vowel.arff

一个由Mike Gashler完成的机器学习方面的includes neural net, naive bayesian classifier, decision tree, KNN, a genet

%    From: 1                       To: Female              
%
%
% Relabeled values in attribute 'Class'
%    From: 0                       To: hid                 
%    From: 1                       To: hId                 
%    From: 2                       To: hEd                 
%    From: 3                       To: hAd                 
%    From: 4                       To: hYd                 
%    From: 5                       To: had                 
%    From: 6                       To: hOd                 
%    From: 7                       To: hod                 
%    From: 8                       To: hUd                 
%    From: 9                       To: hud                 
%    From: 10                      To: hed                 
%
@relation vowel
@attribute 'Train or Test' { Train, Test}
@attribute 'Speaker Number' { Andrew, Bill, David, Mark, Jo, Kate, Penny, Rose, Mike, Nick, Rich, Tim, Sarah, Sue, Wendy}
@attribute 'Sex' { Male, Female}
@attribute 'Feature 0' real
@attribute 'Feature 1' real
@attribute 'Feature 2' real
@attribute 'Feature 3' real
@attribute 'Feature 4' real
@attribute 'Feature 5' real
@attribute 'Feature 6' real
@attribute 'Feature 7' real
@attribute 'Feature 8' real
@attribute 'Feature 9' real
@attribute 'Class' { hid, hId, hEd, hAd, hYd, had, hOd, hod, hUd, hud, hed}
@data
Train,Andrew,Male,-3.639,0.418,-0.67,1.779,-0.168,1.627,-0.388,0.529,-0.874,-0.814,hid
Train,Andrew,Male,-3.327,0.496,-0.694,1.365,-0.265,1.933,-0.363,0.51,-0.621,-0.488,hId
Train,Andrew,Male,-2.12,0.894,-1.576,0.147,-0.707,1.559,-0.579,0.676,-0.809,-0.049,hEd
Train,Andrew,Male,-2.287,1.809,-1.498,1.012,-1.053,1.06,-0.567,0.235,-0.091,-0.795,hAd
Train,Andrew,Male,-2.598,1.938,-0.846,1.062,-1.633,0.764,0.394,-0.15,0.277,-0.396,hYd
Train,Andrew,Male,-2.852,1.914,-0.755,0.825,-1.588,0.855,0.217,-0.246,0.238,-0.365,had
Train,Andrew,Male,-3.482,2.524,-0.433,1.048,-1.995,0.902,0.322,0.45,0.377,-0.366,hOd
Train,Andrew,Male,-3.941,2.305,0.124,1.771,-1.815,0.593,-0.435,0.992,0.575,-0.301,hod
Train,Andrew,Male,-3.86,2.116,-0.939,0.688,-0.675,1.679,-0.512,0.928,-0.167,-0.434,hUd
Train,Andrew,Male,-3.648,1.812,-1.378,1.578,0.065,1.577,-0.466,0.702,0.06,-0.836,hud
Train,Andrew,Male,-3.032,1.739,-1.141,0.737,-0.834,1.386,-0.575,0.679,-0.018,-0.823,hed
Train,Andrew,Male,-3.653,0.373,-0.6,1.705,-0.222,1.765,-0.353,0.537,-0.797,-0.813,hid
Train,Andrew,Male,-3.237,0.436,-0.86,1.363,-0.251,1.915,-0.395,0.751,-0.774,-0.327,hId
Train,Andrew,Male,-2.135,0.954,-1.632,0.121,-0.704,1.6,-0.628,0.713,-0.903,-0.027,hEd
Train,Andrew,Male,-2.304,1.784,-1.506,0.981,-0.961,0.806,-0.294,-0.002,0.119,-0.76,hAd
