Computes confidence intervals for one or more parameters of fitted model. Package slca adds methods for slca
fits.
Arguments
- object
an object of class
slca
andestimated
.- parm
an integer string specifying parameters to be given confidence intervals.
- level
numeric value representing the desired confidence level for the intervals, with a default of 0.95.
- type
a character string specifying the format in which the results should be returned. Options include
"probs"
for probability format and"logit"
for log-odds (logit) format, with the default being"probs"
.- ...
additional arguments.
Value
A matrix
with two columns representing the confidence intervals for the selected parameters. The columns are named based on the specified confidence level (level
):
100 * (level / 2) %
: This column shows the lower bound of the confidence interval.100 * (1 - level / 2) %
: This column shows the upper bound of the confidence interval.
The level
parameter specifies the confidence level, with common values being 0.05 for a 95% confidence interval and 0.01 for a 99% confidence interval.
Examples
param(nlsy_jlcpa, index = TRUE)
#> PI :
#> (prof)
#> class
#> 1 2 3 4
#> 0.2729 (1) 0.1762 (2) 0.3187 (3) 0.2322 (4)
#>
#> TAU :
#> (A)
#> parent
#> child 1 2 3 4
#> 1 0.2753 (5) 0.0000 (10) 0.0000 (15) 0.0770 (20)
#> 2 0.0000 (6) 0.0264 (11) 0.1894 (16) 0.0000 (21)
#> 3 0.0591 (7) 0.4030 (12) 0.1762 (17) 0.0602 (22)
#> 4 0.3077 (8) 0.3655 (13) 0.4496 (18) 0.1440 (23)
#> 5 0.3579 (9) 0.2050 (14) 0.1848 (19) 0.7188 (24)
#>
#> parent prof
#> child use98
#> (B)
#> parent
#> child 1 2 3 4
#> 1 0.9875 (25) 0.0000 (30) 0.0000 (35) 0.1110 (40)
#> 2 0.0013 (26) 0.0000 (31) 0.8876 (36) 0.0000 (41)
#> 3 0.0000 (27) 0.9749 (32) 0.0000 (37) 0.0069 (42)
#> 4 0.0112 (28) 0.0251 (33) 0.0312 (38) 0.0000 (43)
#> 5 0.0000 (29) 0.0000 (34) 0.0812 (39) 0.8821 (44)
#>
#> parent prof
#> child use03
#> (C)
#> parent
#> child 1 2 3 4
#> 1 0.9414 (45) 0.0361 (50) 0.0167 (55) 0.2579 (60)
#> 2 0.0109 (46) 0.1570 (51) 0.8165 (56) 0.0343 (61)
#> 3 0.0002 (47) 0.7507 (52) 0.0000 (57) 0.0000 (62)
#> 4 0.0107 (48) 0.0060 (53) 0.0057 (58) 0.0000 (63)
#> 5 0.0368 (49) 0.0502 (54) 0.1611 (59) 0.7077 (64)
#>
#> parent prof
#> child use08
#> (D)
#> parent
#> child 1 2 3 4 5
#> 1 0.0000 (65) 0.7675 (68) 0.6486 (71) 0.1701 (74) 0.0101 (77)
#> 2 0.7970 (66) 0.0137 (69) 0.0782 (72) 0.1233 (75) 0.9407 (78)
#> 3 0.2030 (67) 0.2188 (70) 0.2732 (73) 0.7066 (76) 0.0491 (79)
#>
#> parent use98 use03 use08
#> child smk98 smk03 smk08
#> (E)
#> parent
#> child 1 2 3 4 5
#> 1 0.2658 (80) 0.2176 (83) 0.1174 (86) 0.5843 (89) 0.2308 (92)
#> 2 0.0000 (81) 0.1910 (84) 0.0205 (87) 0.0820 (90) 0.7341 (93)
#> 3 0.7342 (82) 0.5913 (85) 0.8622 (88) 0.3337 (91) 0.0351 (94)
#>
#> parent use98 use03 use08
#> child drk98 drk03 drk08
