 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 0.88E-02 0.1E+00    G   0.0E+00 0.4E+00 0.88E-02
     2    3 0.415E+03 0.36E-03 0.40E-03 0.2E-01    G   0.0E+00 0.8E-01 0.40E-03
     3    4 0.415E+03 0.25E-04 0.22E-04 0.4E-02    G   0.0E+00 0.1E-01 0.22E-04

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

 FUNCTION     0.415003E+03   RELDX        0.392E-02
 FUNC. EVALS       4         GRAD. EVALS       4
 PRELDF       0.221E-04      NPRELDF      0.221E-04

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

     1   -0.420996E-02     0.100E+01     0.532E+02
     2    0.201520E-02     0.100E+01     0.357E-02
     3   -0.416789E+00     0.100E+01    -0.286E-01
     4    0.807621E+00     0.100E+01    -0.355E-01
     5    0.742611E+00     0.100E+01     0.179E-01
     6   -0.157109E+01     0.100E+01    -0.235E+00
     7   -0.707811E+00     0.100E+01     0.201E+00
     8    0.546237E+00     0.100E+01    -0.904E-01
     9    0.102821E+01     0.100E+01     0.193E+00

    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  0.14E-02

 COVARIANCE = (J**T * RHO'' * J)**-1

 ROW  1     0.107E-06
 ROW  2     0.617E-05   0.139E-01
 ROW  3     0.744E-05   0.745E-02   0.206E-01
 ROW  4    -0.445E-05   0.943E-03  -0.166E-02   0.197E-01
 ROW  5    -0.587E-05   0.134E-03  -0.302E-02   0.107E-01   0.183E-01
 ROW  6     0.166E-04  -0.865E-03  -0.113E-02  -0.468E-02  -0.596E-02
            0.225E-01
 ROW  7     0.790E-05   0.104E-02   0.157E-02  -0.878E-03  -0.109E-02
            0.619E-02   0.125E-01
 ROW  8    -0.173E-04   0.153E-02  -0.128E-02   0.217E-02   0.379E-02
           -0.284E-02  -0.214E-02   0.155E-01
 ROW  9    -0.106E-04  -0.375E-03   0.136E-03   0.317E-02   0.415E-03
           -0.374E-02  -0.116E-02   0.608E-02   0.914E-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    1.39      -0.435526E-02   0.514596E-02  -0.457154    
                                  0.752841       0.710020       -1.41659    
                                 -0.691231       0.539041        1.06252    
     2     28    54    1.34      -0.401056E-02   0.660322E-01  -0.403273    
                                  0.936800       0.767179       -1.51333    
                                 -0.612109       0.497470        1.06529    
     3     55    81    2.27      -0.403449E-02   0.882030E-01  -0.433592    
                                  0.721796       0.595905       -1.59640    
                                 -0.633379       0.470490        1.07952    
     4     82   108   0.784      -0.422001E-02  -0.491205E-01  -0.444631    
                                  0.862825       0.832418       -1.49566    
                                 -0.644106       0.532653       0.982707    
     5    109   135   0.394      -0.420256E-02  -0.210112E-01  -0.474641    
                                  0.725310       0.659707       -1.53687    
                                 -0.721289       0.554481        1.03608    
     6    136   162   0.730      -0.425130E-02   0.359967E-01  -0.371783    
                                  0.867295       0.797521       -1.50058    
                                 -0.627082       0.545772       0.993446    
     7    163   189   0.558      -0.407085E-02   0.203597E-01  -0.335340    
                                  0.847395       0.789952       -1.53414    
                                 -0.687691       0.576116        1.05907    
     8    190   216   0.204      -0.416206E-02   0.189312E-02  -0.393538    
                                  0.759542       0.673928       -1.51419    
                                 -0.711584       0.510750        1.00486    
     9    217   243    2.02      -0.424630E-02  -0.545578E-01  -0.386380    
                                  0.857507       0.724875       -1.73407    
                                 -0.713429       0.600576        1.01290    
    10    244   270   0.517      -0.417946E-02  -0.824757E-01  -0.428278    
                                  0.814939       0.757102       -1.62442    
                                 -0.713781       0.543761        1.01389    
    11    271   297   0.397      -0.429823E-02  -0.757482E-01  -0.476895    
                                  0.829742       0.773911       -1.53991    
                                 -0.710220       0.595238        1.06026    
    12    298   324   0.787      -0.419305E-02   0.628587E-01  -0.344115    
                                  0.806060       0.679513       -1.56520    
                                 -0.769895       0.584593        1.00380    
    13    325   351   0.179      -0.411727E-02   0.130569E-01  -0.425657    
                                  0.757409       0.723294       -1.51814    
                                 -0.668400       0.531496        1.01805    
    14    352   378    23.6      -0.519159E-02   0.211335      -0.299761    
                                  0.978648        1.09074       -2.16036    
                                  -1.10670       0.593685        1.32832    
    15    379   405   0.309      -0.415881E-02   0.318606E-02  -0.380437    
                                  0.751942       0.707357       -1.52119    
                                 -0.701592       0.473310       0.986355    
    16    406   432    1.03      -0.421340E-02  -0.801365E-01  -0.455821    
                                  0.886214       0.839555       -1.53775    
                                 -0.707845       0.473266       0.959118    
    17    433   459    2.43      -0.429827E-02   0.910175E-01  -0.270562    
                                  0.723764       0.802176       -1.75491    
                                 -0.695008       0.640129        1.01275    
    18    460   486   0.293      -0.413208E-02  -0.247330E-01  -0.457167    
                                  0.753254       0.711293       -1.53233    
                                 -0.743013       0.539391        1.03452    
    19    487   513    8.08      -0.443950E-02   0.473544E-01  -0.776700    
                                  0.892401       0.782529       -1.84179    
                                 -0.769877       0.686147        1.00221    
    20    514   540   0.410      -0.440228E-02  -0.225576E-01  -0.376808    
                                  0.824474       0.736438       -1.57583    
                                 -0.726892       0.534355        1.04855    
    21    541   567   0.492      -0.413698E-02  -0.348080E-01  -0.414633    
                                  0.799146       0.696438       -1.53675    
                                 -0.758854       0.552957       0.996379    

