pendigits_test.arff

Java语言实现的支持向量机的源码。对研究人工智能的朋友有用。

@relation pendigits_test
@attribute input1 numeric
@attribute input2 numeric
@attribute input3 numeric
@attribute input4 numeric
@attribute input5 numeric
@attribute input6 numeric
@attribute input7 numeric
@attribute input8 numeric
@attribute input9 numeric
@attribute input10 numeric
@attribute input11 numeric
@attribute input12 numeric
@attribute input13 numeric
@attribute input14 numeric
@attribute input15 numeric
@attribute input16 numeric
@attribute class {0,1,2,3,4,5,6,7,8,9}
@data
0.19,0.66,0.03,0.28,0.34,0,0.77,0.13,1,0.51,0.78,0.89,0.34,1,0,0.76,0
0.24,0.76,0,0.48,0.25,0.02,0.83,0,1,0.5,0.82,1,0.28,0.84,0.08,0.34,0
0.34,1,0,0.76,0,0.35,0.32,0.01,0.85,0,1,0.38,0.85,0.77,0.36,0.84,0
0.44,0.86,0.14,0.77,0,0.34,0.28,0.01,0.7,0,1,0.33,0.85,0.76,0.48,1,0
0.48,1,0,0.43,0.39,0,1,0.52,0.54,0.87,0.18,0.48,0.74,0.78,0.19,0.19,0
0.13,0.76,0.01,0.44,0.15,0,0.67,0.01,1,0.38,0.93,0.85,0.45,1,0,0.74,0
0.59,0.86,0.26,0.92,0,0.49,0.21,0.05,0.68,0,1,0.35,0.82,0.81,0.39,1,0
0.63,0.97,0.17,0.91,0,0.54,0.15,0.17,0.59,0,0.94,0.25,1,0.64,0.86,1,0
0.07,0.96,0,0.61,0.13,0.22,0.61,0,1,0.3,0.98,0.69,0.59,1,0.13,0.86,0
0.29,0.81,0.06,0.54,0.22,0.07,0.76,0,1,0.45,0.87,0.93,0.34,1,0,0.64,0
0.35,0.84,0.24,0.28,0.54,0,0.87,0.28,1,0.81,0.66,1,0.3,0.83,0,0.48,0
0.16,0.59,0,0.31,0.31,0,0.78,0.15,1,0.55,0.87,0.98,0.4,1,0.06,0.67,0
0,0.61,0.14,0.18,0.63,0,1,0.33,0.89,0.8,0.45,1,0.14,0.62,0.18,0.16,0
0.13,0.71,0,0.35,0.19,0,0.67,0.08,1,0.38,0.96,0.78,0.55,1,0.14,0.82,0
0.43,1,0.08,0.67,0.03,0.27,0.41,0,0.87,0.27,1,0.66,0.54,0.92,0,0.74,0
0.34,0.75,0,0.44,0,0.03,0.47,0,0.86,0.29,1,0.67,0.74,1,0.24,0.91,0
0.28,0.97,0.2,0.71,0,0.26,0.28,0,0.74,0.21,1,0.63,0.73,1,0.24,0.96,0
0.23,1,0,0.65,0.05,0.23,0.52,0,1,0.21,0.95,0.62,0.53,0.92,0.12,0.66,0
0.18,0.95,0.06,0.63,0.16,0.11,0.65,0,1,0.4,0.84,0.9,0.31,1,0,0.57,0
0.29,1,0,0.68,0.09,0.23,0.47,0,0.9,0.1,1,0.54,0.73,0.91,0.3,0.97,0
0.49,1,0.2,0.81,0,0.44,0.17,0.08,0.71,0,1,0.31,0.85,0.69,0.41,0.94,0
0.26,0.7,0,0.38,0.14,0,0.65,0.04,0.93,0.4,1,0.79,0.6,1,0.21,0.74,0
