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TEST16: Nine Psychological Variables, LISREL VI, p. III.106 1 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model A: Restricted Oblique Clusters (24 df)
Covariance Structure Analysis: Pattern and Initial Values FACTOR Model Statement ------------------------------- Matrix Rows & Cols Matrix Type
TERM 1----------------------------------------------------------- 1 _F_ 9 3 GENERAL 2 _P_ 3 3 SYMMETRIC TERM 2----------------------------------------------------------- 3 _U_ 9 9 SYMMETRIC
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 2 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model A: Restricted Oblique Clusters (24 df)
Covariance Structure Analysis: Maximum Likelihood Estimation
Levenberg-Marquardt Optimization Scaling Update of More (1978) Number of Parameter Estimates 21 Number of Functions (Observations) 45 Number of Lower Bounds 9 Number of Upper Bounds 0 Optimization Start: Active Constraints= 0 Criterion= 0.982 Maximum Gradient Element= 1.750 Radius= 11.234
Iter rest nfun act optcrit difcrit maxgrad lambda rho
1 0 2 0 0.3767 0.6049 0.0788 0 0.763 2 0 3 0 0.3676 0.00907 0.0291 0 1.212 3 0 4 0 0.3660 0.00155 0.0177 0 1.276 4 0 5 0 0.3656 0.000417 0.00817 0 1.311 5 0 6 0 0.3655 0.000137 0.00577 0 1.354 6 0 7 0 0.3654 0.00005 0.00301 0 1.414 7 0 8 0 0.3654 0.00002 0.00207 0 1.468 8 0 9 0 0.3654 7.953E-6 0.00114 0 1.517 9 0 10 0 0.3654 3.284E-6 0.00079 0 1.555 10 0 11 0 0.3654 1.372E-6 0.00045 0 1.584 11 0 12 0 0.3654 5.777E-7 0.00031 0 1.605 12 0 13 0 0.3654 2.444E-7 0.00018 0 1.620 13 0 14 0 0.3654 1.037E-7 0.00013 0 1.631 14 0 15 0 0.3654 4.411E-8 0.00007 0 1.638 15 0 16 0 0.3654 1.879E-8 0.00005 0 1.643 16 0 17 0 0.3654 8.008E-9 0.00003 0 1.646 17 0 18 0 0.3654 3.416E-9 0.00002 0 1.649 18 0 19 0 0.3654 1.458E-9 0.00001 0 1.650 Optimization Results: Iterations= 18 Function Calls= 20 Jacobian Calls= 19 Active Constraints= 0 Criterion= 0.36540166 Maximum Gradient Element= 0.0000134925 Lambda= 0 Rho= 1.65 Radius= 0.0001484
NOTE: GCONV convergence criterion satisfied.
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 3 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model A: Restricted Oblique Clusters (24 df)
Covariance Structure Analysis: Maximum Likelihood Estimation
Fit criterion . . . . . . . . . . . . . . . . . . 0.3654 Goodness of Fit Index (GFI) . . . . . . . . . . . 0.9285 GFI Adjusted for Degrees of Freedom (AGFI). . . . 0.8659 Root Mean Square Residual (RMR) . . . . . . . . . 0.0751 Parsimonious GFI (Mulaik, 1989) . . . . . . . . . 0.6190 Chi-square = 52.6178 df = 24 Prob>chi**2 = 0.0006 Null Model Chi-square: df = 36 496.6694 RMSEA Estimate . . . . . . 0.0910 90%C.I.[0.0575, 0.1245] Probability of Close Fit . . . . . . . . . . . . 0.0250 ECVI Estimate . . . . . . . 0.6788 90%C.I.[0.5577, 0.8579] Bentler's Comparative Fit Index . . . . . . . . . 0.9379 Normal Theory Reweighted LS Chi-square . . . . . 49.9204 Akaike's Information Criterion. . . . . . . . . . 4.6178 Bozdogan's (1987) CAIC. . . . . . . . . . . . . . -90.8238 Schwarz's Bayesian Criterion. . . . . . . . . . . -66.8238 McDonald's (1989) Centrality. . . . . . . . . . . 0.9060 Bentler & Bonett's (1980) Non-normed Index. . . . 0.9068 Bentler & Bonett's (1980) NFI . . . . . . . . . . 0.8941 James, Mulaik, & Brett (1982) Parsimonious NFI. . 0.5960 Z-Test of Wilson & Hilferty (1931). . . . . . . . 3.2045 Bollen (1986) Normed Index Rho1 . . . . . . . . . 0.8411 Bollen (1988) Non-normed Index Delta2 . . . . . . 0.9395 Hoelter's (1983) Critical N . . . . . . . . . . . 101
