-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathmain.aux
535 lines (535 loc) · 51.4 KB
/
main.aux
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
\relax
\providecommand\hyper@newdestlabel[2]{}
\providecommand\zref@newlabel[2]{}
\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
\global\let\oldcontentsline\contentsline
\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
\global\let\oldnewlabel\newlabel
\gdef\newlabel#1#2{\newlabelxx{#1}#2}
\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
\AtEndDocument{\ifx\hyper@anchor\@undefined
\let\contentsline\oldcontentsline
\let\newlabel\oldnewlabel
\fi}
\fi}
\global\let\hyper@last\relax
\gdef\HyperFirstAtBeginDocument#1{#1}
\providecommand*\HyPL@Entry[1]{}
\HyPL@Entry{0<</S/D>>}
\HyPL@Entry{6<</S/D>>}
\@writefile{toc}{\contentsline {chapter}{\tocchapter {Chapter}{1}{数学基础}}{1}{chapter.1}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{ux7b2cux4e00ux7ae0-ux6570ux5b66ux57faux7840}{{1}{1}{数学基础}{chapter.1}{}}
\@writefile{toc}{\contentsline {section}{\tocsection {}{1}{向量和矩阵}}{1}{section.1.1}\protected@file@percent }
\newlabel{ux5411ux91cfux548cux77e9ux9635}{{1}{1}{向量和矩阵}{section.1.1}{}}
\newlabel{ux6807ux91cfux5411ux91cfux77e9ux9635ux5f20ux91cfux4e4bux95f4ux7684ux8054ux7cfb}{{1.1}{1}{标量、向量、矩阵、张量之间的联系}{subsection.1.1.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.1}{标量、向量、矩阵、张量之间的联系}}{1}{subsection.1.1.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.1.1}{标量}}{1}{subsubsection.1.1.1.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.1.2}{向量}}{1}{subsubsection.1.1.1.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.1.3}{矩阵}}{1}{subsubsection.1.1.1.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.1.4}{张量}}{2}{subsubsection.1.1.1.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.1.5}{四者之间关系}}{2}{subsubsection.1.1.1.5}\protected@file@percent }
\newlabel{ux5f20ux91cfux4e0eux77e9ux9635ux7684ux533aux522b}{{1.2}{2}{张量与矩阵的区别}{subsection.1.1.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.2}{张量与矩阵的区别}}{2}{subsection.1.1.2}\protected@file@percent }
\newlabel{ux77e9ux9635ux548cux5411ux91cfux76f8ux4e58ux7ed3ux679c}{{1.3}{2}{矩阵和向量相乘结果}{subsection.1.1.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.3}{矩阵和向量相乘结果}}{2}{subsection.1.1.3}\protected@file@percent }
\newlabel{eq:1.3.1}{{1}{2}{矩阵和向量相乘结果}{equation.1.1.1}{}}
\newlabel{ux5411ux91cfux548cux77e9ux9635ux7684ux8303ux6570ux5f52ux7eb3}{{1.4}{2}{向量和矩阵的范数归纳}{subsection.1.1.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.4}{向量和矩阵的范数归纳}}{2}{subsection.1.1.4}\protected@file@percent }
\newlabel{sec:1.4.1}{{1.4.1}{3}{向量的范数}{subsubsection.1.1.4.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.4.1}{向量的范数}}{3}{subsubsection.1.1.4.1}\protected@file@percent }
\newlabel{eq:1.4.1.1}{{2}{3}{}{equation.1.1.2}{}}
\newlabel{eq:1.4.1.2}{{3}{3}{}{equation.1.1.3}{}}
\newlabel{eq:1.4.1.3}{{4}{3}{}{equation.1.1.4}{}}
\newlabel{eq:1.4.1.4}{{5}{3}{}{equation.1.1.5}{}}
\newlabel{eq:1.4.1.5}{{6}{3}{}{equation.1.1.6}{}}
\newlabel{sec:1.4.2}{{1.4.2}{4}{矩阵的范数}{subsubsection.1.1.4.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.4.2}{矩阵的范数}}{4}{subsubsection.1.1.4.2}\protected@file@percent }
\newlabel{eq:1.4.2.1}{{7}{4}{矩阵的范数}{equation.1.1.7}{}}
\newlabel{eq:1.4.2.2}{{8}{4}{}{equation.1.1.8}{}}
\newlabel{eq:1.4.2.3}{{9}{4}{}{equation.1.1.9}{}}
\newlabel{eq:1.4.2.4}{{10}{4}{}{equation.1.1.10}{}}
\newlabel{eq:1.4.2.5}{{11}{5}{}{equation.1.1.11}{}}
\newlabel{eq:1.4.2.6}{{12}{5}{}{equation.1.1.12}{}}
\newlabel{ux5982ux4f55ux5224ux65adux4e00ux4e2aux77e9ux9635ux4e3aux6b63ux5b9a}{{1.5}{5}{如何判断一个矩阵为正定}{subsection.1.1.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.5}{如何判断一个矩阵为正定}}{5}{subsection.1.1.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{2}{导数和偏导数}}{5}{section.1.2}\protected@file@percent }
