人工智能監督學習(回歸)
回歸是最重要的統計和機器學習工具之一。我們認為機器學習的旅程從回歸開始並不是錯的。它可以被定義為使我們能夠根據數據做出決定的參數化技術，或者換言之，允許通過學習輸入和輸出變量之間的關係來基於數據做出預測。這裡，依賴於輸入變量的輸出變量是連續值的實數。在回歸中，輸入和輸出變量之間的關係很重要，它有助於我們理解輸出變量的值隨輸入變量的變化而變化。回歸常用於預測價格，經濟，變化等。#data
click.csv
x y
235 591
216 539
148 413
35 310
85 308
204 519
49 325
25 332
173 498
134 392
99 334
117 385
112 387
162 425
272 659
159 400
159 427
59 319
198 522
#tools
import numpy as np
import matplotlib.pyplot as plt
# 讀入學習資料
train = np.loadtxt('click.csv', delimiter=',', skiprows=1)
train_x = train[:,0]
train_y = train[:,1]
# 圖
#plt.plot(train_x, train_y, 'o')
plt.scatter(train_x, train_y)
plt.show()
# 標準化
mu = train_x.mean()
sigma = train_x.std()
def standardize(x):
return (x - mu) / sigma
train_z = standardize(train_x)
# 圖
#plt.plot(train_z, train_y, 'o')
plt.scatter(train_z, train_y)
plt.show()
# 初始化參數
theta0 = np.random.rand()
theta1 = np.random.rand()
# 預測函數
def f(x):
return theta0 + theta1 * x
# 目標函數
def E(x, y):
return 0.5 * np.sum((y - f(x)) ** 2)
# 學習率
ETA = 1e-3
# 誤差的差分
diff = 1
# 更新次數
count = 0
# 重複學習
error = E(train_z, train_y)
while diff > 1e-2:
# 將更新結果儲存於臨時變數
tmp0 = theta0 - ETA * np.sum((f(train_z) -train_y))
tmp1 = theta1 - ETA * np.sum((f(train_z) -train_y) * train_z)
# 更新參數
theta0 = tmp0
theta1 = tmp1
# 計算與前一項誤差的差分
current_error = E(train_z, train_y)
diff = error - current_error
error = current_error
# 輸出日誌
count += 1
log = '{}次 : theta0 = {:.3f}, theta1 = {:.3f}, 差分 = {:.4f}'
print(log.format(count, theta0, theta1, diff))
x = np.linspace(-3, 3, 100)
plt.scatter(train_z, train_y, color='black')
plt.plot(x, f(x))
plt.show()
1次 : theta0 = 8.570, theta1 = 2.248, 差分 = 67759.9717
2次 : theta0 = 16.492, theta1 = 4.001, 差分 = 65209.5542
3次 : theta0 = 24.264, theta1 = 5.721, 差分 = 62755.1318
4次 : theta0 = 31.888, theta1 = 7.409, 差分 = 60393.0914
5次 : theta0 = 39.367, theta1 = 9.064, 差分 = 58119.9558
6次 : theta0 = 46.704, theta1 = 10.688, 差分 = 55932.3788
7次 : theta0 = 53.901, theta1 = 12.281, 差分 = 53827.1400
8次 : theta0 = 60.962, theta1 = 13.843, 差分 = 51801.1403
9次 : theta0 = 67.889, theta1 = 15.376, 差分 = 49851.3971
10次 : theta0 = 74.684, theta1 = 16.880, 差分 = 47975.0404
11次 : theta0 = 81.350, theta1 = 18.356, 差分 = 46169.3079
12次 : theta0 = 87.889, theta1 = 19.803, 差分 = 44431.5413
13次 : theta0 = 94.305, theta1 = 21.223, 差分 = 42759.1825
14次 : theta0 = 100.598, theta1 = 22.615, 差分 = 41149.7696
15次 : theta0 = 106.771, theta1 = 23.982, 差分 = 39600.9334
16次 : theta0 = 112.828, theta1 = 25.322, 差分 = 38110.3939
17次 : theta0 = 118.769, theta1 = 26.637, 差分 = 36675.9568
18次 : theta0 = 124.597, theta1 = 27.927, 差分 = 35295.5105
19次 : theta0 = 130.315, theta1 = 29.192, 差分 = 33967.0227
20次 : theta0 = 135.924, theta1 = 30.434, 差分 = 32688.5380
21次 : theta0 = 141.427, theta1 = 31.652, 差分 = 31458.1741
22次 : theta0 = 146.824, theta1 = 32.846, 差分 = 30274.1199
23次 : theta0 = 152.120, theta1 = 34.018, 差分 = 29134.6323
24次 : theta0 = 157.314, theta1 = 35.168, 差分 = 28038.0339
25次 : theta0 = 162.411, theta1 = 36.296, 差分 = 26982.7103
26次 : theta0 = 167.410, theta1 = 37.402, 差分 = 25967.1081
