus.
    • Bork L, Dewachter H, Houssa R. 2009. Identification of macroeconomic factors in large panels. CREATES Research Paper 2009-43, School of Economics and Management, University of Aarhus.
    • (2009)
    • Bork, L.1    Dewachter, H.2    Houssa, R.3
  • 16
    • 77953511561 scopus 로고    scopus 로고
    • Introducing the euro-sting: short-term indicator of euro area growth
    • Camacho M, Perez-Quiros G. 2010. Introducing the euro-sting: short-term indicator of euro area growth. Journal of Applied Econometrics 25(4): 663-694.
    • (2010) Journal of Applied Econometrics , vol.25 , Issue.4 , pp. 663-694
    • Camacho, M.1    Perez-Quiros, G.2
  • 17
    • 0000193853 scopus 로고
    • On Gibbs sampling for state space models
    • Carter CK, Kohn R. 1994. On Gibbs sampling for state space models. Biometrika 81: 541-553.
    • (1994) Biometrika , vol.81 , pp. 541-553
    • Carter, C.K.1    Kohn, R.2
  • 18
    • 0000436587 scopus 로고
    • Performance measurement with arbitrage pricing theory: a new framework for analysis
    • Connor G, Korajczyk RA. 1986. Performance measurement with arbitrage pricing theory: a new framework for analysis. Journal of Financial Economics 15: 373-394.
    • (1986) Journal of Financial Economics , vol.15 , pp. 373-394
    • Connor, G.1    Korajczyk, R.A.2
  • 21
    • 79960364553 scopus 로고    scopus 로고
    • A two-step estimator for large approximate dynamic factor models based on Kalman filtering
    • Doz C, Giannone D, Reichlin L. 2011. A two-step estimator for large approximate dynamic factor models based on Kalman filtering. Journal of Econometrics 164(1): 188-205.
    • (2011) Journal of Econometrics , vol.164 , Issue.1 , pp. 188-205
    • Doz, C.1    Giannone, D.2    Reichlin, L.3
  • 23
    • 84892885335 scopus 로고    scopus 로고
    • ECB. Short-term forecasts of economic activity in the euro area. ECB Monthly Bulletin (April): 69-74.
    • ECB. 2008. Short-term forecasts of economic activity in the euro area. ECB Monthly Bulletin (April): 69-74.
    • (2008)
  • 25
    • 0001600765 scopus 로고    scopus 로고
    • Let's get real: a factor analytical approach to disaggregated business cycle dynamics
    • Forni M, Reichlin L. 1998. Let's get real: a factor analytical approach to disaggregated business cycle dynamics. Review of Economic Studies 65(3): 453-473.
    • (1998) Review of Economic Studies , vol.65 , Issue.3 , pp. 453-473
    • Forni, M.1    Reichlin, L.2
  • 26
    • 0035141996 scopus 로고    scopus 로고
    • Federal policies and local economies: Europe and the US
    • Forni M, Reichlin L. 2001. Federal policies and local economies: Europe and the US. European Economic Review 45: 109-134.
    • (2001) European Economic Review , vol.45 , pp. 109-134
    • Forni, M.1    Reichlin, L.2
  • 27
    • 0141799949 scopus 로고    scopus 로고
    • Do financial variables help forecasting inflation and real activity in the euro area?
    • Forni M, Hallin M, Lippi M, Reichlin L. 2003. Do financial variables help forecasting inflation and real activity in the euro area? Journal of Monetary Economics 50: 1243-1255.
    • (2003) Journal of Monetary Economics , vol.50 , pp. 1243-1255
    • Forni, M.1    Hallin, M.2    Lippi, M.3    Reichlin, L.4
  • 29
    • 0002931014 scopus 로고
    • The dynamic factor analysis of economic time series models
    • In, Aigner D, Goldberger A (eds). North-Holland: Amsterdam;
    • Geweke JF. 1977. The dynamic factor analysis of economic time series models. In Latent Variables in Socioeconomic Models, Aigner D, Goldberger A (eds). North-Holland: Amsterdam; 365-383.
    • (1977) Latent Variables in Socioeconomic Models , pp. 365-383
    • Geweke, J.F.1
  • 30
    • 0003072876 scopus 로고
    • Maximum likelihood 'confirmatory' factor analysis of economic time series
    • Geweke JF, Singleton KJ. 1981. Maximum likelihood 'confirmatory' factor analysis of economic time series. International Economic Review 22: 37-54.
