 PROGRAM MLMNP

 MAXIMUM LIKELIHOOD ESTIMATION OF
 LINEAR-IN-PARAMETERS MULTINOMIAL PROBIT MODELS
 (BOUNDS NOT ENFORCED; STATISTICS ARE COMPUTED)


  NUMBER OF OBSERVATIONS................. 567
  NUMBER OF ALTERNATIVES PER CHOICE SET..   3
  EQUAL WEIGHTS FOR ALL OBSERVATIONS
  NO INTEGER EXPLANATORY VARIABLES
  NUMBER OF REAL DATA VALUES PER OBS.....  27
  OUTPUT UNIT............................   6

  COVARIANCE TYPE = INVERSE GAUSS-NEWTON HESSIAN
  REGRESSION DIAGNOSTICS REQUESTED

  *** LEAVE-BLOCK-OUT DIAGNOSTICS REQUESTED  ***
 
  DIAGNOSTICS ON X-VECTOR REQUESTED
  NUMBER OF BLOCKS:     3
  VARIABLE BLOCK-SIZE OPTION CHOSEN

  BLOCK-SIZES: 
       216  162  189
 
  *** NOTE:  NALT SET EQUAL TO ICSET ***
  NUMBER OF NOMINAL VARIABLES............   3
  NUMBER OF ATTRIBUTES PER ALTERNATIVE...   9
  NO NOMINAL DUMMIES
  IID ERROR TERMS
  NO RANDOM TASTE VARIATION

  NUMBER OF MODEL PARAMETERS.............   9

 INITIAL PARAMETER VECTOR AND BOUNDS: 
  1 RENT       -0.371499E-02 -0.100000E+03  0.100000E+03
  2 LocD1       0.473069E-01 -0.100000E+03  0.100000E+03
  3 LocD2      -0.443496E+00 -0.100000E+03  0.100000E+03
  4 ConD1       0.734521E+00 -0.100000E+03  0.100000E+03
  5 ConD2       0.648764E+00 -0.100000E+03  0.100000E+03
  6 BedD1      -0.125812E+01 -0.100000E+03  0.100000E+03
  7 BedD2      -0.641347E+00 -0.100000E+03  0.100000E+03
  8 Htype       0.429202E+00 -0.100000E+03  0.100000E+03
  9 CDum        0.958062E+00 -0.100000E+03  0.100000E+03

 NONDEFAULT VALUES....

 DTYPE..... IV(16) =  0
 DINIT..... V(38) =  0.1000000E+01

     I     INITIAL X(I)        D(I)

     1    -0.371499E-02     0.100E+01
     2     0.473069E-01     0.100E+01
     3    -0.443496E+00     0.100E+01
     4     0.734521E+00     0.100E+01
     5     0.648764E+00     0.100E+01
     6    -0.125812E+01     0.100E+01
     7    -0.641347E+00     0.100E+01
     8     0.429202E+00     0.100E+01
     9     0.958062E+00     0.100E+01

    IT   NF      F       RELDF   PRELDF   RELDX  MODEL  STPPAR  D*STEP  NPRELDF

     0    1 0.418E+03
     1    2 0.415E+03 0.65E-02 0.84E-02 0.1E+00    G   0.0E+00 0.4E+00 0.84E-02
     2    3 0.415E+03 0.35E-03 0.41E-03 0.2E-01    G   0.0E+00 0.8E-01 0.41E-03
     3    4 0.415E+03 0.15E-04 0.15E-04 0.3E-02    S   0.0E+00 0.1E-01 0.15E-04
     4    5 0.415E+03 0.14E-06 0.15E-06 0.3E-03    S   0.0E+00 0.1E-02 0.15E-06
     5    6 0.415E+03 0.23E-08 0.22E-08 0.3E-04    S   0.0E+00 0.2E-03 0.22E-08
     6    7 0.415E+03 0.44E-10 0.40E-10 0.5E-05    S   0.0E+00 0.2E-04 0.40E-10

 ***** RELATIVE FUNCTION CONVERGENCE *****

 FUNCTION     0.414996E+03   RELDX        0.468E-05
 FUNC. EVALS       7         GRAD. EVALS       7
 PRELDF       0.404E-10      NPRELDF      0.404E-10

     I      FINAL X(I)        D(I)          G(I)

     1   -0.417176E-02     0.100E+01     0.682E-02
     2    0.309465E-02     0.100E+01     0.147E-03
     3   -0.415382E+00     0.100E+01    -0.619E-04
     4    0.805209E+00     0.100E+01     0.588E-05
     5    0.739921E+00     0.100E+01     0.103E-03
     6   -0.156056E+01     0.100E+01     0.930E-04
     7   -0.704690E+00     0.100E+01    -0.197E-03
     8    0.541100E+00     0.100E+01    -0.277E-03
     9    0.102279E+01     0.100E+01     0.239E-03