27次 : theta0 = 172.314, theta1 = 38.488, 差分 = 24989.7321
28次 : theta0 = 177.125, theta1 = 39.552, 差分 = 24049.1436
29次 : theta0 = 181.845, theta1 = 40.597, 差分 = 23143.9578
30次 : theta0 = 186.475, theta1 = 41.622, 差分 = 22272.8424
31次 : theta0 = 191.017, theta1 = 42.627, 差分 = 21434.5149
32次 : theta0 = 195.472, theta1 = 43.613, 差分 = 20627.7412
33次 : theta0 = 199.843, theta1 = 44.580, 差分 = 19851.3336
34次 : theta0 = 204.131, theta1 = 45.529, 差分 = 19104.1493
35次 : theta0 = 208.338, theta1 = 46.460, 差分 = 18385.0882
36次 : theta0 = 212.464, theta1 = 47.374, 差分 = 17693.0919
37次 : theta0 = 216.512, theta1 = 48.269, 差分 = 17027.1416
38次 : theta0 = 220.484, theta1 = 49.148, 差分 = 16386.2570
39次 : theta0 = 224.380, theta1 = 50.011, 差分 = 15769.4947
40次 : theta0 = 228.201, theta1 = 50.856, 差分 = 15175.9467
41次 : theta0 = 231.951, theta1 = 51.686, 差分 = 14604.7392
42次 : theta0 = 235.628, theta1 = 52.500, 差分 = 14055.0314
43次 : theta0 = 239.237, theta1 = 53.299, 差分 = 13526.0141
44次 : theta0 = 242.776, theta1 = 54.082, 差分 = 13016.9085
45次 : theta0 = 246.248, theta1 = 54.851, 差分 = 12526.9650
46次 : theta0 = 249.655, theta1 = 55.604, 差分 = 12055.4626
47次 : theta0 = 252.996, theta1 = 56.344, 差分 = 11601.7071
48次 : theta0 = 256.274, theta1 = 57.069, 差分 = 11165.0304
49次 : theta0 = 259.490, theta1 = 57.781, 差分 = 10744.7898
50次 : theta0 = 262.645, theta1 = 58.479, 差分 = 10340.3667
51次 : theta0 = 265.739, theta1 = 59.164, 差分 = 9951.1656
52次 : theta0 = 268.775, theta1 = 59.836, 差分 = 9576.6137
53次 : theta0 = 271.754, theta1 = 60.495, 差分 = 9216.1595
54次 : theta0 = 274.675, theta1 = 61.142, 差分 = 8869.2725
55次 : theta0 = 277.541, theta1 = 61.776, 差分 = 8535.4420
56次 : theta0 = 280.353, theta1 = 62.399, 差分 = 8214.1765
57次 : theta0 = 283.111, theta1 = 63.009, 差分 = 7905.0031
58次 : theta0 = 285.817, theta1 = 63.608, 差分 = 7607.4667
59次 : theta0 = 288.472, theta1 = 64.195, 差分 = 7321.1292
60次 : theta0 = 291.076, theta1 = 64.772, 差分 = 7045.5692
61次 : theta0 = 293.630, theta1 = 65.337, 差分 = 6780.3811
62次 : theta0 = 296.136, theta1 = 65.892, 差分 = 6525.1743
63次 : theta0 = 298.595, theta1 = 66.436, 差分 = 6279.5733
64次 : theta0 = 301.007, theta1 = 66.970, 差分 = 6043.2164
65次 : theta0 = 303.372, theta1 = 67.493, 差分 = 5815.7558
66次 : theta0 = 305.693, theta1 = 68.007, 差分 = 5596.8565
67次 : theta0 = 307.970, theta1 = 68.511, 差分 = 5386.1965
68次 : theta0 = 310.204, theta1 = 69.005, 差分 = 5183.4654
69次 : theta0 = 312.395, theta1 = 69.490, 差分 = 4988.3650
70次 : theta0 = 314.544, theta1 = 69.966, 差分 = 4800.6079
71次 : theta0 = 316.653, theta1 = 70.432, 差分 = 4619.9178
72次 : theta0 = 318.722, theta1 = 70.890, 差分 = 4446.0287
73次 : theta0 = 320.751, theta1 = 71.339, 差分 = 4278.6846
74次 : theta0 = 322.742, theta1 = 71.780, 差分 = 4117.6392
75次 : theta0 = 324.695, theta1 = 72.212, 差分 = 3962.6554
76次 : theta0 = 326.610, theta1 = 72.636, 差分 = 3813.5050
77次 : theta0 = 328.490, theta1 = 73.052, 差分 = 3669.9685
78次 : theta0 = 330.333, theta1 = 73.460, 差分 = 3531.8346
79次 : theta0 = 332.142, theta1 = 73.860, 差分 = 3398.8998
80次 : theta0 = 333.916, theta1 = 74.253, 差分 = 3270.9687