    • (1981) International Economic Review , vol.22 , pp. 37-54
    • Geweke, J.F.1    Singleton, K.J.2
  • 31
    • 21244451040 scopus 로고    scopus 로고
    • Monetary policy in real time
    • In, Gertler M, Rogoff K (eds). MIT Press: Cambridge, MA;
    • Giannone D, Reichlin L, Sala L. 2004. Monetary policy in real time. In NBER Macroeconomics Annual, Gertler M, Rogoff K (eds). MIT Press: Cambridge, MA; 161-200.
    • (2004) NBER Macroeconomics Annual , pp. 161-200
    • Giannone, D.1    Reichlin, L.2    Sala, L.3
  • 32
    • 46949109976 scopus 로고    scopus 로고
    • Nowcasting: the real-time informational content of macroeconomic data
    • Giannone D, Reichlin L, Small D. 2008. Nowcasting: the real-time informational content of macroeconomic data. Journal of Monetary Economics 55(4): 665-676.
    • (2008) Journal of Monetary Economics , vol.55 , Issue.4 , pp. 665-676
    • Giannone, D.1    Reichlin, L.2    Small, D.3
  • 33
    • 70350645358 scopus 로고    scopus 로고
    • Nowcasting euro area economic activity in real-time: the role of confidence indicator
    • Giannone D, Reichlin L, Simonelli S. 2009. Nowcasting euro area economic activity in real-time: the role of confidence indicator. National Institute Economic Review 210: 90-97.
    • (2009) National Institute Economic Review , vol.210 , pp. 90-97
    • Giannone, D.1    Reichlin, L.2    Simonelli, S.3
  • 34
    • 84892859310 scopus 로고    scopus 로고
    • Likelihood-based analysis for dynamic factor models. Tinbergen Institute Discussion Paper 08-007/4, Tinbergen Institute, Amsterdam.
    • Jungbacker B, Koopman SJ. 2008. Likelihood-based analysis for dynamic factor models. Tinbergen Institute Discussion Paper 08-007/4, Tinbergen Institute, Amsterdam.
    • (2008)
    • Jungbacker, B.1    Koopman, S.J.2
  • 36
    • 77957888330 scopus 로고
    • Disturbance smoother for state space models
    • Koopman S 1993. Disturbance smoother for state space models. Biometrika 80: 117-126.
    • (1993) Biometrika , vol.80 , pp. 117-126
    • Koopman, S.1
  • 37
    • 0008617716 scopus 로고    scopus 로고
    • Fast filtering and smoothing for multivariate state space models
    • Koopman SJ, Durbin J. 2000. Fast filtering and smoothing for multivariate state space models. Journal of Time Series Analysis 21(3): 281-296.
    • (2000) Journal of Time Series Analysis , vol.21 , Issue.3 , pp. 281-296
    • Koopman, S.J.1    Durbin, J.2
  • 38
    • 3042673957 scopus 로고    scopus 로고
    • International business cycles: world, region, and country-specific factors
    • Kose MA, Otrok C, Whiteman CH. 2003. International business cycles: world, region, and country-specific factors. American Economic Review 93: 1216-1239.
    • (2003) American Economic Review , vol.93 , pp. 1216-1239
    • Kose, M.A.1    Otrok, C.2    Whiteman, C.H.3
  • 39
    • 84892840759 scopus 로고    scopus 로고
    • Pooling versus model selection for nowcasting with many predictors: an application to German GDP. CEPR Discussion Paper 7197, CEPR, London.
    • Kuzin V, Marcellino M, Schumacher C. 2009. Pooling versus model selection for nowcasting with many predictors: an application to German GDP. CEPR Discussion Paper 7197, CEPR, London.
    • (2009)
    • Kuzin, V.1    Marcellino, M.2    Schumacher, C.3
  • 40
    • 0042658073 scopus 로고    scopus 로고
    • A new coincident index of business cycles based on monthly and quarterly series
    • Mariano R, Murasawa Y. 2003. A new coincident index of business cycles based on monthly and quarterly series. Journal of Applied Econometrics 18: 427-443.
