Description Usage Arguments Value Author(s) Examples
Create and evaluate Maxent's feature classes
1 2 3 | hinge(x, nknots = 50)
thresholds(x, nknots=50)
categorical(x)
|
x |
a predictor: a factor for categorical, otherwise numeric. |
nknots |
number of knots. |
These functions are typically called by model.matrix
rather than directly by a user. hinge
, threshold
and categorical
return a matrix with a column for each feature of the specified type. hinge
creates 2*nknots-2
hinge features, half with min=min(x)
and half with max=max(x)
, and knots evenly spaced between min(x)
and max(x)
. A hinge feature h(min,knot)
or h(knot,max)
is 0 if the predictor is below the first argument, 1 if the predictor is above the second argument, and linearly interpolated inbetween. A threshold feature is 1 if the predictor is above the knot, 0 otherwise. A categorical feature is 1 if the predictor matches the category and 0 otherwise.
Steven Phillips
1 2 3 4 |
:5:281 :35.6666666666667:281 :66.3333333333333:281 :97:281
[1,] 0.94565217 0.93885870 0.93012422 0.918478261
[2,] 0.94565217 0.93885870 0.93012422 0.918478261
[3,] 0.86594203 0.84918478 0.82763975 0.798913043
[4,] 0.81159420 0.78804348 0.75776398 0.717391304
[5,] 0.81159420 0.78804348 0.75776398 0.717391304
[6,] 0.89492754 0.88179348 0.86490683 0.842391304
[7,] 0.86956522 0.85326087 0.83229814 0.804347826
[8,] 0.97826087 0.97554348 0.97204969 0.967391304
[9,] 0.96376812 0.95923913 0.95341615 0.945652174
[10,] 0.96739130 0.96331522 0.95807453 0.951086957
[11,] 0.93840580 0.93070652 0.92080745 0.907608696
[12,] 0.96739130 0.96331522 0.95807453 0.951086957
[13,] 0.95289855 0.94701087 0.93944099 0.929347826
[14,] 0.86231884 0.84510870 0.82298137 0.793478261
[15,] 0.93840580 0.93070652 0.92080745 0.907608696
[16,] 0.95289855 0.94701087 0.93944099 0.929347826
[17,] 0.94927536 0.94293478 0.93478261 0.923913043
[18,] 0.96014493 0.95516304 0.94875776 0.940217391
[19,] 0.93840580 0.93070652 0.92080745 0.907608696
[20,] 0.95289855 0.94701087 0.93944099 0.929347826
[21,] 0.93840580 0.93070652 0.92080745 0.907608696
[22,] 0.94202899 0.93478261 0.92546584 0.913043478
[23,] 0.94565217 0.93885870 0.93012422 0.918478261
[24,] 0.94202899 0.93478261 0.92546584 0.913043478
[25,] 0.94927536 0.94293478 0.93478261 0.923913043
[26,] 0.95289855 0.94701087 0.93944099 0.929347826
[27,] 0.95289855 0.94701087 0.93944099 0.929347826
[28,] 0.95289855 0.94701087 0.93944099 0.929347826
[29,] 0.68840580 0.64945652 0.59937888 0.532608696
[30,] 0.92391304 0.91440217 0.90217391 0.885869565
[31,] 0.75000000 0.71875000 0.67857143 0.625000000
[32,] 0.67753623 0.63722826 0.58540373 0.516304348
[33,] 0.94565217 0.93885870 0.93012422 0.918478261
[34,] 0.85869565 0.84103261 0.81832298 0.788043478
[35,] 0.96739130 0.96331522 0.95807453 0.951086957
[36,] 0.92028986 0.91032609 0.89751553 0.880434783
[37,] 0.88043478 0.86548913 0.84627329 0.820652174
[38,] 0.89492754 0.88179348 0.86490683 0.842391304
[39,] 0.89492754 0.88179348 0.86490683 0.842391304
[40,] 0.89492754 0.88179348 0.86490683 0.842391304
