 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:    21
  FIXED BLOCK SIZE:    27

  *** 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    27    1.37      -0.432037E-02   0.688974E-02  -0.454742    
                                  0.750262       0.706887       -1.40656    
                                 -0.688482       0.532910        1.05724    
     2     28    54    1.35      -0.395289E-02   0.671258E-01  -0.401830    
                                  0.934180       0.764509       -1.49978    
                                 -0.607418       0.491204        1.05807    
     3     55    81    2.28      -0.398185E-02   0.891925E-01  -0.432253    
                                  0.718804       0.592962       -1.58360    
                                 -0.629195       0.464619        1.07271    
     4     82   108   0.782      -0.418353E-02  -0.479051E-01  -0.443016    
                                  0.860322       0.829490       -1.48508    
                                 -0.641023       0.527860       0.977591    
     5    109   135   0.392      -0.416661E-02  -0.198891E-01  -0.473271    
                                  0.723134       0.657318       -1.52645    
                                 -0.718464       0.549876        1.03077    
     6    136   162   0.733      -0.422016E-02   0.369007E-01  -0.370415    
                                  0.864933       0.794826       -1.49063    
                                 -0.624312       0.541275       0.988646    
     7    163   189   0.574      -0.401477E-02   0.216229E-01  -0.333111    
                                  0.844806       0.787417       -1.52104    
                                 -0.683333       0.569936        1.05228    
     8    190   216   0.205      -0.412190E-02   0.302102E-02  -0.392089    
                                  0.756986       0.671126       -1.50307    
                                 -0.708419       0.505786       0.999089    
     9    217   243    2.02      -0.420589E-02  -0.531857E-01  -0.384752    
                                  0.854976       0.722049       -1.72319    
                                 -0.710097       0.594933        1.00717    
    10    244   270   0.517      -0.413471E-02  -0.811885E-01  -0.426687    
                                  0.812327       0.754296       -1.61269    
                                 -0.710100       0.537953        1.00783    
    11    271   297   0.397      -0.426570E-02  -0.745967E-01  -0.476782    
                                  0.828184       0.772109       -1.52991    
                                 -0.708158       0.589739        1.05453    
    12    298   324   0.793      -0.415671E-02   0.640463E-01  -0.342630    
                                  0.803615       0.676671       -1.55464    
                                 -0.767175       0.580019       0.998305    
    13    325   351   0.179      -0.407197E-02   0.137635E-01  -0.424389    
                                  0.754705       0.720375       -1.50624    
                                 -0.664944       0.526234        1.01178    
    14    352   378    23.2      -0.520848E-02   0.213823      -0.296681    
                                  0.977018        1.08571       -2.15518    
                                  -1.10519       0.589034        1.32706    
    15    379   405   0.303      -0.412018E-02   0.369605E-02  -0.379747    
                                  0.749824       0.705542       -1.51105    
                                 -0.698941       0.469148       0.981475    
    16    406   432    1.03      -0.417480E-02  -0.789861E-01  -0.454166    
                                  0.883726       0.836766       -1.52686    
                                 -0.704555       0.467904       0.953508    
    17    433   459    2.42      -0.426904E-02   0.919136E-01  -0.269441    
                                  0.721690       0.799428       -1.74527    
                                 -0.692544       0.635328        1.00821    
    18    460   486   0.295      -0.408598E-02  -0.236993E-01  -0.455795    
                                  0.750614       0.708529       -1.52054    
                                 -0.739288       0.533723        1.02839    
    19    487   513    8.07      -0.441735E-02   0.487601E-01  -0.774982    
                                  0.889981       0.779335       -1.83375    
                                 -0.768118       0.681129       0.998396    
    20    514   540   0.445      -0.439654E-02  -0.219166E-01  -0.375854    
                                  0.822584       0.734317       -1.56971    
                                 -0.726310       0.532130        1.04606    
    21    541   567   0.502      -0.408979E-02  -0.340179E-01  -0.413136    
                                  0.796396       0.693249       -1.52454    
                                 -0.755421       0.547293       0.989836    

 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