    • (2003) Journal of Applied Econometrics , vol.18 , pp. 427-443
    • Mariano, R.1    Murasawa, Y.2
  • 42
    • 84892839788 scopus 로고    scopus 로고
    • The forecasting power of international yield curve linkages. Working Paper Series 1044, European Central Bank, Frankfurt am Main.
    • Modugno M, Nikolaou K. 2009. The forecasting power of international yield curve linkages. Working Paper Series 1044, European Central Bank, Frankfurt am Main.
    • (2009)
    • Modugno, M.1    Nikolaou, K.2
  • 43
    • 0008176912 scopus 로고
    • A dynamic index model for large cross-section
    • In, Indicators and Forecasting, Stock J, Watson M (eds). National Bureau of Economic Research, University of Chicago Press; -
    • Quah D, Sargent TJ. 1993. A dynamic index model for large cross-section. In Business Cycle, Indicators and Forecasting, Stock J, Watson M (eds). National Bureau of Economic Research, University of Chicago Press; 285-310.
    • (1993) Business Cycle , pp. 285-310
    • Quah, D.1    Sargent, T.J.2
  • 44
    • 85017188178 scopus 로고    scopus 로고
    • Relative goods' prices, pure inflation, and the Phillips correlation
    • Reis R, Watson MW. 2010. Relative goods' prices, pure inflation, and the Phillips correlation. American Economic Journal: Macroeconomics 2(3): 128-157.
    • (2010) American Economic Journal: Macroeconomics , vol.2 , Issue.3 , pp. 128-157
    • Reis, R.1    Watson, M.W.2
  • 45
    • 34250232348 scopus 로고
    • EM algorithms for ML factor analysis
    • Rubin DB, Thayer DT. 1982. EM algorithms for ML factor analysis. Psychometrica 47: 69-76.
    • (1982) Psychometrica , vol.47 , pp. 69-76
    • Rubin, D.B.1    Thayer, D.T.2
  • 46
    • 0003331699 scopus 로고
    • Business cycle modelling without pretending to have too much a-priori economic theory
    • In, Sims C (ed.). Federal Reserve Bank of Minneapolis: Minneapolis, MN;
    • Sargent TJ, Sims C. 1977. Business cycle modelling without pretending to have too much a-priori economic theory. In New Methods in Business Cycle Research, Sims C (ed.). Federal Reserve Bank of Minneapolis: Minneapolis, MN; 45-109.
    • (1977) New Methods in Business Cycle Research , pp. 45-109
    • Sargent, T.J.1    Sims, C.2
  • 47
    • 49349105919 scopus 로고    scopus 로고
    • Real-time forecasting of German GDP based on a large factor model with monthly and quarterly Data
    • Schumacher C, Breitung J. 2008. Real-time forecasting of German GDP based on a large factor model with monthly and quarterly Data. International Journal of Forecasting 24: 386-398.
    • (2008) International Journal of Forecasting , vol.24 , pp. 386-398
    • Schumacher, C.1    Breitung, J.2
  • 48
    • 84986753417 scopus 로고
    • An approach to time series smoothing and forecasting using the EM algorithm
    • Shumway R, Stoffer D. 1982. An approach to time series smoothing and forecasting using the EM algorithm. Journal of Time Series Analysis 3: 253-264.
    • (1982) Journal of Time Series Analysis , vol.3 , pp. 253-264
    • Shumway, R.1    Stoffer, D.2
  • 49
    • 0000076932 scopus 로고
    • New indexes of coincident and leading economic indicators
    • In, Blanchard OJ, Fischer S (eds). MIT Press: Cambridge, MA;
    • Stock JH, Watson MW. 1989. New indexes of coincident and leading economic indicators. In NBER Macroeconomics Annual, Blanchard OJ, Fischer S (eds). MIT Press: Cambridge, MA; 351-393.
    • (1989) NBER Macroeconomics Annual , pp. 351-393
    • Stock, J.H.1    Watson, M.W.2
  • 50
  • 52
    • 0000546599 scopus 로고
    • Alternative algorithms for the estimation of dynamic factor, mimic and varying coefficient regression models
    • Watson MW, Engle RF. 1983. Alternative algorithms for the estimation of dynamic factor, mimic and varying coefficient regression models. Journal of Econometrics 23: 385-400.
    • (1983) Journal of Econometrics , vol.23 , pp. 385-400
    • Watson, M.W.1    Engle, R.F.2


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