Train,Andrew,Male,-2.54,2.144,-1.024,0.933,-1.567,1.024,0.188,-0.047,0.309,-0.633,hYd
Train,Andrew,Male,-2.826,2.003,-0.738,0.801,-1.669,0.939,0.245,-0.257,0.256,-0.458,had
Train,Andrew,Male,-3.582,2.374,-0.358,1.162,-1.953,0.621,0.339,0.355,0.415,-0.259,hOd
Train,Andrew,Male,-3.951,2.25,0.127,1.772,-1.906,0.567,-0.432,1.045,0.598,-0.293,hod
Train,Andrew,Male,-3.783,1.974,-1.2,0.606,-0.65,1.504,-0.134,0.528,0.392,-0.58,hUd
Train,Andrew,Male,-3.673,1.811,-1.405,1.621,0.044,1.572,-0.453,0.745,-0.066,-0.733,hud
Train,Andrew,Male,-2.946,1.649,-1.167,0.788,-0.909,1.3,-0.562,0.902,-0.07,-0.842,hed
Train,Andrew,Male,-3.665,0.337,-0.641,1.791,-0.194,1.686,-0.359,0.57,-0.676,-0.841,hid
Train,Andrew,Male,-3.165,0.408,-0.971,1.207,-0.298,1.921,-0.215,0.723,-0.492,-0.425,hId
Train,Andrew,Male,-2.105,1.035,-1.705,0.231,-0.558,1.554,-0.649,0.71,-0.855,-0.151,hEd
Train,Andrew,Male,-2.312,1.746,-1.51,1.019,-0.99,0.941,-0.488,0.208,0.033,-0.847,hAd
Train,Andrew,Male,-2.635,2.147,-1.129,0.911,-1.407,1.095,-0.071,0.118,0.139,-0.685,hYd
Train,Andrew,Male,-2.887,2.131,-0.83,0.682,-1.557,0.818,0.448,-0.382,0.207,-0.402,had
Train,Andrew,Male,-3.635,2.25,-0.394,1.012,-1.693,0.117,0.665,0.281,0.343,-0.003,hOd
Train,Andrew,Male,-3.986,2.325,0.102,1.633,-2.014,0.576,-0.344,1.003,0.566,-0.245,hod
Train,Andrew,Male,-3.712,1.816,-1.171,0.647,-0.767,1.698,-0.347,0.92,0.159,-0.359,hUd
Train,Andrew,Male,-3.74,1.832,-1.384,1.587,0.049,1.642,-0.516,0.707,-0.169,-0.522,hud
Train,Andrew,Male,-2.859,1.627,-1.14,0.769,-0.948,1.39,-0.608,0.956,-0.204,-0.727,hed
Train,Andrew,Male,-3.624,0.305,-0.708,1.758,-0.194,1.675,-0.273,0.561,-0.577,-0.843,hid
Train,Andrew,Male,-3.062,0.351,-1.071,1.061,-0.355,1.99,-0.21,0.796,-0.358,-0.299,hId
Train,Andrew,Male,-2.081,1.05,-1.778,0.411,-0.518,1.46,-0.576,0.735,-0.866,-0.172,hEd
Train,Andrew,Male,-2.289,1.845,-1.616,0.987,-0.876,1.044,-0.549,0.196,-0.07,-0.814,hAd
Train,Andrew,Male,-2.724,2.067,-1.142,0.923,-1.157,1.17,-0.276,0.172,-0.008,-0.649,hYd
Train,Andrew,Male,-3.015,2.232,-0.899,0.574,-1.331,0.546,0.61,-0.452,0.035,-0.156,had
Train,Andrew,Male,-3.559,2.126,-0.445,1.053,-1.765,0.349,0.546,0.321,0.443,-0.118,hOd
Train,Andrew,Male,-4.074,2.281,0.152,1.556,-1.613,-0.047,0.222,0.252,0.775,0.125,hod
Train,Andrew,Male,-3.618,1.576,-1.14,0.699,-0.741,1.633,-0.387,1.086,0.235,-0.388,hUd
Train,Andrew,Male,-3.687,1.784,-1.593,1.603,0.123,1.424,-0.225,0.441,0.206,-0.714,hud
Train,Andrew,Male,-2.69,1.652,-1.261,0.674,-0.964,1.449,-0.593,1.005,-0.303,-0.541,hed
Train,Andrew,Male,-3.593,0.29,-0.782,1.707,-0.175,1.662,-0.137,0.493,-0.492,-0.926,hid
Train,Andrew,Male,-3.046,0.387,-1.165,0.94,-0.386,1.978,-0.186,0.811,-0.394,-0.198,hId
Train,Andrew,Male,-2.255,0.902,-1.723,0.454,-0.524,1.453,-0.614,0.761,-0.885,-0.118,hEd
Train,Andrew,Male,-2.299,1.848,-1.695,1.065,-0.861,1.047,-0.607,0.313,-0.253,-0.759,hAd