#> (F)
#> parent
#> child 1 2 3 4 5
#> 1 0.0928 (95) 0.0520 (98) 0.7870 (101) 0.0013 (104) 0.0109 (107)
#> 2 0.1898 (96) 0.1097 (99) 0.1930 (102) 0.5129 (105) 0.0000 (108)
#> 3 0.7174 (97) 0.8383 (100) 0.0200 (103) 0.4858 (106) 0.9891 (109)
#>
#> parent use98 use03 use08
#> child mrj98 mrj03 mrj08
#>
#> RHO :
#> (a)
#> class
#> response 1 2 3
#> 1(V1) 1.0000 (110) 0.0152 (118) 1.0000 (126)
#> 2 0.0000 (111) 0.9848 (119) 0.0000 (127)
#> 1(V2) 1.0000 (112) 0.0000 (120) 0.6728 (128)
#> 2 0.0000 (113) 1.0000 (121) 0.3272 (129)
#> 1(V3) 0.8836 (114) 0.0000 (122) 0.0000 (130)
#> 2 0.1164 (115) 1.0000 (123) 1.0000 (131)
#> 1(V4) 0.6463 (116) 0.0000 (124) 0.0000 (132)
#> 2 0.3537 (117) 1.0000 (125) 1.0000 (133)
#>
#> V1 V2 V3 V4
#> smk98 ESMK_98 FSMK_98 DSMK_98 HSMK_98
#> smk03 ESMK_03 FSMK_03 DSMK_03 HSMK_03
#> smk08 ESMK_08 FSMK_08 DSMK_08 HSMK_08
#> (b)
#> class
#> response 1 2 3
#> 1(V1) 1.0000 (134) 0.0990 (142) 1.0000 (150)
#> 2 0.0000 (135) 0.9010 (143) 0.0000 (151)
#> 1(V2) 0.5928 (136) 0.0000 (144) 1.0000 (152)
#> 2 0.4072 (137) 1.0000 (145) 0.0000 (153)
#> 1(V3) 0.0000 (138) 0.0000 (146) 0.6957 (154)
#> 2 1.0000 (139) 1.0000 (147) 0.3043 (155)
#> 1(V4) 0.0000 (140) 0.0000 (148) 0.8088 (156)
#> 2 1.0000 (141) 1.0000 (149) 0.1912 (157)
#>
#> V1 V2 V3 V4
#> drk98 EDRK_98 CDRK_98 WDRK_98 BDRK_98
#> drk03 EDRK_03 CDRK_03 WDRK_03 BDRK_03
#> drk08 EDRK_08 CDRK_08 WDRK_08 BDRK_08
#> (c)
#> class
#> response 1 2 3
#> 1(V1) 1.0000 (158) 1.0000 (166) 0.0157 (174)
#> 2 0.0000 (159) 0.0000 (167) 0.9843 (175)
#> 1(V2) 1.0000 (160) 0.5016 (168) 0.0000 (176)
#> 2 0.0000 (161) 0.4984 (169) 1.0000 (177)
#> 1(V3) 0.7903 (162) 0.0000 (170) 0.0000 (178)
#> 2 0.2097 (163) 1.0000 (171) 1.0000 (179)
#> 1(V4) 0.5591 (164) 0.0000 (172) 0.0000 (180)
#> 2 0.4409 (165) 1.0000 (173) 1.0000 (181)
#>
#> V1 V2 V3 V4
#> mrj98 EMRJ_98 CMRJ_98 OMRJ_98 SMRJ_98
#> mrj03 EMRJ_03 CMRJ_03 OMRJ_03 SMRJ_03
#> mrj08 EMRJ_08 CMRJ_08 OMRJ_08 SMRJ_08
confint(nlsy_jlcpa)
#> 2.5 % 97.5 %
#> (1) 2.333152e-01 3.113322e-01
#> (2) 1.627691e-01 1.859232e-01
#> (3) 3.009433e-01 3.292266e-01
#> (4) 3.029724e-01 1.735179e-01
#> (5) 2.125055e-01 3.291963e-01
#> (6) 0.000000e+00 0.000000e+00
#> (7) 3.416965e-02 9.429820e-02
#> (8) 2.588218e-01 3.374739e-01
#> (9) 4.945030e-01 2.390317e-01
#> (10) 8.927238e-91 2.497194e-91
#> (11) 1.656739e-03 2.951713e-01
#> (12) 3.669302e-01 3.097948e-01
#> (13) 3.071979e-01 3.043421e-01
#> (14) 3.242151e-01 9.069191e-02
#> (15) 1.886593e-94 8.014075e-95
#> (16) 1.554286e-01 2.209086e-01
#> (17) 1.517025e-01 1.958372e-01
#> (18) 4.155141e-01 4.654365e-01
#> (19) 2.773548e-01 1.178178e-01
#> (20) 2.568500e-02 1.946630e-01
#> (21) 6.103542e-262 3.643339e-262
#> (22) 3.347585e-02 9.125628e-02
#> (23) 8.595630e-02 2.037822e-01
#> (24) 8.548828e-01 5.102984e-01