Estimated Parameter Matrix _P_[3:3] Symmetric Matrix
FCOR1 FCOR2 FCOR3 FCOR1 1.0000 0.5431[C1] 0.5113[C2] FCOR2 0.5431[C1] 1.0000 0.3204[C3] FCOR3 0.5113[C2] 0.3204[C3] 1.0000
Estimated Parameter Matrix _F_[9:3] Lower Triangular Matrix
FACT1 FACT2 FACT3 V1 0.6725[L1] 0. 0. Visual perception V2 0.5130[L2] 0. 0. Cubes V3 0.6840[L3] 0. 0. Lozenges V4 0. 0.8671[L4] 0. Paragraph comprehension V5 0. 0.8301[L5] 0. Sentence completion V6 0. 0.8257[L6] 0. Word meaning V7 0. 0. 0.6615[L7] Addition V8 0. 0. 0.7969[L8] Counting dots V9 0. 0. 0.6810[L9] Straight-curved capitals
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 4 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model A: Restricted Oblique Clusters (24 df)
Covariance Structure Analysis: Maximum Likelihood Estimation Estimated Parameter Matrix _U_[9:9] Diagonal Matrix
UVAR1 UVAR2 UVAR3 V1 0.5477[EPS1] 0. 0. Visual perception V2 0. 0.7368[EPS2] 0. Cubes V3 0. 0. 0.5322[EPS3] Lozenges V4 0. 0. 0. Paragraph comprehension V5 0. 0. 0. Sentence completion V6 0. 0. 0. Word meaning V7 0. 0. 0. Addition V8 0. 0. 0. Counting dots V9 0. 0. 0. Straight-curved capitals UVAR4 UVAR5 UVAR6 V1 0. 0. 0. Visual perception V2 0. 0. 0. Cubes V3 0. 0. 0. Lozenges V4 0.2482[EPS4] 0. 0. Paragraph comprehension V5 0. 0.3109[EPS5] 0. Sentence completion V6 0. 0. 0.3182[EPS6] Word meaning V7 0. 0. 0. Addition V8 0. 0. 0. Counting dots V9 0. 0. 0. Straight-curved capitals UVAR7 UVAR8 UVAR9 V1 0. 0. 0. Visual perception V2 0. 0. 0. Cubes V3 0. 0. 0. Lozenges V4 0. 0. 0. Paragraph comprehension V5 0. 0. 0. Sentence completion V6 0. 0. 0. Word meaning V7 0.5624[EPS7] 0. 0. Addition V8 0. 0.3650[EPS8] 0. Counting dots V9 0. 0. 0.5362[EPS9] Straight-curved capitals
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 5 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model A: Restricted Oblique Clusters (24 df)
Covariance Structure Analysis: Maximum Likelihood Estimation Standardized Factor Loadings
FACT1 FACT2 FACT3 V1 0.67254 0.00000 0.00000 Visual perception V2 0.51302 0.00000 0.00000 Cubes V3 0.68396 0.00000 0.00000 Lozenges V4 0.00000 0.86707 0.00000 Paragraph comprehension V5 0.00000 0.83009 0.00000 Sentence completion V6 0.00000 0.82574 0.00000 Word meaning V7 0.00000 0.00000 0.66154 Addition V8 0.00000 0.00000 0.79687 Counting dots V9 0.00000 0.00000 0.68101 Straight-curved capitals
Squared Multiple Correlations ------------------------------------------------------------- Error Total Parameter Variance Variance R-squared -------------------------------------------------------------
1 V1 0.547695 1.000000 0.452305 2 V2 0.736813 1.000000 0.263187 3 V3 0.532205 1.000000 0.467795 4 V4 0.248184 1.000000 0.751816 5 V5 0.310948 1.000000 0.689052 6 V6 0.318153 1.000000 0.681847 7 V7 0.562367 1.000000 0.437633 8 V8 0.365005 1.000000 0.634995 9 V9 0.536225 1.000000 0.463775
Correlations among Exogenous Variables ------------------------------------------------------ Row & Column Parameter Estimate ------------------------------------------------------