81次 : theta0 = 335.657, theta1 = 74.638, 差分 = 3147.8527
82次 : theta0 = 337.365, theta1 = 75.016, 差分 = 3029.3706
83次 : theta0 = 339.040, theta1 = 75.387, 差分 = 2915.3482
84次 : theta0 = 340.683, theta1 = 75.751, 差分 = 2805.6174
85次 : theta0 = 342.295, theta1 = 76.107, 差分 = 2700.0167
86次 : theta0 = 343.876, theta1 = 76.457, 差分 = 2598.3908
87次 : theta0 = 345.428, theta1 = 76.801, 差分 = 2500.5900
88次 : theta0 = 346.950, theta1 = 77.138, 差分 = 2406.4703
89次 : theta0 = 348.442, theta1 = 77.468, 差分 = 2315.8931
90次 : theta0 = 349.907, theta1 = 77.792, 差分 = 2228.7252
91次 : theta0 = 351.344, theta1 = 78.110, 差分 = 2144.8382
92次 : theta0 = 352.753, theta1 = 78.422, 差分 = 2064.1087
93次 : theta0 = 354.136, theta1 = 78.728, 差分 = 1986.4177
94次 : theta0 = 355.492, theta1 = 79.028, 差分 = 1911.6509
95次 : theta0 = 356.823, theta1 = 79.323, 差分 = 1839.6983
96次 : theta0 = 358.128, theta1 = 79.612, 差分 = 1770.4539
97次 : theta0 = 359.409, theta1 = 79.895, 差分 = 1703.8158
98次 : theta0 = 360.665, theta1 = 80.173, 差分 = 1639.6858
99次 : theta0 = 361.898, theta1 = 80.446, 差分 = 1577.9697
100次 : theta0 = 363.106, theta1 = 80.713, 差分 = 1518.5765
101次 : theta0 = 364.292, theta1 = 80.976, 差分 = 1461.4188
102次 : theta0 = 365.456, theta1 = 81.233, 差分 = 1406.4125
103次 : theta0 = 366.597, theta1 = 81.486, 差分 = 1353.4765
104次 : theta0 = 367.717, theta1 = 81.734, 差分 = 1302.5330
105次 : theta0 = 368.815, theta1 = 81.977, 差分 = 1253.5070
106次 : theta0 = 369.893, theta1 = 82.215, 差分 = 1206.3262
107次 : theta0 = 370.950, theta1 = 82.449, 差分 = 1160.9213
108次 : theta0 = 371.987, theta1 = 82.679, 差分 = 1117.2254
109次 : theta0 = 373.004, theta1 = 82.904, 差分 = 1075.1741
110次 : theta0 = 374.002, theta1 = 83.125, 差分 = 1034.7057
111次 : theta0 = 374.981, theta1 = 83.341, 差分 = 995.7604
112次 : theta0 = 375.941, theta1 = 83.554, 差分 = 958.2809
113次 : theta0 = 376.883, theta1 = 83.763, 差分 = 922.2122
114次 : theta0 = 377.808, theta1 = 83.967, 差分 = 887.5011
115次 : theta0 = 378.714, theta1 = 84.168, 差分 = 854.0964
116次 : theta0 = 379.604, theta1 = 84.365, 差分 = 821.9491
117次 : theta0 = 380.476, theta1 = 84.558, 差分 = 791.0117
118次 : theta0 = 381.332, theta1 = 84.747, 差分 = 761.2388
119次 : theta0 = 382.172, theta1 = 84.933, 差分 = 732.5866
120次 : theta0 = 382.996, theta1 = 85.115, 差分 = 705.0128
121次 : theta0 = 383.804, theta1 = 85.294, 差分 = 678.4768
122次 : theta0 = 384.596, theta1 = 85.470, 差分 = 652.9396
123次 : theta0 = 385.374, theta1 = 85.642, 差分 = 628.3636
124次 : theta0 = 386.137, theta1 = 85.811, 差分 = 604.7126
125次 : theta0 = 386.885, theta1 = 85.976, 差分 = 581.9518
126次 : theta0 = 387.620, theta1 = 86.139, 差分 = 560.0478
127次 : theta0 = 388.340, theta1 = 86.298, 差分 = 538.9681
128次 : theta0 = 389.046, theta1 = 86.454, 差分 = 518.6819
129次 : theta0 = 389.739, theta1 = 86.608, 差分 = 499.1592
130次 : theta0 = 390.419, theta1 = 86.758, 差分 = 480.3714
131次 : theta0 = 391.086, theta1 = 86.906, 差分 = 462.2907
132次 : theta0 = 391.741, theta1 = 87.051, 差分 = 444.8905
133次 : theta0 = 392.383, theta1 = 87.193, 差分 = 428.1453