#> (25) 9.972229e-01 8.467190e-04
#> (26) 1.382622e-09 9.991124e-01
#> (27) 3.705492e-322 0.000000e+00
#> (28) 2.658109e-03 4.089855e-05
#> (29) 1.189698e-04 2.245702e-19
#> (30) 8.230203e-181 2.166451e-182
#> (31) 1.586760e-15 4.176856e-17
#> (32) 9.748686e-01 9.748686e-01
#> (33) 2.513139e-02 2.513139e-02
#> (34) 0.000000e+00 0.000000e+00
#> (35) 2.870893e-100 5.896147e-101
#> (36) 8.292102e-01 8.101420e-01
#> (37) 4.217897e-36 8.662581e-37
#> (38) 5.327816e-03 1.558760e-01
#> (39) 1.654619e-01 3.398204e-02
#> (40) 2.153626e-02 1.675537e-01
#> (41) 1.567634e-68 3.731209e-69
#> (42) 2.333416e-05 5.995625e-01
#> (43) 6.488630e-142 1.544393e-142
#> (44) 9.784404e-01 2.328838e-01
#> (45) 5.247851e-01 2.203611e-50
#> (46) 2.436720e-03 6.307881e-52
#> (47) 5.217179e-58 1.000000e+00
#> (48) 2.238540e-03 6.690588e-52
#> (49) 4.705397e-01 3.757429e-53
#> (50) 1.534097e-02 1.438472e-03
#> (51) 1.158490e-01 3.605438e-03
#> (52) 7.006088e-01 1.362658e-02
#> (53) 6.269688e-07 9.810755e-01
#> (54) 1.682006e-01 2.539993e-04
#> (55) 6.039055e-04 1.353538e-02
#> (56) 7.650449e-01 2.567945e-02
#> (57) 8.808576e-158 1.226697e-159
#> (58) 1.009542e-06 9.575216e-01
#> (59) 2.343502e-01 3.263601e-03
#> (60) 1.745184e-01 3.233359e-01
#> (61) 6.327725e-03 1.580121e-01
#> (62) 0.000000e+00 0.000000e+00
#> (63) 3.866199e-203 2.447906e-203
#> (64) 8.191539e-01 5.186520e-01
#> (65) 1.549833e-10 9.621466e-11
#> (66) 7.441673e-01 8.411877e-01
#> (67) 2.558327e-01 1.588123e-01
#> (68) 7.144512e-01 7.251610e-01
#> (69) 1.294679e-03 1.266935e-01
#> (70) 2.842541e-01 1.481455e-01
#> (71) 6.089869e-01 6.772912e-01
#> (72) 5.829514e-02 1.028050e-01
#> (73) 3.327180e-01 2.199038e-01
#> (74) 1.175155e-01 2.309643e-01
#> (75) 7.557364e-02 1.886478e-01
#> (76) 8.069108e-01 5.803880e-01
#> (77) 3.763638e-03 2.642568e-02
#> (78) 9.069473e-01 9.473111e-01
#> (79) 8.928906e-02 2.626323e-02
#> (80) 2.182819e-01 3.195050e-01
#> (81) 2.415154e-27 2.102420e-27
#> (82) 7.817181e-01 6.804950e-01
#> (83) 1.829593e-01 2.546591e-01
#> (84) 1.647110e-01 2.179856e-01
#> (85) 6.523298e-01 5.273553e-01
#> (86) 8.093687e-02 1.634612e-01
#> (87) 7.553106e-03 5.329044e-02
#> (88) 9.115100e-01 7.832484e-01
#> (89) 5.232065e-01 6.252035e-01
#> (90) 5.203063e-02 1.236569e-01
#> (91) 4.247629e-01 2.511395e-01
#> (92) 2.058107e-01 2.335276e-01
#> (93) 6.407064e-01 7.592284e-01
#> (94) 1.534829e-01 7.243993e-03
#> (95) 7.212655e-02 1.175760e-01
#> (96) 1.594105e-01 2.226436e-01
#> (97) 7.684630e-01 6.597804e-01
#> (98) 2.784916e-02 9.318867e-02
#> (99) 7.453603e-02 1.549981e-01
#> (100) 8.976148e-01 7.518133e-01
#> (101) 4.211653e-01 8.082271e-01
#> (102) 1.070549e-01 1.913064e-01
#> (103) 4.717798e-01 4.665556e-04
#> (104) 2.455966e-18 1.000000e+00
#> (105) 4.320614e-01 8.649072e-13
#> (106) 5.679386e-01 5.903454e-13