2 1 FCOR2 FCOR1 C1 0.543134 3 1 FCOR3 FCOR1 C2 0.511325 3 2 FCOR3 FCOR2 C3 0.320449 Total Determination of All Equations = 0.987 Total Determination of Manifest Variables = 0.982
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 6 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model B: 23 degrees of freedom (F[9,1] free)
Covariance Structure Analysis: Pattern and Initial Values FACTOR Model Statement ------------------------------- Matrix Rows & Cols Matrix Type
TERM 1----------------------------------------------------------- 1 _F_ 9 3 GENERAL 2 _P_ 3 3 SYMMETRIC TERM 2----------------------------------------------------------- 3 _U_ 9 9 SYMMETRIC
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 7 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model B: 23 degrees of freedom (F[9,1] free)
Covariance Structure Analysis: Maximum Likelihood Estimation
Levenberg-Marquardt Optimization Scaling Update of More (1978) Number of Parameter Estimates 22 Number of Functions (Observations) 45 Number of Lower Bounds 9 Number of Upper Bounds 0 Optimization Start: Active Constraints= 0 Criterion= 0.765 Maximum Gradient Element= 1.751 Radius= 11.797
Iter rest nfun act optcrit difcrit maxgrad lambda rho
1 0 2 0 0.2057 0.5593 0.0746 0 0.775 2 0 3 0 0.2019 0.00375 0.0123 0 1.112 3 0 4 0 0.2016 0.000327 0.00858 0 1.455 4 0 5 0 0.2015 0.000092 0.0036 0 1.520 5 0 6 0 0.2015 0.000028 0.00267 0 1.526 6 0 7 0 0.2014 8.516E-6 0.0011 0 1.531 7 0 8 0 0.2014 2.634E-6 0.00083 0 1.532 8 0 9 0 0.2014 8.181E-7 0.00034 0 1.533 9 0 10 0 0.2014 2.545E-7 0.00026 0 1.534 10 0 11 0 0.2014 7.927E-8 0.00011 0 1.534 11 0 12 0 0.2014 2.47E-8 0.00008 0 1.535 12 0 13 0 0.2014 7.701E-9 0.00003 0 1.535 13 0 14 0 0.2014 2.401E-9 0.00002 0 1.535 14 0 15 0 0.2014 7.49E-10 0.00001 0 1.536 Optimization Results: Iterations= 14 Function Calls= 16 Jacobian Calls= 15 Active Constraints= 0 Criterion= 0.20144268 Maximum Gradient Element= 0.0000103791 Lambda= 0 Rho= 1.536 Radius= 0.0001239
NOTE: GCONV convergence criterion satisfied.
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 8 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model B: 23 degrees of freedom (F[9,1] free)
Covariance Structure Analysis: Maximum Likelihood Estimation
Fit criterion . . . . . . . . . . . . . . . . . . 0.2014 Goodness of Fit Index (GFI) . . . . . . . . . . . 0.9575 GFI Adjusted for Degrees of Freedom (AGFI). . . . 0.9169 Root Mean Square Residual (RMR) . . . . . . . . . 0.0451 Parsimonious GFI (Mulaik, 1989) . . . . . . . . . 0.6118 Chi-square = 29.0077 df = 23 Prob>chi**2 = 0.1801 Null Model Chi-square: df = 36 496.6694 RMSEA Estimate . . . . . . . . . 0.0426 90%C.I.[., 0.0851] Probability of Close Fit . . . . . . . . . . . . 0.5674 ECVI Estimate . . . . . . . . . . 0.5298 90%C.I.[., 0.6580] Bentler's Comparative Fit Index . . . . . . . . . 0.9870 Normal Theory Reweighted LS Chi-square . . . . . 28.7443 Akaike's Information Criterion. . . . . . . . . . -16.9923 Bozdogan's (1987) CAIC. . . . . . . . . . . . . . -108.4571 Schwarz's Bayesian Criterion. . . . . . . . . . . -85.4571 McDonald's (1989) Centrality. . . . . . . . . . . 0.9795 Bentler & Bonett's (1980) Non-normed Index. . . . 0.9796 Bentler & Bonett's (1980) NFI . . . . . . . . . . 0.9416 James, Mulaik, & Brett (1982) Parsimonious NFI. . 0.6016 Z-Test of Wilson & Hilferty (1931). . . . . . . . 0.9165 Bollen (1986) Normed Index Rho1 . . . . . . . . . 0.9086 Bollen (1988) Non-normed Index Delta2 . . . . . . 0.9873 Hoelter's (1983) Critical N . . . . . . . . . . . 176