Train,Andrew,Male,-2.911,1.928,-1.131,0.899,-0.911,1.111,-0.208,-0.047,-0.029,-0.539,hYd
Train,Andrew,Male,-3.089,2.339,-0.973,0.463,-1.169,0.543,0.598,-0.45,-0.08,-0.039,had
Train,Andrew,Male,-3.459,2.086,-0.595,0.937,-1.841,0.6,0.457,0.4,0.473,-0.211,hOd
Train,Andrew,Male,-4.208,2.447,0.049,1.331,-2.088,0.585,-0.05,0.82,0.606,-0.302,hod
Train,Andrew,Male,-3.543,1.391,-1.22,0.699,-0.769,1.579,-0.379,1.158,0.181,-0.178,hUd
Train,Andrew,Male,-3.684,1.774,-1.728,1.611,0.1,1.393,-0.193,0.554,0.245,-0.919,hud
Train,Andrew,Male,-2.596,1.56,-1.249,0.656,-1.095,1.292,-0.55,1.006,-0.15,-0.553,hed
Train,Andrew,Male,-3.604,0.235,-0.836,1.786,-0.153,1.642,-0.096,0.488,-0.524,-1.003,hid
Train,Andrew,Male,-3.171,0.49,-1.128,0.911,-0.388,2.014,-0.212,0.707,-0.551,-0.187,hId
Train,Andrew,Male,-2.302,0.85,-1.646,0.455,-0.488,1.491,-0.617,0.819,-0.887,-0.08,hEd
Train,Andrew,Male,-2.368,1.727,-1.556,1.162,-0.819,0.941,-0.572,0.345,-0.279,-0.736,hAd
Train,Andrew,Male,-3.141,1.873,-1.131,0.941,-0.759,1.224,-0.354,0.016,-0.218,-0.568,hYd
Train,Andrew,Male,-3.065,2.372,-1.002,0.496,-1.295,0.86,0.327,-0.404,0.067,-0.155,had
Train,Andrew,Male,-3.473,2.178,-0.82,0.706,-1.71,0.779,0.422,0.351,0.426,-0.267,hOd
Train,Andrew,Male,-4.238,2.437,0.036,1.158,-2.127,0.554,0.12,0.823,0.565,-0.293,hod
Train,Andrew,Male,-3.546,1.258,-1.227,0.823,-0.702,1.734,-0.397,1.333,-0.277,0.013,hUd
Train,Andrew,Male,-3.869,1.86,-1.646,1.612,0.044,1.531,-0.493,0.862,-0.106,-1.001,hud
Train,Andrew,Male,-2.666,1.516,-1.198,0.741,-1.066,1.24,-0.574,0.965,-0.13,-0.711,hed
Train,Bill,Male,-4.102,0.209,0.414,0.423,0.985,1.434,0.663,0.036,-0.784,-0.668,hid
Train,Bill,Male,-1.372,-0.03,-1.003,-0.388,-0.471,1.141,0.654,0.823,0.558,0.043,hId
Train,Bill,Male,-1.816,0.458,-0.947,-0.341,0.085,0.75,0.144,0.462,-0.24,-0.266,hEd
Train,Bill,Male,-1.954,1.595,-1.593,0.37,-0.136,0.022,0.034,0.321,-0.19,-0.491,hAd
Train,Bill,Male,-2.654,2.39,-0.008,0.07,-1.063,0.304,-0.105,0.281,0.488,-0.382,hYd
Train,Bill,Male,-2.321,1.303,0.32,-0.085,-0.278,0.001,-0.094,-0.283,0.852,0.022,had
Train,Bill,Male,-3.141,3.314,-0.996,-0.394,-0.19,-0.312,0.137,0.631,0.547,-0.247,hOd
Train,Bill,Male,-3.941,3.353,0.486,-0.506,-1.12,0.101,0.297,0.711,-0.078,0.648,hod
Train,Bill,Male,-4.161,2.937,0.157,0.336,-0.968,0.641,0.088,0.237,0.565,0.823,hUd
Train,Bill,Male,-4.52,2.231,-0.088,0.513,-0.528,1.246,0.198,0.242,0.161,0.769,hud
Train,Bill,Male,-3.088,1.389,0.048,-0.216,-0.329,0.91,0.045,-0.075,0.101,-0.134,hed
Train,Bill,Male,-4.275,0.162,0.728,0.662,0.94,1.269,0.711,0.073,-0.827,-0.655,hid
Train,Bill,Male,-1.657,0.056,-1.044,-0.32,-0.316,1.321,0.638,0.8,0.298,-0.159,hId
Train,Bill,Male,-1.709,0.486,-0.953,-0.346,0.02,0.786,0.145,0.564,-0.229,-0.322,hEd
Train,Bill,Male,-1.952,1.469,-1.375,0.105,-0.154,0.17,-0.047,0.336,-0.098,-0.41,hAd