#> (107) 4.409475e-03 2.676174e-02
#> (108) 9.832297e-147 9.611549e-147
#> (109) 9.955905e-01 9.732383e-01
#> (110) 1.000000e+00 1.000000e+00
#> (111) 0.000000e+00 0.000000e+00
#> (112) 1.000000e+00 1.000000e+00
#> (113) 0.000000e+00 0.000000e+00
#> (114) 8.514482e-01 9.095975e-01
#> (115) 1.485518e-01 9.040250e-02
#> (116) 6.145082e-01 6.768744e-01
#> (117) 3.854918e-01 3.231256e-01
#> (118) 3.776843e-03 5.923633e-02
#> (119) 9.962232e-01 9.407637e-01
#> (120) 0.000000e+00 0.000000e+00
#> (121) 1.000000e+00 1.000000e+00
#> (122) 0.000000e+00 0.000000e+00
#> (123) 1.000000e+00 1.000000e+00
#> (124) 0.000000e+00 0.000000e+00
#> (125) 1.000000e+00 1.000000e+00
#> (126) 1.000000e+00 1.000000e+00
#> (127) 0.000000e+00 0.000000e+00
#> (128) 6.195857e-01 7.218352e-01
#> (129) 3.804143e-01 2.781648e-01
#> (130) 1.095174e-274 1.095174e-274
#> (131) 1.000000e+00 1.000000e+00
#> (132) 1.629762e-297 1.629762e-297
#> (133) 1.000000e+00 1.000000e+00
#> (134) 1.000000e+00 1.000000e+00
#> (135) 0.000000e+00 0.000000e+00
#> (136) 5.339593e-01 6.490855e-01
#> (137) 4.660407e-01 3.509145e-01
#> (138) 0.000000e+00 0.000000e+00
#> (139) 1.000000e+00 1.000000e+00
#> (140) 1.526863e-261 1.526863e-261
#> (141) 1.000000e+00 1.000000e+00
#> (142) 4.769964e-02 1.942945e-01
#> (143) 9.523004e-01 8.057055e-01
#> (144) 0.000000e+00 0.000000e+00
#> (145) 1.000000e+00 1.000000e+00
#> (146) 0.000000e+00 0.000000e+00
#> (147) 1.000000e+00 1.000000e+00
#> (148) 0.000000e+00 0.000000e+00
#> (149) 1.000000e+00 1.000000e+00
#> (150) 1.000000e+00 1.000000e+00
#> (151) 0.000000e+00 0.000000e+00
#> (152) 1.000000e+00 1.000000e+00
#> (153) 0.000000e+00 0.000000e+00
#> (154) 6.681142e-01 7.219062e-01
#> (155) 3.318858e-01 2.780938e-01
#> (156) 7.845176e-01 8.308794e-01
#> (157) 2.154824e-01 1.691206e-01
#> (158) 1.000000e+00 1.000000e+00
#> (159) 0.000000e+00 0.000000e+00
#> (160) 1.000000e+00 1.000000e+00
#> (161) 0.000000e+00 0.000000e+00
#> (162) 7.296830e-01 8.402829e-01
#> (163) 2.703170e-01 1.597171e-01
#> (164) 5.082244e-01 6.087412e-01
#> (165) 4.917756e-01 3.912588e-01
#> (166) 1.000000e+00 1.000000e+00
#> (167) 0.000000e+00 0.000000e+00
#> (168) 4.434991e-01 5.596139e-01
#> (169) 5.565009e-01 4.403861e-01
#> (170) 0.000000e+00 0.000000e+00
#> (171) 1.000000e+00 1.000000e+00
#> (172) 6.526489e-66 6.526489e-66
#> (173) 1.000000e+00 1.000000e+00
#> (174) 7.457063e-03 3.265249e-02
#> (175) 9.925429e-01 9.673475e-01
#> (176) 0.000000e+00 0.000000e+00
#> (177) 1.000000e+00 1.000000e+00
#> (178) 0.000000e+00 0.000000e+00
#> (179) 1.000000e+00 1.000000e+00
#> (180) 0.000000e+00 0.000000e+00
#> (181) 1.000000e+00 1.000000e+00
confint(nlsy_jlcpa, 1:4)
#> 2.5 % 97.5 %
#> (1) 0.2333152 0.3113322
#> (2) 0.1627691 0.1859232
#> (3) 0.3009433 0.3292266
#> (4) 0.3029724 0.1735179