134次 : theta0 = 393.012, theta1 = 87.332, 差分 = 412.0303
135次 : theta0 = 393.630, theta1 = 87.469, 差分 = 396.5219
136次 : theta0 = 394.236, theta1 = 87.603, 差分 = 381.5972
137次 : theta0 = 394.831, theta1 = 87.735, 差分 = 367.2343
138次 : theta0 = 395.414, theta1 = 87.864, 差分 = 353.4120
139次 : theta0 = 395.986, theta1 = 87.990, 差分 = 340.1099
140次 : theta0 = 396.547, theta1 = 88.115, 差分 = 327.3085
141次 : theta0 = 397.098, theta1 = 88.236, 差分 = 314.9889
142次 : theta0 = 397.638, theta1 = 88.356, 差分 = 303.1331
143次 : theta0 = 398.168, theta1 = 88.473, 差分 = 291.7234
144次 : theta0 = 398.688, theta1 = 88.588, 差分 = 280.7433
145次 : theta0 = 399.198, theta1 = 88.701, 差分 = 270.1764
146次 : theta0 = 399.698, theta1 = 88.812, 差分 = 260.0072
147次 : theta0 = 400.189, theta1 = 88.920, 差分 = 250.2208
148次 : theta0 = 400.670, theta1 = 89.027, 差分 = 240.8027
149次 : theta0 = 401.142, theta1 = 89.132, 差分 = 231.7391
150次 : theta0 = 401.606, theta1 = 89.234, 差分 = 223.0167
151次 : theta0 = 402.060, theta1 = 89.335, 差分 = 214.6226
152次 : theta0 = 402.506, theta1 = 89.433, 差分 = 206.5444
153次 : theta0 = 402.943, theta1 = 89.530, 差分 = 198.7703
154次 : theta0 = 403.372, theta1 = 89.625, 差分 = 191.2888
155次 : theta0 = 403.793, theta1 = 89.718, 差分 = 184.0889
156次 : theta0 = 404.206, theta1 = 89.810, 差分 = 177.1599
157次 : theta0 = 404.611, theta1 = 89.899, 差分 = 170.4918
158次 : theta0 = 405.009, theta1 = 89.987, 差分 = 164.0747
159次 : theta0 = 405.399, theta1 = 90.074, 差分 = 157.8991
160次 : theta0 = 405.781, theta1 = 90.158, 差分 = 151.9559
161次 : theta0 = 406.156, theta1 = 90.241, 差分 = 146.2364
162次 : theta0 = 406.524, theta1 = 90.323, 差分 = 140.7322
163次 : theta0 = 406.885, theta1 = 90.403, 差分 = 135.4352
164次 : theta0 = 407.239, theta1 = 90.481, 差分 = 130.3376
165次 : theta0 = 407.587, theta1 = 90.558, 差分 = 125.4318
166次 : theta0 = 407.928, theta1 = 90.633, 差分 = 120.7107
167次 : theta0 = 408.262, theta1 = 90.707, 差分 = 116.1672
168次 : theta0 = 408.590, theta1 = 90.780, 差分 = 111.7948
169次 : theta0 = 408.912, theta1 = 90.851, 差分 = 107.5870
170次 : theta0 = 409.228, theta1 = 90.921, 差分 = 103.5375
171次 : theta0 = 409.537, theta1 = 90.989, 差分 = 99.6405
172次 : theta0 = 409.841, theta1 = 91.057, 差分 = 95.8901
173次 : theta0 = 410.139, theta1 = 91.123, 差分 = 92.2809
174次 : theta0 = 410.431, theta1 = 91.187, 差分 = 88.8075
175次 : theta0 = 410.718, theta1 = 91.251, 差分 = 85.4649
176次 : theta0 = 411.000, theta1 = 91.313, 差分 = 82.2481
177次 : theta0 = 411.276, theta1 = 91.374, 差分 = 79.1524
178次 : theta0 = 411.546, theta1 = 91.434, 差分 = 76.1731
179次 : theta0 = 411.812, theta1 = 91.493, 差分 = 73.3061
180次 : theta0 = 412.073, theta1 = 91.551, 差分 = 70.5469
181次 : theta0 = 412.328, theta1 = 91.607, 差分 = 67.8916
182次 : theta0 = 412.579, theta1 = 91.663, 差分 = 65.3362
183次 : theta0 = 412.825, theta1 = 91.717, 差分 = 62.8770
184次 : theta0 = 413.066, theta1 = 91.770, 差分 = 60.5104
185次 : theta0 = 413.303, theta1 = 91.823, 差分 = 58.2328
186次 : theta0 = 413.535, theta1 = 91.874, 差分 = 56.0410
187次 : theta0 = 413.763, theta1 = 91.925, 差分 = 53.9317
188次 : theta0 = 413.987, theta1 = 91.974, 差分 = 51.9017