0.51,1,0.16,0.73,0,0.27,0.28,0,0.7,0.15,1,0.51,0.83,0.89,0.4,0.95,0
0.22,1,0.01,0.55,0.1,0.1,0.6,0,1,0.31,0.97,0.77,0.51,0.99,0,0.83,0
0.26,0.86,0.2,0.43,0.37,0,0.87,0.12,1,0.56,0.74,0.95,0.22,1,0,0.6,0
0.37,1,0.08,0.78,0,0.39,0.18,0.04,0.59,0,0.91,0.26,1,0.64,0.72,0.92,0
0.4,0.89,0,0.25,0.46,0,1,0.49,0.7,1,0.44,0.78,0.95,0.62,0.34,0.22,0
0.13,0.68,0.15,0.3,0.42,0,0.86,0.19,1,0.56,0.84,0.9,0.33,1,0,0.73,0
0.59,0.79,0.4,0.99,0,0.62,0.01,0.14,0.59,0,1,0.35,0.8,0.8,0.21,1,0
0.17,0.96,0,0.63,0.06,0.2,0.5,0,0.95,0.22,1,0.64,0.71,1,0.25,0.86,0
0,0.44,0.15,0,0.62,0.05,0.95,0.4,1,0.88,0.6,1,0.27,0.64,0.11,0.17,0
0.16,0.78,0,0.38,0.31,0,0.74,0.13,1,0.59,0.71,1,0.28,0.91,0.11,0.39,0
0.36,1,0.05,0.66,0,0.22,0.4,0,0.85,0.19,1,0.59,0.65,0.89,0.15,0.94,0
0.46,0.88,0.24,0.61,0.19,0.11,0.63,0,1,0.29,0.86,0.78,0.45,1,0,0.86,0
0.29,0.85,0.08,0.43,0.33,0,0.86,0.09,1,0.57,0.74,1,0.17,0.92,0,0.46,0
0.17,0.94,0,0.57,0.16,0.1,0.64,0,1,0.32,0.98,0.8,0.55,1,0.14,0.73,0
0.19,1,0.1,0.46,0.29,0,0.75,0.15,1,0.58,0.65,0.92,0.19,0.85,0,0.4,0
0.26,0.92,0,0.54,0.13,0.12,0.63,0,0.99,0.3,1,0.74,0.61,1,0.13,0.8,0
0.62,0.83,0.21,0.69,0,0.33,0.25,0.01,0.68,0,1,0.29,0.97,0.7,0.67,1,0
0.36,0.52,0,0.5,0.06,0.06,0.56,0,0.97,0.3,1,0.76,0.58,1,0.24,0.68,0
0.28,1,0.05,0.7,0,0.27,0.44,0,0.98,0.23,1,0.64,0.65,1,0.19,0.89,0
0.15,0.73,0,0.34,0.3,0,0.81,0.01,1,0.38,0.87,0.78,0.44,1,0.16,0.68,0
0.14,0.76,0,0.35,0.16,0,0.62,0.01,0.95,0.3,1,0.7,0.7,1,0.25,0.94,0
0.42,1,0.12,0.68,0,0.27,0.32,0,0.76,0.09,1,0.44,0.88,0.85,0.47,0.85,0
0.5,0.98,0.22,0.84,0,0.39,0.25,0,0.78,0.12,1,0.56,0.83,1,0.27,0.97,0
0.18,0.91,0,0.48,0.22,0.06,0.66,0,1,0.3,0.91,0.76,0.52,1,0.16,0.76,0
0.18,1,0.08,0.53,0.24,0.05,0.69,0,1,0.39,0.91,0.87,0.45,0.98,0,0.79,0
0.43,0.61,0.1,0.23,0.46,0,0.88,0.31,1,0.76,0.64,1,0.24,0.67,0,0.25,0
0.29,0.83,0.05,0.6,0.08,0.14,0.64,0,1,0.35,0.89,0.81,0.33,1,0,0.83,0
0.34,0.81,0.06,0.42,0.22,0,0.7,0.1,1,0.48,0.92,0.91,0.42,1,0,0.73,0
0.43,1,0.16,0.86,0,0.41,0.24,0,0.75,0.11,1,0.53,0.85,0.97,0.34,0.97,0
0.38,1,0.12,0.67,0.19,0.09,0.62,0,1,0.3,0.83,0.82,0.39,0.91,0,0.66,0