[41,] 0.92028986 0.91032609 0.89751553 0.880434783
[42,] 0.92028986 0.91032609 0.89751553 0.880434783
[43,] 0.91666667 0.90625000 0.89285714 0.875000000
[44,] 0.95652174 0.95108696 0.94409938 0.934782609
[45,] 1.00000000 1.00000000 1.00000000 1.000000000
[46,] 0.89855072 0.88586957 0.86956522 0.847826087
[47,] 0.51086957 0.44972826 0.37111801 0.266304348
[48,] 0.94927536 0.94293478 0.93478261 0.923913043
[49,] 0.98188406 0.97961957 0.97670807 0.972826087
[50,] 0.74637681 0.71467391 0.67391304 0.619565217
[51,] 0.88043478 0.86548913 0.84627329 0.820652174
[52,] 0.93840580 0.93070652 0.92080745 0.907608696
[53,] 0.73550725 0.70244565 0.65993789 0.603260870
[54,] 0.94202899 0.93478261 0.92546584 0.913043478
[55,] 0.91666667 0.90625000 0.89285714 0.875000000
[56,] 0.95289855 0.94701087 0.93944099 0.929347826
[57,] 0.96739130 0.96331522 0.95807453 0.951086957
[58,] 0.96376812 0.95923913 0.95341615 0.945652174
[59,] 0.86231884 0.84510870 0.82298137 0.793478261
[60,] 0.87681159 0.86141304 0.84161491 0.815217391
[61,] 0.85869565 0.84103261 0.81832298 0.788043478
[62,] 0.71739130 0.68206522 0.63664596 0.576086957
[63,] 0.89492754 0.88179348 0.86490683 0.842391304
[64,] 0.75000000 0.71875000 0.67857143 0.625000000
[65,] 0.84420290 0.82472826 0.79968944 0.766304348
[66,] 0.68115942 0.64130435 0.59006211 0.521739130
[67,] 0.87681159 0.86141304 0.84161491 0.815217391
[68,] 0.91666667 0.90625000 0.89285714 0.875000000
[69,] 0.85507246 0.83695652 0.81366460 0.782608696
[70,] 0.89130435 0.87771739 0.86024845 0.836956522
[71,] 0.68478261 0.64538043 0.59472050 0.527173913
[72,] 0.77898551 0.75135870 0.71583851 0.668478261
[73,] 0.74637681 0.71467391 0.67391304 0.619565217
[74,] 0.91666667 0.90625000 0.89285714 0.875000000
[75,] 0.85869565 0.84103261 0.81832298 0.788043478
[76,] 0.86956522 0.85326087 0.83229814 0.804347826
[77,] 0.87681159 0.86141304 0.84161491 0.815217391
[78,] 0.82971014 0.80842391 0.78105590 0.744565217
[79,] 0.84420290 0.82472826 0.79968944 0.766304348
[80,] 0.80072464 0.77581522 0.74378882 0.701086957
[81,] 0.83333333 0.81250000 0.78571429 0.750000000
[82,] 0.87318841 0.85733696 0.83695652 0.809782609
[83,] 0.92028986 0.91032609 0.89751553 0.880434783
[84,] 0.92028986 0.91032609 0.89751553 0.880434783
[85,] 0.92028986 0.91032609 0.89751553 0.880434783
[86,] 0.92028986 0.91032609 0.89751553 0.880434783
[87,] 0.90942029 0.89809783 0.88354037 0.864130435
[88,] 0.90579710 0.89402174 0.87888199 0.858695652
[89,] 0.89855072 0.88586957 0.86956522 0.847826087
[90,] 0.91304348 0.90217391 0.88819876 0.869565217
[91,] 0.92028986 0.91032609 0.89751553 0.880434783
[92,] 0.92028986 0.91032609 0.89751553 0.880434783
[93,] 0.90217391 0.88994565 0.87422360 0.853260870
[94,] 0.92391304 0.91440217 0.90217391 0.885869565
[95,] 0.92028986 0.91032609 0.89751553 0.880434783
[96,] 0.89855072 0.88586957 0.86956522 0.847826087
[97,] 0.93115942 0.92255435 0.91149068 0.896739130
[98,] 0.92391304 0.91440217 0.90217391 0.885869565
[99,] 0.91666667 0.90625000 0.89285714 0.875000000
[100,] 0.93478261 0.92663043 0.91614907 0.902173913