189次 : theta0 = 414.206, theta1 = 92.023, 差分 = 49.9482
190次 : theta0 = 414.421, theta1 = 92.070, 差分 = 48.0682
191次 : theta0 = 414.632, theta1 = 92.117, 差分 = 46.2590
192次 : theta0 = 414.839, theta1 = 92.163, 差分 = 44.5178
193次 : theta0 = 415.042, theta1 = 92.208, 差分 = 42.8422
194次 : theta0 = 415.241, theta1 = 92.252, 差分 = 41.2297
195次 : theta0 = 415.437, theta1 = 92.295, 差分 = 39.6778
196次 : theta0 = 415.628, theta1 = 92.338, 差分 = 38.1844
197次 : theta0 = 415.816, theta1 = 92.379, 差分 = 36.7472
198次 : theta0 = 416.001, theta1 = 92.420, 差分 = 35.3641
199次 : theta0 = 416.182, theta1 = 92.460, 差分 = 34.0330
200次 : theta0 = 416.359, theta1 = 92.499, 差分 = 32.7520
201次 : theta0 = 416.534, theta1 = 92.538, 差分 = 31.5193
202次 : theta0 = 416.704, theta1 = 92.576, 差分 = 30.3329
203次 : theta0 = 416.872, theta1 = 92.613, 差分 = 29.1912
204次 : theta0 = 417.036, theta1 = 92.649, 差分 = 28.0925
205次 : theta0 = 417.198, theta1 = 92.685, 差分 = 27.0351
206次 : theta0 = 417.356, theta1 = 92.720, 差分 = 26.0175
207次 : theta0 = 417.511, theta1 = 92.754, 差分 = 25.0383
208次 : theta0 = 417.664, theta1 = 92.788, 差分 = 24.0959
209次 : theta0 = 417.813, theta1 = 92.821, 差分 = 23.1889
210次 : theta0 = 417.959, theta1 = 92.853, 差分 = 22.3161
211次 : theta0 = 418.103, theta1 = 92.885, 差分 = 21.4761
212次 : theta0 = 418.244, theta1 = 92.916, 差分 = 20.6678
213次 : theta0 = 418.383, theta1 = 92.947, 差分 = 19.8899
214次 : theta0 = 418.518, theta1 = 92.977, 差分 = 19.1413
215次 : theta0 = 418.652, theta1 = 93.007, 差分 = 18.4208
216次 : theta0 = 418.782, theta1 = 93.036, 差分 = 17.7275
217次 : theta0 = 418.910, theta1 = 93.064, 差分 = 17.0602
218次 : theta0 = 419.036, theta1 = 93.092, 差分 = 16.4181
219次 : theta0 = 419.159, theta1 = 93.119, 差分 = 15.8001
220次 : theta0 = 419.280, theta1 = 93.146, 差分 = 15.2054
221次 : theta0 = 419.399, theta1 = 93.172, 差分 = 14.6331
222次 : theta0 = 419.515, theta1 = 93.198, 差分 = 14.0823
223次 : theta0 = 419.630, theta1 = 93.223, 差分 = 13.5523
224次 : theta0 = 419.742, theta1 = 93.248, 差分 = 13.0422
225次 : theta0 = 419.852, theta1 = 93.272, 差分 = 12.5513
226次 : theta0 = 419.959, theta1 = 93.296, 差分 = 12.0789
227次 : theta0 = 420.065, theta1 = 93.319, 差分 = 11.6242
228次 : theta0 = 420.169, theta1 = 93.342, 差分 = 11.1867
229次 : theta0 = 420.271, theta1 = 93.365, 差分 = 10.7657
230次 : theta0 = 420.371, theta1 = 93.387, 差分 = 10.3604
231次 : theta0 = 420.469, theta1 = 93.409, 差分 = 9.9705
232次 : theta0 = 420.565, theta1 = 93.430, 差分 = 9.5952
233次 : theta0 = 420.659, theta1 = 93.451, 差分 = 9.2341
234次 : theta0 = 420.751, theta1 = 93.471, 差分 = 8.8865
235次 : theta0 = 420.842, theta1 = 93.491, 差分 = 8.5520
236次 : theta0 = 420.931, theta1 = 93.511, 差分 = 8.2301
237次 : theta0 = 421.018, theta1 = 93.530, 差分 = 7.9204
238次 : theta0 = 421.104, theta1 = 93.549, 差分 = 7.6222
239次 : theta0 = 421.188, theta1 = 93.568, 差分 = 7.3353
240次 : theta0 = 421.270, theta1 = 93.586, 差分 = 7.0593
241次 : theta0 = 421.351, theta1 = 93.604, 差分 = 6.7935
242次 : theta0 = 421.431, theta1 = 93.622, 差分 = 6.5378
243次 : theta0 = 421.508, theta1 = 93.639, 差分 = 6.2918