0.74,0.95,0.21,0.75,0,0.36,0.2,0,0.75,0.25,1,0.64,0.78,1,0.19,0.82,0
0.14,0.73,0,0.27,0.38,0,0.84,0.1,1,0.55,0.75,0.96,0.31,1,0.09,0.6,0
0.11,0.85,0,0.46,0.12,0.05,0.53,0,0.88,0.25,1,0.68,0.73,1,0.34,0.92,0
0.65,0.84,0.31,1,0,0.63,0.15,0.16,0.62,0,1,0.3,0.89,0.78,0.44,0.94,0
0.49,0.83,0.08,0.57,0,0.17,0.51,0,0.93,0.28,1,0.7,0.61,1,0.08,0.86,0
0.39,0.96,0.14,0.77,0,0.36,0.25,0,0.78,0.04,1,0.43,0.77,0.82,0.28,1,0
0.48,1,0.08,0.73,0,0.31,0.29,0,0.78,0.16,1,0.54,0.79,0.91,0.33,0.79,0
0,0.58,0.18,0.26,0.49,0,0.86,0.18,1,0.5,0.86,0.82,0.45,1,0.17,0.77,0
0.4,0.98,0.17,0.76,0,0.28,0.35,0,0.84,0.25,1,0.7,0.55,1,0.04,0.95,0
0.18,0.59,0.09,0.22,0.51,0,0.96,0.21,1,0.63,0.72,1,0.22,0.93,0,0.55,0
0.16,0.69,0.08,0.28,0.43,0,0.87,0.23,1,0.64,0.75,1,0.25,0.94,0,0.57,0
0.31,0.9,0,0.5,0.17,0,0.64,0,0.96,0.43,1,0.99,0.58,1,0.21,0.63,0
0.14,0.4,0.19,0,0.58,0.11,0.85,0.42,1,0.81,0.7,1,0.3,0.86,0,0.59,0
0.14,0.73,0,0.51,0.09,0.12,0.54,0,0.92,0.27,1,0.67,0.74,1,0.27,0.95,0
0.06,0.43,0.16,0.02,0.68,0,1,0.35,0.81,0.75,0.38,1,0.07,0.63,0,0.22,0
0.15,0.78,0.02,0.43,0.2,0.05,0.69,0,1,0.34,0.92,0.73,0.53,0.99,0,1,0
0.18,0.93,0,0.67,0.08,0.24,0.54,0,1,0.25,0.98,0.69,0.59,1,0.05,0.86,0
0.13,1,0,0.62,0.12,0.21,0.53,0,0.94,0.19,1,0.6,0.75,0.96,0.32,0.97,0
0.7,0.97,0.16,0.84,0,0.49,0.12,0.14,0.62,0,0.95,0.29,1,0.65,0.92,1,0
0.35,0.76,0,0.42,0.11,0,0.65,0.05,1,0.41,0.97,0.85,0.49,1,0.09,0.69,0
0.54,0.96,0.23,0.63,0,0.3,0.15,0,0.74,0.19,0.99,0.51,1,0.87,0.47,1,0
0.41,1,0.03,0.64,0,0.13,0.5,0,0.95,0.31,1,0.8,0.5,0.87,0.22,0.44,0
0.2,0.85,0,0.61,0.18,0.22,0.5,0,0.86,0.11,1,0.51,0.79,0.87,0.45,1,0
0.39,0.77,0,0.43,0.13,0.02,0.67,0,0.96,0.39,1,0.84,0.54,1,0.05,0.76,0
0.25,0.94,0,0.52,0.12,0.07,0.64,0,1,0.36,0.9,0.8,0.4,1,0,0.71,0
0.3,0.83,0.08,0.43,0.19,0.03,0.71,0,1,0.36,0.87,0.78,0.39,1,0,0.73,0
0.62,0.98,0.22,0.72,0,0.29,0.28,0,0.77,0.15,1,0.57,0.86,1,0.37,0.97,0
0.91,1,0.28,0.93,0,0.62,0,0.27,0.39,0,0.89,0.18,1,0.53,0.91,0.89,0
0.22,0.95,0,0.53,0.14,0.05,0.7,0,1,0.41,0.91,0.89,0.41,1,0.1,0.59,0
0.29,1,0,0.66,0.11,0.24,0.52,0,0.98,0.14,1,0.55,0.61,0.83,0.11,0.85,0