[101,] 0.93840580 0.93070652 0.92080745 0.907608696
[102,] 0.94927536 0.94293478 0.93478261 0.923913043
[103,] 0.93115942 0.92255435 0.91149068 0.896739130
[104,] 0.93115942 0.92255435 0.91149068 0.896739130
[105,] 0.93840580 0.93070652 0.92080745 0.907608696
[106,] 0.94927536 0.94293478 0.93478261 0.923913043
[107,] 0.94565217 0.93885870 0.93012422 0.918478261
[108,] 0.94927536 0.94293478 0.93478261 0.923913043
[109,] 0.93840580 0.93070652 0.92080745 0.907608696
[110,] 0.90942029 0.89809783 0.88354037 0.864130435
[111,] 0.92028986 0.91032609 0.89751553 0.880434783
[112,] 0.88768116 0.87364130 0.85559006 0.831521739
[113,] 0.84057971 0.82065217 0.79503106 0.760869565
[114,] 0.89855072 0.88586957 0.86956522 0.847826087
[115,] 0.78623188 0.75951087 0.72515528 0.679347826
[116,] 0.99637681 0.99592391 0.99534161 0.994565217
[117,] 0.93840580 0.93070652 0.92080745 0.907608696
[118,] 0.60869565 0.55978261 0.49689441 0.413043478
[119,] 0.80434783 0.77989130 0.74844720 0.706521739
[120,] 0.85869565 0.84103261 0.81832298 0.788043478
[121,] 0.86231884 0.84510870 0.82298137 0.793478261
[122,] 0.53623188 0.47826087 0.40372671 0.304347826
[123,] 0.76449275 0.73505435 0.69720497 0.646739130
[124,] 0.88405797 0.86956522 0.85093168 0.826086957
[125,] 0.79710145 0.77173913 0.73913043 0.695652174
[126,] 0.73188406 0.69836957 0.65527950 0.597826087
[127,] 0.97101449 0.96739130 0.96273292 0.956521739
[128,] 0.89492754 0.88179348 0.86490683 0.842391304
[129,] 0.94202899 0.93478261 0.92546584 0.913043478
[130,] 0.60507246 0.55570652 0.49223602 0.407608696
[131,] 0.91304348 0.90217391 0.88819876 0.869565217
[132,] 0.24637681 0.15217391 0.03105590 0.000000000
[133,] 0.93840580 0.93070652 0.92080745 0.907608696
[134,] 0.18840580 0.08695652 0.00000000 0.000000000
[135,] 0.95652174 0.95108696 0.94409938 0.934782609
[136,] 0.63043478 0.58423913 0.52484472 0.445652174
[137,] 0.17391304 0.07065217 0.00000000 0.000000000
[138,] 0.94202899 0.93478261 0.92546584 0.913043478
[139,] 0.90217391 0.88994565 0.87422360 0.853260870
[140,] 0.30434783 0.21739130 0.10559006 0.000000000
[141,] 0.91666667 0.90625000 0.89285714 0.875000000
[142,] 0.89130435 0.87771739 0.86024845 0.836956522
[143,] 0.89855072 0.88586957 0.86956522 0.847826087
[144,] 0.93478261 0.92663043 0.91614907 0.902173913
[145,] 0.69202899 0.65353261 0.60403727 0.538043478
[146,] 0.90217391 0.88994565 0.87422360 0.853260870
[147,] 0.28260870 0.19293478 0.07763975 0.000000000
[148,] 0.91666667 0.90625000 0.89285714 0.875000000
[149,] 0.93115942 0.92255435 0.91149068 0.896739130
[150,] 0.91304348 0.90217391 0.88819876 0.869565217
[151,] 0.10144928 0.00000000 0.00000000 0.000000000
[152,] 0.40942029 0.33559783 0.24068323 0.114130435
[153,] 0.88768116 0.87364130 0.85559006 0.831521739
[154,] 0.86231884 0.84510870 0.82298137 0.793478261
[155,] 0.93478261 0.92663043 0.91614907 0.902173913
[156,] 0.86956522 0.85326087 0.83229814 0.804347826
[157,] 0.92028986 0.91032609 0.89751553 0.880434783
[158,] 0.43840580 0.36820652 0.27795031 0.157608696
[159,] 0.52173913 0.46195652 0.38509317 0.282608696