244次 : theta0 = 421.585, theta1 = 93.656, 差分 = 6.0550
245次 : theta0 = 421.660, theta1 = 93.672, 差分 = 5.8271
246次 : theta0 = 421.733, theta1 = 93.689, 差分 = 5.6077
247次 : theta0 = 421.805, theta1 = 93.705, 差分 = 5.3967
248次 : theta0 = 421.876, theta1 = 93.720, 差分 = 5.1935
249次 : theta0 = 421.945, theta1 = 93.736, 差分 = 4.9981
250次 : theta0 = 422.013, theta1 = 93.751, 差分 = 4.8099
251次 : theta0 = 422.080, theta1 = 93.765, 差分 = 4.6289
252次 : theta0 = 422.146, theta1 = 93.780, 差分 = 4.4547
253次 : theta0 = 422.210, theta1 = 93.794, 差分 = 4.2870
254次 : theta0 = 422.273, theta1 = 93.808, 差分 = 4.1256
255次 : theta0 = 422.335, theta1 = 93.822, 差分 = 3.9704
256次 : theta0 = 422.395, theta1 = 93.835, 差分 = 3.8209
257次 : theta0 = 422.455, theta1 = 93.848, 差分 = 3.6771
258次 : theta0 = 422.513, theta1 = 93.861, 差分 = 3.5387
259次 : theta0 = 422.570, theta1 = 93.874, 差分 = 3.4055
260次 : theta0 = 422.627, theta1 = 93.886, 差分 = 3.2773
261次 : theta0 = 422.682, theta1 = 93.899, 差分 = 3.1540
262次 : theta0 = 422.736, theta1 = 93.911, 差分 = 3.0353
263次 : theta0 = 422.789, theta1 = 93.922, 差分 = 2.9210
264次 : theta0 = 422.841, theta1 = 93.934, 差分 = 2.8111
265次 : theta0 = 422.892, theta1 = 93.945, 差分 = 2.7053
266次 : theta0 = 422.942, theta1 = 93.956, 差分 = 2.6034
267次 : theta0 = 422.991, theta1 = 93.967, 差分 = 2.5054
268次 : theta0 = 423.039, theta1 = 93.978, 差分 = 2.4111
269次 : theta0 = 423.086, theta1 = 93.988, 差分 = 2.3204
270次 : theta0 = 423.133, theta1 = 93.998, 差分 = 2.2331
271次 : theta0 = 423.178, theta1 = 94.008, 差分 = 2.1490
272次 : theta0 = 423.223, theta1 = 94.018, 差分 = 2.0681
273次 : theta0 = 423.267, theta1 = 94.028, 差分 = 1.9903
274次 : theta0 = 423.309, theta1 = 94.038, 差分 = 1.9154
275次 : theta0 = 423.352, theta1 = 94.047, 差分 = 1.8433
276次 : theta0 = 423.393, theta1 = 94.056, 差分 = 1.7739
277次 : theta0 = 423.433, theta1 = 94.065, 差分 = 1.7071
278次 : theta0 = 423.473, theta1 = 94.074, 差分 = 1.6429
279次 : theta0 = 423.512, theta1 = 94.082, 差分 = 1.5810
280次 : theta0 = 423.551, theta1 = 94.091, 差分 = 1.5215
281次 : theta0 = 423.588, theta1 = 94.099, 差分 = 1.4643
282次 : theta0 = 423.625, theta1 = 94.107, 差分 = 1.4091
283次 : theta0 = 423.661, theta1 = 94.115, 差分 = 1.3561
284次 : theta0 = 423.696, theta1 = 94.123, 差分 = 1.3051
285次 : theta0 = 423.731, theta1 = 94.131, 差分 = 1.2559
286次 : theta0 = 423.765, theta1 = 94.138, 差分 = 1.2087
287次 : theta0 = 423.799, theta1 = 94.146, 差分 = 1.1632
288次 : theta0 = 423.832, theta1 = 94.153, 差分 = 1.1194
289次 : theta0 = 423.864, theta1 = 94.160, 差分 = 1.0773
290次 : theta0 = 423.895, theta1 = 94.167, 差分 = 1.0367
291次 : theta0 = 423.926, theta1 = 94.174, 差分 = 0.9977
292次 : theta0 = 423.957, theta1 = 94.181, 差分 = 0.9601
293次 : theta0 = 423.987, theta1 = 94.187, 差分 = 0.9240
294次 : theta0 = 424.016, theta1 = 94.194, 差分 = 0.8892
295次 : theta0 = 424.045, theta1 = 94.200, 差分 = 0.8558
296次 : theta0 = 424.073, theta1 = 94.206, 差分 = 0.8235
297次 : theta0 = 424.100, theta1 = 94.213, 差分 = 0.7925
298次 : theta0 = 424.127, theta1 = 94.219, 差分 = 0.7627
299次 : theta0 = 424.154, theta1 = 94.224, 差分 = 0.7340