0.09,1,0,0.59,0.07,0.18,0.39,0,0.75,0.07,1,0.34,0.99,0.74,0.69,0.95,0
0.25,0.76,0,0.39,0.15,0,0.68,0.01,0.98,0.36,1,0.76,0.58,1,0.07,0.9,0
0.1,0.86,0,0.44,0.33,0,0.8,0.09,1,0.65,0.64,1,0.22,0.74,0.32,0.2,0
0.53,1,0.21,0.79,0,0.39,0.09,0,0.73,0.11,1,0.49,0.75,0.87,0.09,0.92,0
0.21,0.87,0,0.38,0.26,0,0.67,0.06,1,0.41,0.92,0.95,0.52,1,0.21,0.65,0
0.2,0.77,0,0.44,0.25,0,0.77,0.09,1,0.54,0.76,1,0.26,1,0.08,0.53,0
0.23,0.89,0,0.52,0.11,0.14,0.6,0,0.96,0.3,1,0.7,0.63,1,0.11,0.92,0
0.33,0.77,0.09,0.4,0.26,0,0.76,0.08,1,0.46,0.87,0.89,0.36,1,0,0.69,0
0.62,0.96,0.24,0.99,0,0.59,0.19,0.17,0.61,0,0.97,0.24,1,0.71,0.65,1,0
0.31,0.87,0,0.59,0.09,0.13,0.51,0,0.91,0.25,1,0.68,0.64,1,0.21,0.94,0
0.25,0.67,0.15,0.26,0.57,0,1,0.34,0.95,0.74,0.42,1,0,0.67,0.01,0.26,0
0.58,1,0.11,0.6,0,0.1,0.62,0,1,0.44,0.96,0.94,0.33,0.97,0.1,0.49,0
0.21,0.66,0,0.28,0.27,0,0.77,0.14,1,0.49,0.88,0.88,0.4,1,0.06,0.7,0
0.43,0.89,0.15,0.49,0.22,0,0.72,0.03,1,0.46,0.83,0.92,0.3,1,0,0.66,0
0.65,1,0.18,0.88,0,0.52,0.11,0.17,0.58,0,0.99,0.23,1,0.6,0.85,0.96,0
0.4,0.82,0,0.48,0.08,0,0.65,0.05,1,0.45,0.99,0.93,0.45,1,0.05,0.64,0
0.04,0.67,0,0.35,0.17,0,0.61,0.12,0.93,0.43,1,0.83,0.61,1,0.21,0.83,0
0.4,1,0.06,0.66,0,0.11,0.41,0,0.81,0.19,1,0.65,0.6,0.87,0.19,0.77,0
0.2,0.81,0,0.39,0.22,0,0.68,0.05,1,0.37,0.89,0.83,0.47,1,0.14,0.68,0
0.27,0.51,0,0.22,0.43,0,0.9,0.13,1,0.54,0.75,0.93,0.27,1,0.12,0.61,0
0.19,0.82,0.02,0.66,0,0.23,0.33,0,0.78,0.14,1,0.5,0.77,0.86,0.33,1,0
0.07,0.88,0,0.42,0.19,0,0.67,0.01,1,0.35,0.93,0.79,0.49,1,0.03,0.89,0
0.5,1,0.05,0.73,0,0.22,0.49,0,1,0.33,0.98,0.82,0.41,0.99,0.08,0.57,0
0.3,0.85,0,0.47,0.09,0.05,0.66,0,1,0.36,1,0.79,0.56,1,0.39,0.6,0
0.85,0.84,0.39,0.95,0,0.57,0.1,0.09,0.62,0,1,0.38,0.92,0.88,0.43,1,0
0.23,0.74,0.29,0.26,0.66,0,1,0.27,0.99,0.74,0.64,1,0.26,0.73,0,0.33,0
0.39,0.9,0.14,0.75,0,0.34,0.26,0,0.75,0,1,0.35,0.82,0.74,0.42,1,0
0.05,0.91,0,0.52,0.14,0.13,0.61,0,0.97,0.3,1,0.7,0.66,1,0.14,0.98,0
0.62,0.93,0.16,0.74,0,0.35,0.21,0,0.77,0.07,1,0.43,0.83,0.81,0.33,1,0
0.34,0.76,0,0.41,0.08,0,0.65,0.11,1,0.47,0.99,0.9,0.42,1,0.07,0.67,0