    1 EXTRA FUNC. EVALS FOR COVARIANCE AND DIAGNOSTICS.
    1 EXTRA GRAD. EVALS FOR COVARIANCE AND DIAGNOSTICS.

 SQRT(RECIPROCAL CONDITION OF (J**T)*RHO"*J) = AT MOST  0.15E-02

 COVARIANCE = (J**T * RHO" * J)**-1

 ROW  1     0.122E-06
 ROW  2     0.637E-05   0.139E-01
 ROW  3     0.774E-05   0.743E-02   0.206E-01
 ROW  4    -0.484E-05   0.946E-03  -0.166E-02   0.197E-01
 ROW  5    -0.615E-05   0.153E-03  -0.299E-02   0.107E-01   0.183E-01
 ROW  6     0.189E-04  -0.847E-03  -0.108E-02  -0.475E-02  -0.601E-02
            0.229E-01
 ROW  7     0.906E-05   0.105E-02   0.159E-02  -0.912E-03  -0.111E-02
            0.638E-02   0.126E-01
 ROW  8    -0.187E-04   0.155E-02  -0.126E-02   0.220E-02   0.379E-02
           -0.303E-02  -0.224E-02   0.156E-01
 ROW  9    -0.121E-04  -0.396E-03   0.101E-03   0.321E-02   0.449E-03
           -0.396E-02  -0.127E-02   0.622E-02   0.930E-02

 BLOCK REGRESSION DIAGNOSTIC = 0.5 * G(I)**T * H(I)**-1 * H * H(I)**-1 * G(I)
 BLOCK  FIRST  LAST    RD(I)         X(I)
     1      1   216    18.3      -0.363147E-02   0.189899      -0.426133    
                                  0.824763       0.551742      -0.969220    
                                 -0.264446       0.333279        1.10424    
     2    217   378    13.4      -0.504621E-02  -0.483440E-01  -0.272365    
                                   1.00634       0.948275       -2.22987    
                                  -1.07307       0.739035        1.25643    
     3    379   567    7.97      -0.448066E-02  -0.114762E-01  -0.576371    
                                  0.687746       0.792414       -1.83698    
                                 -0.870789       0.577962       0.816515    

 ASYMPTOTIC T-STATISTICS: 
  I                X(I)           T-STAT(I)       STD ERROR
  1  RENT      -0.417176E-02   -0.119270E+02    0.349775E-03
  2  LocD1      0.309465E-02    0.262587E-01    0.117853E+00
  3  LocD2     -0.415382E+00   -0.289368E+01    0.143548E+00
  4  ConD1      0.805209E+00    0.573979E+01    0.140286E+00
  5  ConD2      0.739921E+00    0.546424E+01    0.135412E+00
  6  BedD1     -0.156056E+01   -0.103182E+02    0.151244E+00
  7  BedD2     -0.704690E+00   -0.628200E+01    0.112176E+00
  8  Htype      0.541100E+00    0.433084E+01    0.124941E+00
  9  CDum       0.102279E+01    0.106074E+02    0.964229E-01

 NUMBER OF OBSERVATIONS (NOBS) =  567

 LOG-LIKELIHOOD L(EST)  = -0.414996E+03
 LOG-LIKELIHOOD L(0)    = -0.622913E+03
 -2[L(0) - L(EST)]:     =  0.415834E+03

 1 - L(EST)/L(0):       =  0.333782E+00
 1 - (L(EST)-NPAR)/L(0) =  0.319334E+00

 (FIXED CHOICE SET SIZE)

 AGGREGATE CHOICES AND MARKET SHARES: 
   1     121.000  0.2134
   2     133.000  0.2346
   3     313.000  0.5520

 STATISTICS FOR CONSTANTS-ONLY MODEL:
    LOG-LIKELIHOOD L(C)    = -0.565715E+03
    -2[L(C) - L(EST)]:     =  0.301438E+03



 OUTPUT FOR CONVENIENT RESTART:
 RENT    
  -0.417176E-02 -0.100000E+03  0.100000E+03
 LocD1   
   0.309465E-02 -0.100000E+03  0.100000E+03
 LocD2   
  -0.415382E+00 -0.100000E+03  0.100000E+03
 ConD1   
   0.805209E+00 -0.100000E+03  0.100000E+03
 ConD2   
   0.739921E+00 -0.100000E+03  0.100000E+03
 BedD1   
  -0.156056E+01 -0.100000E+03  0.100000E+03
 BedD2   
  -0.704690E+00 -0.100000E+03  0.100000E+03
 Htype   
   0.541100E+00 -0.100000E+03  0.100000E+03
 CDum    
   0.102279E+01 -0.100000E+03  0.100000E+03