300次 : theta0 = 424.180, theta1 = 94.230, 差分 = 0.7064
301次 : theta0 = 424.206, theta1 = 94.236, 差分 = 0.6798
302次 : theta0 = 424.231, theta1 = 94.241, 差分 = 0.6542
303次 : theta0 = 424.255, theta1 = 94.247, 差分 = 0.6296
304次 : theta0 = 424.280, theta1 = 94.252, 差分 = 0.6059
305次 : theta0 = 424.303, theta1 = 94.257, 差分 = 0.5831
306次 : theta0 = 424.326, theta1 = 94.263, 差分 = 0.5611
307次 : theta0 = 424.349, theta1 = 94.268, 差分 = 0.5400
308次 : theta0 = 424.372, theta1 = 94.273, 差分 = 0.5197
309次 : theta0 = 424.394, theta1 = 94.277, 差分 = 0.5001
310次 : theta0 = 424.415, theta1 = 94.282, 差分 = 0.4813
311次 : theta0 = 424.436, theta1 = 94.287, 差分 = 0.4632
312次 : theta0 = 424.457, theta1 = 94.291, 差分 = 0.4458
313次 : theta0 = 424.477, theta1 = 94.296, 差分 = 0.4290
314次 : theta0 = 424.497, theta1 = 94.300, 差分 = 0.4128
315次 : theta0 = 424.517, theta1 = 94.305, 差分 = 0.3973
316次 : theta0 = 424.536, theta1 = 94.309, 差分 = 0.3823
317次 : theta0 = 424.555, theta1 = 94.313, 差分 = 0.3679
318次 : theta0 = 424.573, theta1 = 94.317, 差分 = 0.3541
319次 : theta0 = 424.591, theta1 = 94.321, 差分 = 0.3408
320次 : theta0 = 424.609, theta1 = 94.325, 差分 = 0.3279
321次 : theta0 = 424.626, theta1 = 94.329, 差分 = 0.3156
322次 : theta0 = 424.644, theta1 = 94.333, 差分 = 0.3037
323次 : theta0 = 424.660, theta1 = 94.336, 差分 = 0.2923
324次 : theta0 = 424.677, theta1 = 94.340, 差分 = 0.2813
325次 : theta0 = 424.693, theta1 = 94.344, 差分 = 0.2707
326次 : theta0 = 424.709, theta1 = 94.347, 差分 = 0.2605
327次 : theta0 = 424.724, theta1 = 94.351, 差分 = 0.2507
328次 : theta0 = 424.740, theta1 = 94.354, 差分 = 0.2413
329次 : theta0 = 424.754, theta1 = 94.357, 差分 = 0.2322
330次 : theta0 = 424.769, theta1 = 94.361, 差分 = 0.2234
331次 : theta0 = 424.784, theta1 = 94.364, 差分 = 0.2150
332次 : theta0 = 424.798, theta1 = 94.367, 差分 = 0.2069
333次 : theta0 = 424.811, theta1 = 94.370, 差分 = 0.1992
334次 : theta0 = 424.825, theta1 = 94.373, 差分 = 0.1917
335次 : theta0 = 424.838, theta1 = 94.376, 差分 = 0.1844
336次 : theta0 = 424.851, theta1 = 94.379, 差分 = 0.1775
337次 : theta0 = 424.864, theta1 = 94.382, 差分 = 0.1708
338次 : theta0 = 424.877, theta1 = 94.384, 差分 = 0.1644
339次 : theta0 = 424.889, theta1 = 94.387, 差分 = 0.1582
340次 : theta0 = 424.901, theta1 = 94.390, 差分 = 0.1523
341次 : theta0 = 424.913, theta1 = 94.392, 差分 = 0.1465
342次 : theta0 = 424.925, theta1 = 94.395, 差分 = 0.1410
343次 : theta0 = 424.936, theta1 = 94.398, 差分 = 0.1357
344次 : theta0 = 424.947, theta1 = 94.400, 差分 = 0.1306
345次 : theta0 = 424.958, theta1 = 94.402, 差分 = 0.1257
346次 : theta0 = 424.969, theta1 = 94.405, 差分 = 0.1209
347次 : theta0 = 424.980, theta1 = 94.407, 差分 = 0.1164
348次 : theta0 = 424.990, theta1 = 94.409, 差分 = 0.1120
349次 : theta0 = 425.000, theta1 = 94.412, 差分 = 0.1078
350次 : theta0 = 425.010, theta1 = 94.414, 差分 = 0.1037
351次 : theta0 = 425.020, theta1 = 94.416, 差分 = 0.0998
352次 : theta0 = 425.030, theta1 = 94.418, 差分 = 0.0961
353次 : theta0 = 425.039, theta1 = 94.420, 差分 = 0.0925
354次 : theta0 = 425.049, theta1 = 94.422, 差分 = 0.0890
355次 : theta0 = 425.058, theta1 = 94.424, 差分 = 0.0856