0.58,1,0.15,0.81,0,0.34,0.32,0,0.81,0.06,1,0.49,0.77,0.92,0.29,0.94,0
0.19,0.81,0,0.41,0.11,0,0.52,0.1,0.84,0.4,1,0.8,0.67,1,0.29,0.82,0
0.51,0.88,0.14,0.74,0,0.27,0.35,0,0.85,0.24,1,0.69,0.61,1,0.15,0.76,0
0.04,0.58,0.19,0.15,0.66,0,1,0.33,0.99,0.78,0.57,1,0.15,0.71,0,0.29,0
0.51,1,0.1,0.75,0,0.33,0.31,0,0.82,0.06,1,0.44,0.75,0.82,0.28,0.9,0
0.49,0.94,0.1,0.7,0,0.33,0.25,0,0.82,0.09,1,0.44,0.91,0.81,0.42,1,0
0.13,0.92,0.06,0.38,0.34,0,0.79,0.08,1,0.55,0.79,1,0.34,1,0,0.66,0
0.33,0.8,0,0.47,0.13,0,0.74,0.08,1,0.54,0.79,1,0.29,0.76,0.25,0.26,0
0.23,0.72,0,0.35,0.16,0,0.69,0.08,1,0.4,0.93,0.78,0.49,1,0.14,0.75,0
0.32,1,0.13,0.85,0,0.4,0.27,0,0.88,0.1,1,0.55,0.74,0.96,0.14,0.99,0
0.32,0.87,0.12,0.69,0,0.3,0.31,0,0.82,0.08,1,0.46,0.76,0.81,0.29,1,0
0.42,0.93,0.19,0.88,0,0.42,0.24,0,0.83,0.11,1,0.56,0.75,1,0.17,0.97,0
0.28,1,0,0.56,0.15,0.06,0.65,0,1,0.38,0.92,0.9,0.43,0.99,0.07,0.63,0
0.27,0.96,0,0.65,0.04,0.24,0.53,0,0.94,0.29,1,0.71,0.62,1,0.09,0.83,0
0.5,1,0.09,0.73,0,0.34,0.24,0,0.78,0.19,1,0.55,0.77,0.89,0.21,0.78,0
0.53,0.87,0.14,0.8,0.07,0.29,0.5,0,1,0.26,0.99,0.76,0.49,1,0,0.77,0
0.41,1,0.05,0.7,0,0.21,0.39,0,0.83,0.22,1,0.66,0.57,0.89,0.11,0.75,0
0.16,0.8,0.09,0.35,0.4,0,0.86,0.12,1,0.56,0.8,0.97,0.32,1,0,0.67,0
0.35,0.93,0.23,0.8,0,0.41,0.02,0,0.55,0.03,0.92,0.34,1,0.75,0.61,1,0
0.14,0.72,0.05,0.25,0.39,0,0.81,0.2,1,0.63,0.75,1,0.3,0.98,0,0.65,0
0.18,0.95,0,0.56,0.02,0.13,0.41,0,0.79,0.24,1,0.62,0.84,0.99,0.4,1,0
0.41,0.72,0.07,0.5,0,0.07,0.46,0,0.82,0.34,1,0.76,0.59,1,0.15,0.76,0
0.17,0.56,0,0.27,0.35,0,0.74,0.05,1,0.47,0.76,0.95,0.37,1,0.02,0.76,0
0.27,0.88,0.02,0.49,0.13,0.01,0.7,0,1,0.43,0.93,0.91,0.35,1,0,0.63,0
0.58,1,0.18,0.84,0,0.41,0.11,0,0.58,0,1,0.2,0.96,0.61,0.64,0.96,0
0.12,0.77,0,0.37,0.23,0,0.74,0.04,0.98,0.39,1,0.8,0.61,1,0.23,0.71,0
0.46,1,0.1,0.71,0,0.28,0.32,0,0.76,0.2,1,0.59,0.87,0.99,0.39,0.98,0
0.28,0.83,0.05,0.52,0,0.17,0.35,0,0.78,0.1,1,0.4,0.89,0.73,0.6,1,0
0.51,0.97,0.1,0.75,0,0.32,0.34,0,0.84,0.15,1,0.56,0.71,0.92,0.18,1,0
0,0.47,0.05,0.25,0.52,0,0.93,0.3,1,0.75,0.62,1,0.3,0.63,0.42,0.22,0