 ASYMPTOTIC T-STATISTICS: 
  I                X(I)           T-STAT(I)       STD ERROR
  1  RENT      -0.420996E-02   -0.128742E+02    0.327007E-03
  2  LocD1      0.201520E-02    0.170881E-01    0.117930E+00
  3  LocD2     -0.416789E+00   -0.290328E+01    0.143558E+00
  4  ConD1      0.807621E+00    0.576132E+01    0.140180E+00
  5  ConD2      0.742611E+00    0.548375E+01    0.135420E+00
  6  BedD1     -0.157109E+01   -0.104767E+02    0.149961E+00
  7  BedD2     -0.707811E+00   -0.633676E+01    0.111699E+00
  8  Htype      0.546237E+00    0.438089E+01    0.124686E+00
  9  CDum       0.102821E+01    0.107560E+02    0.955935E-01

 NUMBER OF OBSERVATIONS (NOBS) =  567

 LOG-LIKELIHOOD L(EST)  = -0.415003E+03
 LOG-LIKELIHOOD L(0)    = -0.622913E+03
 -2[L(0) - L(EST)]:     =  0.415821E+03

 1 - L(EST)/L(0):       =  0.333771E+00
 1 - (L(EST)-NPAR)/L(0) =  0.319323E+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)]:     =  0.301424E+03



 OUTPUT FOR CONVENIENT RESTART:
 RENT    
  -0.420996E-02 -0.100000E+03  0.100000E+03
 LocD1   
   0.201520E-02 -0.100000E+03  0.100000E+03
 LocD2   
  -0.416789E+00 -0.100000E+03  0.100000E+03
 ConD1   
   0.807621E+00 -0.100000E+03  0.100000E+03
 ConD2   
   0.742611E+00 -0.100000E+03  0.100000E+03
 BedD1   
  -0.157109E+01 -0.100000E+03  0.100000E+03
 BedD2   
  -0.707811E+00 -0.100000E+03  0.100000E+03
 Htype   
   0.546237E+00 -0.100000E+03  0.100000E+03
 CDum    
   0.102821E+01 -0.100000E+03  0.100000E+03