356次 : theta0 = 425.066, theta1 = 94.426, 差分 = 0.0824
357次 : theta0 = 425.075, theta1 = 94.428, 差分 = 0.0793
358次 : theta0 = 425.084, theta1 = 94.430, 差分 = 0.0763
359次 : theta0 = 425.092, theta1 = 94.432, 差分 = 0.0734
360次 : theta0 = 425.100, theta1 = 94.434, 差分 = 0.0707
361次 : theta0 = 425.109, theta1 = 94.436, 差分 = 0.0680
362次 : theta0 = 425.116, theta1 = 94.437, 差分 = 0.0655
363次 : theta0 = 425.124, theta1 = 94.439, 差分 = 0.0630
364次 : theta0 = 425.132, theta1 = 94.441, 差分 = 0.0606
365次 : theta0 = 425.139, theta1 = 94.443, 差分 = 0.0583
366次 : theta0 = 425.147, theta1 = 94.444, 差分 = 0.0561
367次 : theta0 = 425.154, theta1 = 94.446, 差分 = 0.0540
368次 : theta0 = 425.161, theta1 = 94.447, 差分 = 0.0520
369次 : theta0 = 425.168, theta1 = 94.449, 差分 = 0.0500
370次 : theta0 = 425.175, theta1 = 94.450, 差分 = 0.0482
371次 : theta0 = 425.181, theta1 = 94.452, 差分 = 0.0463
372次 : theta0 = 425.188, theta1 = 94.453, 差分 = 0.0446
373次 : theta0 = 425.194, theta1 = 94.455, 差分 = 0.0429
374次 : theta0 = 425.201, theta1 = 94.456, 差分 = 0.0413
375次 : theta0 = 425.207, theta1 = 94.457, 差分 = 0.0398
376次 : theta0 = 425.213, theta1 = 94.459, 差分 = 0.0383
377次 : theta0 = 425.219, theta1 = 94.460, 差分 = 0.0368
378次 : theta0 = 425.225, theta1 = 94.461, 差分 = 0.0354
379次 : theta0 = 425.231, theta1 = 94.463, 差分 = 0.0341
380次 : theta0 = 425.236, theta1 = 94.464, 差分 = 0.0328
381次 : theta0 = 425.242, theta1 = 94.465, 差分 = 0.0316
382次 : theta0 = 425.247, theta1 = 94.466, 差分 = 0.0304
383次 : theta0 = 425.252, theta1 = 94.468, 差分 = 0.0292
384次 : theta0 = 425.258, theta1 = 94.469, 差分 = 0.0281
385次 : theta0 = 425.263, theta1 = 94.470, 差分 = 0.0271
386次 : theta0 = 425.268, theta1 = 94.471, 差分 = 0.0261
387次 : theta0 = 425.273, theta1 = 94.472, 差分 = 0.0251
388次 : theta0 = 425.277, theta1 = 94.473, 差分 = 0.0241
389次 : theta0 = 425.282, theta1 = 94.474, 差分 = 0.0232
390次 : theta0 = 425.287, theta1 = 94.475, 差分 = 0.0224
391次 : theta0 = 425.291, theta1 = 94.476, 差分 = 0.0215
392次 : theta0 = 425.296, theta1 = 94.477, 差分 = 0.0207
393次 : theta0 = 425.300, theta1 = 94.478, 差分 = 0.0199
394次 : theta0 = 425.304, theta1 = 94.479, 差分 = 0.0192
395次 : theta0 = 425.309, theta1 = 94.480, 差分 = 0.0185
396次 : theta0 = 425.313, theta1 = 94.481, 差分 = 0.0178
397次 : theta0 = 425.317, theta1 = 94.482, 差分 = 0.0171
398次 : theta0 = 425.321, theta1 = 94.483, 差分 = 0.0164
399次 : theta0 = 425.325, theta1 = 94.484, 差分 = 0.0158
400次 : theta0 = 425.329, theta1 = 94.484, 差分 = 0.0152
401次 : theta0 = 425.332, theta1 = 94.485, 差分 = 0.0147
402次 : theta0 = 425.336, theta1 = 94.486, 差分 = 0.0141
403次 : theta0 = 425.340, theta1 = 94.487, 差分 = 0.0136
404次 : theta0 = 425.343, theta1 = 94.488, 差分 = 0.0131
405次 : theta0 = 425.347, theta1 = 94.488, 差分 = 0.0126
406次 : theta0 = 425.350, theta1 = 94.489, 差分 = 0.0121
407次 : theta0 = 425.353, theta1 = 94.490, 差分 = 0.0116
408次 : theta0 = 425.357, theta1 = 94.491, 差分 = 0.0112
409次 : theta0 = 425.360, theta1 = 94.491, 差分 = 0.0108
410次 : theta0 = 425.363, theta1 = 94.492, 差分 = 0.0104
411次 : theta0 = 425.366, theta1 = 94.493, 差分 = 0.0100