Estimated Parameter Matrix _P_[3:3] Symmetric Matrix
FCOR1 FCOR2 FCOR3 FCOR1 1.0000 0.5574[C1] 0.3897[C2] FCOR2 0.5574[C1] 1.0000 0.2230[C3] FCOR3 0.3897[C2] 0.2230[C3] 1.0000
Estimated Parameter Matrix _F_[9:3] Lower Triangular Matrix
FACT1 FACT2 FACT3 V1 0.7082[L1 ] 0. 0. Visual perception V2 0.4833[L2 ] 0. 0. Cubes V3 0.6499[L3 ] 0. 0. Lozenges V4 0. 0.8679[L5 ] 0. Paragraph comprehension V5 0. 0.8299[L6 ] 0. Sentence completion V6 0. 0.8250[L7 ] 0. Word meaning V7 0. 0. 0.6809[L8 ] Addition V8 0. 0. 0.8591[L9 ] Counting dots V9 0.4567[L4 ] 0. 0.4188[L10] Straight-curved capitals
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 9 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model B: 23 degrees of freedom (F[9,1] free)
Covariance Structure Analysis: Maximum Likelihood Estimation Estimated Parameter Matrix _U_[9:9] Diagonal Matrix
UVAR1 UVAR2 UVAR3 V1 0.4985[EPS1] 0. 0. Visual perception V2 0. 0.7664[EPS2] 0. Cubes V3 0. 0. 0.5777[EPS3] Lozenges V4 0. 0. 0. Paragraph comprehension V5 0. 0. 0. Sentence completion V6 0. 0. 0. Word meaning V7 0. 0. 0. Addition V8 0. 0. 0. Counting dots V9 0. 0. 0. Straight-curved capitals UVAR4 UVAR5 UVAR6 V1 0. 0. 0. Visual perception V2 0. 0. 0. Cubes V3 0. 0. 0. Lozenges V4 0.2467[EPS4] 0. 0. Paragraph comprehension V5 0. 0.3113[EPS5] 0. Sentence completion V6 0. 0. 0.3194[EPS6] Word meaning V7 0. 0. 0. Addition V8 0. 0. 0. Counting dots V9 0. 0. 0. Straight-curved capitals UVAR7 UVAR8 UVAR9 V1 0. 0. 0. Visual perception V2 0. 0. 0. Cubes V3 0. 0. 0. Lozenges V4 0. 0. 0. Paragraph comprehension V5 0. 0. 0. Sentence completion V6 0. 0. 0. Word meaning V7 0.5364[EPS7] 0. 0. Addition V8 0. 0.2619[EPS8] 0. Counting dots V9 0. 0. 0.4670[EPS9] Straight-curved capitals
TEST16: Nine Psychological Variables, LISREL VI, p. III.106 10 Confirmatory Factor Analysis, Data of Holzinger & Swineford (1937) Model B: 23 degrees of freedom (F[9,1] free)
Covariance Structure Analysis: Maximum Likelihood Estimation Standardized Factor Loadings
FACT1 FACT2 FACT3 V1 0.70819 0.00000 0.00000 Visual perception V2 0.48333 0.00000 0.00000 Cubes V3 0.64988 0.00000 0.00000 Lozenges V4 0.00000 0.86791 0.00000 Paragraph comprehension V5 0.00000 0.82989 0.00000 Sentence completion V6 0.00000 0.82501 0.00000 Word meaning V7 0.00000 0.00000 0.68087 Addition V8 0.00000 0.00000 0.85914 Counting dots V9 0.45667 0.00000 0.41881 Straight-curved capitals
Squared Multiple Correlations ------------------------------------------------------------- Error Total Parameter Variance Variance R-squared -------------------------------------------------------------
1 V1 0.498465 1.000000 0.501535 2 V2 0.766394 1.000000 0.233606 3 V3 0.577652 1.000000 0.422348 4 V4 0.246734 1.000000 0.753266 5 V5 0.311279 1.000000 0.688721 6 V6 0.319356 1.000000 0.680644 7 V7 0.536420 1.000000 0.463580 8 V8 0.261872 1.000000 0.738128 9 V9 0.466997 1.000000 0.533003
Correlations among Exogenous Variables ------------------------------------------------------ Row & Column Parameter Estimate ------------------------------------------------------
2 1 FCOR2 FCOR1 C1 0.557442 3 1 FCOR3 FCOR1 C2 0.389671 3 2 FCOR3 FCOR2 C3 0.222963