Train,Bill,Male,-2.67,2.696,-0.231,-0.028,-1.014,0.486,-0.137,0.448,0.285,-0.482,hYd
Train,Bill,Male,-2.441,1.415,0.386,-0.335,-0.187,-0.079,0,-0.175,0.792,-0.026,had
Train,Bill,Male,-3.146,3.076,-0.683,-0.032,-0.693,-0.06,-0.267,0.476,0.982,-0.352,hOd
Train,Bill,Male,-3.902,3.586,0.334,-0.669,-1.087,0.255,0.461,0.812,-0.185,0.535,hod
Train,Bill,Male,-4.267,3.01,0.172,0.028,-0.827,0.532,0.099,0.326,0.34,0.696,hUd
Train,Bill,Male,-4.65,2.455,0.013,0.681,-0.8,1.434,0.126,0.036,0.382,0.278,hud
Train,Bill,Male,-3.03,1.185,0.314,-0.121,-0.591,0.965,0.353,-0.137,-0.221,0.075,hed
Train,Bill,Male,-4.473,0.373,0.858,0.919,0.778,1.272,0.653,-0.216,-0.891,-0.627,hid
Train,Bill,Male,-1.856,0.063,-1.011,-0.238,-0.152,1.461,0.572,0.775,0.154,-0.31,hId
Train,Bill,Male,-1.976,0.389,-0.947,-0.25,-0.065,0.949,0.127,0.478,-0.323,-0.345,hEd
Train,Bill,Male,-1.914,1.473,-1.342,-0.013,-0.213,0.253,0.005,0.229,-0.009,-0.445,hAd
Train,Bill,Male,-2.7,2.83,-0.389,0.032,-0.958,0.44,-0.168,0.519,0.169,-0.525,hYd
Train,Bill,Male,-2.554,1.117,0.42,-0.022,-0.645,0.02,0.145,-0.327,0.66,0.073,had
Train,Bill,Male,-3.054,3.104,-0.513,-0.085,-0.952,0.299,-0.269,0.459,0.892,-0.308,hOd
Train,Bill,Male,-3.84,3.745,0.121,-0.656,-1.066,0.329,0.734,0.875,-0.295,0.418,hod
Train,Bill,Male,-4.323,2.853,0.385,0.209,-1.096,0.431,0.119,0.268,0.131,0.654,hUd
Train,Bill,Male,-4.676,2.537,0.075,0.73,-0.933,1.493,0.049,0.076,0.254,0.276,hud
Train,Bill,Male,-2.922,1.516,-0.002,-0.353,-0.464,1.184,0.383,-0.175,-0.346,-0.033,hed
Train,Bill,Male,-4.477,0.246,1.087,1.108,0.682,1.057,0.424,-0.264,-1.195,-0.52,hid
Train,Bill,Male,-1.895,-0.012,-0.97,-0.152,-0.161,1.509,0.487,0.809,0.044,-0.264,hId
Train,Bill,Male,-1.945,0.352,-1.053,-0.228,-0.12,0.927,0.088,0.509,-0.279,-0.246,hEd
Train,Bill,Male,-1.912,1.554,-1.455,-0.017,-0.118,0.27,-0.037,0.163,-0.027,-0.474,hAd
Train,Bill,Male,-2.724,2.998,-0.56,-0.077,-0.944,0.548,-0.08,0.4,0.144,-0.63,hYd
Train,Bill,Male,-2.385,1.241,0.272,-0.04,-0.692,0.16,-0.061,-0.189,0.744,0.088,had
Train,Bill,Male,-3.092,3.014,-0.307,-0.016,-0.956,0.195,-0.227,0.367,0.958,-0.092,hOd
Train,Bill,Male,-3.917,3.496,0.409,-0.531,-1.15,0.017,0.605,0.977,-0.328,0.447,hod
Train,Bill,Male,-4.232,3.035,0.428,0.497,-1.374,0.549,0.133,0.232,0.129,0.487,hUd
Train,Bill,Male,-4.759,2.696,0.104,0.697,-0.787,1.114,0.205,-0.066,0.369,0.306,hud
Train,Bill,Male,-2.945,1.724,-0.312,-0.239,-0.447,1.36,0.014,-0.102,0.021,-0.564,hed
Train,Bill,Male,-4.314,-0.106,1.044,1.192,0.687,0.763,0.158,-0.193,-1.342,-0.447,hid
Train,Bill,Male,-2.05,0.065,-0.938,-0.037,0.082,1.561,0.393,0.835,-0.029,-0.394,hId
Train,Bill,Male,-1.804,0.431,-1,-0.427,-0.094,0.848,0.084,0.636,-0.275,-0.214,hEd
Train,Bill,Male,-1.978,1.542,-1.487,-0.096,-0.025,0.32,-0.063,0.097,-0.073,-0.381,hAd