0.24,0.96,0,0.68,0.11,0.23,0.49,0,0.86,0.23,1,0.68,0.74,1,0.42,0.72,0
0.07,0.98,0,0.58,0.2,0.18,0.56,0,0.91,0.15,1,0.58,0.77,0.94,0.4,1,0
0.21,0.83,0.2,1,0,0.49,0.18,0.01,0.82,0,1,0.49,0.66,0.93,0.03,0.89,0
0.19,0.81,0,0.41,0.12,0,0.54,0.01,0.88,0.29,1,0.71,0.72,1,0.31,0.91,0
0.38,0.99,0.06,0.52,0.14,0,0.75,0.03,1,0.51,0.73,1,0.14,0.83,0,0.33,0
0.29,1,0.05,0.66,0,0.26,0.35,0,0.81,0.18,1,0.56,0.83,0.93,0.33,0.96,0
0.89,0.77,0.57,1,0.19,0.73,0,0.36,0.19,0,0.67,0.05,1,0.35,0.83,0.67,0
0.6,1,0.19,0.81,0,0.44,0.14,0.07,0.62,0,0.97,0.27,1,0.66,0.62,0.86,0
0.32,0.92,0.21,0.49,0.32,0.04,0.79,0,1,0.41,0.81,0.82,0.33,1,0,0.66,0
0.37,1,0.01,0.66,0.09,0.1,0.58,0,1,0.31,0.97,0.85,0.48,0.99,0,0.81,0
0,1,0.01,0.58,0.2,0.17,0.58,0,0.94,0.19,1,0.64,0.69,0.92,0.28,0.9,0
0.47,0.89,0.2,0.55,0.36,0.06,0.8,0,1,0.45,0.77,0.9,0.32,1,0,0.67,0
0.26,0.83,0.18,0.45,0.4,0,0.89,0.06,1,0.54,0.71,0.94,0.21,1,0,0.57,0
0.7,0.96,0.2,0.74,0,0.34,0.28,0,0.8,0.23,1,0.63,0.82,1,0.26,0.8,0
0.22,0.55,0.1,0.6,0,0.18,0.46,0,0.89,0.28,1,0.7,0.68,1,0.29,0.69,0
0.5,0.99,0.21,0.8,0,0.37,0.25,0,0.76,0.16,1,0.58,0.79,1,0.29,0.95,0
0.09,1,0.04,0.64,0,0.24,0.28,0,0.69,0.18,1,0.49,0.92,0.84,0.46,0.9,0
0,0.85,0.42,0.97,0.3,0.75,0.23,0.21,0.72,0,1,0.47,0.87,1,0.36,0.99,0
1,0.66,0.61,1,0,0.51,0.08,0,0.82,0.32,0.92,0.89,0.64,0.61,0.08,0.08,0
1,0.77,0.58,1,0.16,0.69,0,0.27,0.4,0,0.93,0.15,0.95,0.58,0.53,0.89,0
0.68,0.92,0.22,0.71,0,0.27,0.36,0,0.84,0.22,1,0.66,0.67,1,0.17,0.83,0
0.25,0.76,0,0.47,0.2,0,0.83,0.22,1,0.69,0.49,1,0.03,0.65,0.13,0.17,0
0.77,1,0.48,0.9,0.24,0.3,0.56,0,1,0.43,0.9,0.94,0.34,0.72,0,0.21,0
0.18,0.84,0,0.49,0.14,0.13,0.58,0,0.92,0.25,1,0.63,0.73,0.93,0.27,1,0
0,0.58,0,0.14,0.38,0,0.77,0.16,1,0.55,0.82,0.95,0.42,1,0.09,0.74,0
0.24,0.95,0.03,0.55,0.28,0.15,0.74,0,1,0.35,0.84,0.8,0.41,1,0,0.78,0
0.15,1,0.01,0.55,0,0.07,0.37,0,0.74,0.24,1,0.62,0.8,0.99,0.39,0.95,0
0.11,0.23,0.44,0,0.87,0.15,1,0.5,0.83,0.84,0.41,1,0,0.8,0.02,0.46,0
0.17,0.74,0.02,0.33,0.25,0,0.75,0.22,1,0.59,0.96,0.99,0.4,1,0,0.71,0
0.26,0.52,0.16,0.08,0.63,0,1,0.34,0.99,0.81,0.54,1,0.06,0.82,0,0.38,0