[160,] 0.92753623 0.91847826 0.90683230 0.891304348
[161,] 0.79710145 0.77173913 0.73913043 0.695652174
[162,] 0.18478261 0.08288043 0.00000000 0.000000000
[163,] 0.90579710 0.89402174 0.87888199 0.858695652
[164,] 0.48188406 0.41711957 0.33385093 0.222826087
[165,] 0.89492754 0.88179348 0.86490683 0.842391304
[166,] 0.56884058 0.51494565 0.44565217 0.353260870
[167,] 0.76811594 0.73913043 0.70186335 0.652173913
[168,] 0.94565217 0.93885870 0.93012422 0.918478261
[169,] 0.85869565 0.84103261 0.81832298 0.788043478
[170,] 0.95289855 0.94701087 0.93944099 0.929347826
[171,] 0.76449275 0.73505435 0.69720497 0.646739130
[172,] 0.91304348 0.90217391 0.88819876 0.869565217
[173,] 0.91304348 0.90217391 0.88819876 0.869565217
[174,] 0.90217391 0.88994565 0.87422360 0.853260870
[175,] 0.00000000 0.00000000 0.00000000 0.000000000
[176,] 0.77173913 0.74320652 0.70652174 0.657608696
[177,] 0.26811594 0.17663043 0.05900621 0.000000000
[178,] 0.77898551 0.75135870 0.71583851 0.668478261
[179,] 0.91304348 0.90217391 0.88819876 0.869565217
[180,] 0.96014493 0.95516304 0.94875776 0.940217391
[181,] 0.69565217 0.65760870 0.60869565 0.543478261
[182,] 0.88768116 0.87364130 0.85559006 0.831521739
[183,] 0.83695652 0.81657609 0.79037267 0.755434783
[184,] 0.81159420 0.78804348 0.75776398 0.717391304
[185,] 0.93840580 0.93070652 0.92080745 0.907608696
[186,] 0.91666667 0.90625000 0.89285714 0.875000000
[187,] 0.94565217 0.93885870 0.93012422 0.918478261
[188,] 0.96739130 0.96331522 0.95807453 0.951086957
[189,] 0.27173913 0.18070652 0.06366460 0.000000000
[190,] 0.72101449 0.68614130 0.64130435 0.581521739
[191,] 0.93115942 0.92255435 0.91149068 0.896739130
[192,] 0.96014493 0.95516304 0.94875776 0.940217391
[193,] 0.94927536 0.94293478 0.93478261 0.923913043
[194,] 0.91304348 0.90217391 0.88819876 0.869565217
[195,] 0.84420290 0.82472826 0.79968944 0.766304348
[196,] 0.92391304 0.91440217 0.90217391 0.885869565
[197,] 0.90942029 0.89809783 0.88354037 0.864130435
[198,] 0.53623188 0.47826087 0.40372671 0.304347826
[199,] 0.57246377 0.51902174 0.45031056 0.358695652
[200,] 0.81521739 0.79211957 0.76242236 0.722826087
[201,] 0.95652174 0.95108696 0.94409938 0.934782609
[202,] 0.57246377 0.51902174 0.45031056 0.358695652
[203,] 0.96376812 0.95923913 0.95341615 0.945652174
[204,] 0.77173913 0.74320652 0.70652174 0.657608696
[205,] 0.64492754 0.60054348 0.54347826 0.467391304
[206,] 0.87318841 0.85733696 0.83695652 0.809782609
[207,] 0.44202899 0.37228261 0.28260870 0.163043478
[208,] 0.93115942 0.92255435 0.91149068 0.896739130
[209,] 0.94927536 0.94293478 0.93478261 0.923913043
[210,] 0.91666667 0.90625000 0.89285714 0.875000000
[211,] 0.95652174 0.95108696 0.94409938 0.934782609
[212,] 0.92028986 0.91032609 0.89751553 0.880434783
[213,] 0.52898551 0.47010870 0.39440994 0.293478261
[214,] 0.47463768 0.40896739 0.32453416 0.211956522
[215,] 0.84420290 0.82472826 0.79968944 0.766304348
[216,] 0.83695652 0.81657609 0.79037267 0.755434783
[217,] 0.84057971 0.82065217 0.79503106 0.760869565