Train,Bill,Male,-2.748,3.217,-0.976,-0.213,-0.792,0.771,-0.032,0.223,0.043,-0.825,hYd
Train,Bill,Male,-2.351,1.53,0.086,-0.075,-0.426,0.125,-0.197,0.033,0.848,-0.038,had
Train,Bill,Male,-3.105,2.916,-0.207,0.031,-0.897,0.021,-0.229,0.256,1.073,-0.065,hOd
Train,Bill,Male,-3.985,3.614,0.584,-0.42,-1.105,-0.174,0.348,0.885,-0.165,0.65,hod
Train,Bill,Male,-4.16,3.329,0.275,0.394,-1.287,0.693,0.483,0.121,0.286,0.153,hUd
Train,Bill,Male,-4.88,3.064,0.06,0.434,-0.575,0.897,0.25,0.085,0.093,0.445,hud
Train,Bill,Male,-3.082,1.633,-0.118,-0.147,-0.484,1.176,-0.086,-0.072,0.086,-0.564,hed
Train,Bill,Male,-4.158,-0.342,0.9,1.09,0.56,0.955,0.395,-0.328,-1.52,-0.498,hid
Train,Bill,Male,-2.441,0.191,-0.814,0.255,0.411,1.636,0.395,0.761,-0.005,-0.564,hId
Train,Bill,Male,-1.672,0.328,-0.833,-0.577,-0.363,0.84,0.18,0.682,-0.124,-0.109,hEd
Train,Bill,Male,-2.051,1.508,-1.641,-0.058,-0.102,0.346,-0.021,0.109,-0.147,-0.298,hAd
Train,Bill,Male,-2.788,3.194,-1.142,-0.313,-0.58,0.357,0.281,0.082,0.109,-0.858,hYd
Train,Bill,Male,-2.489,1.773,-0.18,-0.152,-0.353,0.133,-0.186,0.207,0.788,-0.285,had
Train,Bill,Male,-3.065,3.139,-0.461,-0.221,-0.759,-0.045,0.068,0.274,0.999,-0.331,hOd
Train,Bill,Male,-3.963,3.938,0.466,-0.564,-1.042,-0.064,0.241,0.888,-0.032,0.798,hod
Train,Bill,Male,-4.136,3.582,-0.407,-0.038,-0.687,1.031,0.491,0.157,0.305,0.028,hUd
Train,Bill,Male,-4.944,3.325,0.015,0.079,-0.593,1.047,0.337,0.296,-0.453,0.371,hud
Train,Bill,Male,-3.058,1.678,-0.351,-0.255,0.038,0.692,-0.173,0.226,0.202,-0.593,hed
Train,David,Male,-1.202,-0.253,-2.487,0.809,-0.367,2.169,0.32,1.034,-1.385,-0.706,hid
Train,David,Male,-1.077,0.511,-2.006,0.305,-0.584,1.962,0.089,1.406,-0.669,-0.027,hId
Train,David,Male,-1.768,0.786,-1.468,1.077,-0.347,1.704,-0.171,1.076,-0.691,-0.06,hEd
Train,David,Male,-1.737,1.789,-1.046,1.071,-0.775,1.041,-0.025,0.925,-0.452,0.007,hAd
Train,David,Male,-2.432,2.126,-0.218,1.422,-1.169,0.41,-0.393,1.326,-0.067,0.225,hYd
Train,David,Male,-2.125,1.952,-0.415,1.458,-0.985,0.52,-0.344,1.249,-0.37,0.145,had
Train,David,Male,-2.607,2.406,-0.088,1.586,-1.477,0.164,-0.527,1.551,0.033,0.522,hOd
Train,David,Male,-3.813,3.705,-0.157,1.561,-1.503,-0.366,-0.581,1.412,0.29,-0.099,hod
Train,David,Male,-3.05,1.6,-0.686,1.543,-1.149,-0.043,0.297,0.727,0.598,0.458,hUd
Train,David,Male,-3.972,2.279,-0.62,0.954,-1.09,0.719,0.717,0.3,1.309,0.171,hud
Train,David,Male,-2.979,1.795,-0.87,1.427,-0.93,1.323,-0.212,1.286,-0.135,-0.496,hed
Train,David,Male,-1.298,-0.295,-2.433,0.955,-0.278,2.252,0.285,0.915,-1.569,-0.562,hid
Train,David,Male,-1.012,0.516,-2.041,0.32,-0.634,1.969,0.041,1.414,-0.687,0.047,hId
Train,David,Male,-1.501,0.847,-1.619,0.92,-0.488,1.616,-0.161,1.127,-0.613,-0.051,hEd
Train,David,Male,-1.674,1.711,-1.04,1.136,-0.869,1.036,-0.157,0.946,-0.361,0.02,hAd