[218,] 0.32608696 0.24184783 0.13354037 0.000000000
[219,] 0.93478261 0.92663043 0.91614907 0.902173913
[220,] 0.80797101 0.78396739 0.75310559 0.711956522
[221,] 0.18478261 0.08288043 0.00000000 0.000000000
[222,] 0.54710145 0.49048913 0.41770186 0.320652174
[223,] 0.85144928 0.83288043 0.80900621 0.777173913
[224,] 0.93115942 0.92255435 0.91149068 0.896739130
[225,] 0.94565217 0.93885870 0.93012422 0.918478261
[226,] 0.43478261 0.36413043 0.27329193 0.152173913
[227,] 0.86231884 0.84510870 0.82298137 0.793478261
[228,] 0.60507246 0.55570652 0.49223602 0.407608696
[229,] 0.69202899 0.65353261 0.60403727 0.538043478
[230,] 0.57971014 0.52717391 0.45962733 0.369565217
[231,] 0.82608696 0.80434783 0.77639752 0.739130435
[232,] 0.81521739 0.79211957 0.76242236 0.722826087
[233,] 0.34420290 0.26222826 0.15683230 0.016304348
[234,] 0.78623188 0.75951087 0.72515528 0.679347826
[235,] 0.51086957 0.44972826 0.37111801 0.266304348
[236,] 0.34057971 0.25815217 0.15217391 0.010869565
[237,] 0.77898551 0.75135870 0.71583851 0.668478261
[238,] 0.92753623 0.91847826 0.90683230 0.891304348
[239,] 0.05072464 0.00000000 0.00000000 0.000000000
[240,] 0.32246377 0.23777174 0.12888199 0.000000000
[241,] 0.92028986 0.91032609 0.89751553 0.880434783
[242,] 0.69565217 0.65760870 0.60869565 0.543478261
[243,] 0.90942029 0.89809783 0.88354037 0.864130435
[244,] 0.94565217 0.93885870 0.93012422 0.918478261
[245,] 0.94202899 0.93478261 0.92546584 0.913043478
[246,] 0.15942029 0.05434783 0.00000000 0.000000000
[247,] 0.94565217 0.93885870 0.93012422 0.918478261
[248,] 0.93478261 0.92663043 0.91614907 0.902173913
[249,] 0.95652174 0.95108696 0.94409938 0.934782609
[250,] 0.59420290 0.54347826 0.47826087 0.391304348
[251,] 0.76449275 0.73505435 0.69720497 0.646739130
[252,] 0.94927536 0.94293478 0.93478261 0.923913043
[253,] 0.93478261 0.92663043 0.91614907 0.902173913
[254,] 0.20289855 0.10326087 0.00000000 0.000000000
[255,] 0.98550725 0.98369565 0.98136646 0.978260870
[256,] 0.64492754 0.60054348 0.54347826 0.467391304
[257,] 0.77898551 0.75135870 0.71583851 0.668478261
[258,] 0.88405797 0.86956522 0.85093168 0.826086957
[259,] 0.58333333 0.53125000 0.46428571 0.375000000
[260,] 0.84782609 0.82880435 0.80434783 0.771739130
[261,] 0.93115942 0.92255435 0.91149068 0.896739130
[262,] 0.94202899 0.93478261 0.92546584 0.913043478
[263,] 0.92028986 0.91032609 0.89751553 0.880434783
[264,] 0.91666667 0.90625000 0.89285714 0.875000000
[265,] 0.90579710 0.89402174 0.87888199 0.858695652
[266,] 0.78985507 0.76358696 0.72981366 0.684782609
[267,] 0.87681159 0.86141304 0.84161491 0.815217391
[268,] 0.73550725 0.70244565 0.65993789 0.603260870
[269,] 0.92391304 0.91440217 0.90217391 0.885869565
[270,] 0.83333333 0.81250000 0.78571429 0.750000000
[271,] 0.62681159 0.58016304 0.52018634 0.440217391
[272,] 0.92391304 0.91440217 0.90217391 0.885869565
[273,] 0.87681159 0.86141304 0.84161491 0.815217391
[274,] 0.49275362 0.42934783 0.34782609 0.239130435
[275,] 0.70289855 0.66576087 0.61801242 0.554347826
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