\newlabel{ux5bfcux6570ux548cux504fux5bfcux6570}{{2}{5}{导数和偏导数}{section.1.2}{}}
\newlabel{ux5bfcux6570ux504fux5bfcux8ba1ux7b97}{{2.1}{5}{导数偏导计算}{subsection.1.2.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.1}{导数偏导计算}}{5}{subsection.1.2.1}\protected@file@percent }
\newlabel{sec:2.1.1}{{2.1.1}{5}{导数定义}{subsubsection.1.2.1.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{2.1.1}{导数定义}}{5}{subsubsection.1.2.1.1}\protected@file@percent }
\newlabel{sec:2.1.2}{{2.1.2}{6}{偏导数}{subsubsection.1.2.1.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{2.1.2}{偏导数}}{6}{subsubsection.1.2.1.2}\protected@file@percent }
\newlabel{ux5bfcux6570ux548cux504fux5bfcux6570ux6709ux4ec0ux4e48ux533aux522b}{{2.2}{6}{导数和偏导数有什么区别？}{subsection.1.2.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.2}{导数和偏导数有什么区别？}}{6}{subsection.1.2.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{3}{特征值和特征向量}}{7}{section.1.3}\protected@file@percent }
\newlabel{ux7279ux5f81ux503cux548cux7279ux5f81ux5411ux91cf}{{3}{7}{特征值和特征向量}{section.1.3}{}}
\newlabel{ux7279ux5f81ux503cux5206ux89e3ux4e0eux7279ux5f81ux5411ux91cf}{{3.1}{7}{特征值分解与特征向量}{subsection.1.3.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.1}{特征值分解与特征向量}}{7}{subsection.1.3.1}\protected@file@percent }
\newlabel{ux5947ux5f02ux503cux4e0eux7279ux5f81ux503cux6709ux4ec0ux4e48ux5173ux7cfb}{{3.2}{7}{奇异值与特征值有什么关系}{subsection.1.3.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.2}{奇异值与特征值有什么关系}}{7}{subsection.1.3.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{4}{概率分布与随机变量}}{8}{section.1.4}\protected@file@percent }
\newlabel{ux6982ux7387ux5206ux5e03ux4e0eux968fux673aux53d8ux91cf}{{4}{8}{概率分布与随机变量}{section.1.4}{}}
\newlabel{ux673aux5668ux5b66ux4e60ux4e3aux4ec0ux4e48ux8981ux4f7fux7528ux6982ux7387}{{4.1}{8}{机器学习为什么要使用概率}{subsection.1.4.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.1}{机器学习为什么要使用概率}}{8}{subsection.1.4.1}\protected@file@percent }
\newlabel{ux53d8ux91cfux4e0eux968fux673aux53d8ux91cfux6709ux4ec0ux4e48ux533aux522b}{{4.2}{8}{变量与随机变量有什么区别}{subsection.1.4.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.2}{变量与随机变量有什么区别}}{8}{subsection.1.4.2}\protected@file@percent }
\newlabel{sec:4.2.1}{{4.2.1}{8}{随机变量}{subsubsection.1.4.2.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.2.1}{随机变量}}{8}{subsubsection.1.4.2.1}\protected@file@percent }
\newlabel{sec:4.2.2}{{4.2.2}{8}{变量与随机变量的区别}{subsubsection.1.4.2.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.2.2}{变量与随机变量的区别}}{8}{subsubsection.1.4.2.2}\protected@file@percent }
\newlabel{ux968fux673aux53d8ux91cfux4e0eux6982ux7387ux5206ux5e03ux7684ux8054ux7cfb}{{4.3}{9}{随机变量与概率分布的联系}{subsection.1.4.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.3}{随机变量与概率分布的联系}}{9}{subsection.1.4.3}\protected@file@percent }
\newlabel{ux79bbux6563ux578bux968fux673aux53d8ux91cfux548cux6982ux7387ux8d28ux91cfux51fdux6570}{{4.4}{9}{离散型随机变量和概率质量函数}{subsection.1.4.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.4}{离散型随机变量和概率质量函数}}{9}{subsection.1.4.4}\protected@file@percent }
\newlabel{ux8fdeux7eedux578bux968fux673aux53d8ux91cfux548cux6982ux7387ux5bc6ux5ea6ux51fdux6570}{{4.5}{9}{连续型随机变量和概率密度函数}{subsection.1.4.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.5}{连续型随机变量和概率密度函数}}{9}{subsection.1.4.5}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces 文氏图}}{10}{figure.1.1}\protected@file@percent }
\newlabel{fig:0101}{{1}{10}{文氏图}{figure.1.1}{}}
\newlabel{ux4e3eux4f8bux7406ux89e3ux6761ux4ef6ux6982ux7387}{{4.6}{10}{举例理解条件概率}{subsection.1.4.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.6}{举例理解条件概率}}{10}{subsection.1.4.6}\protected@file@percent }
\newlabel{ux8054ux5408ux6982ux7387ux4e0eux8fb9ux7f18ux6982ux7387ux8054ux7cfbux533aux522b}{{4.7}{11}{联合概率与边缘概率联系区别}{subsection.1.4.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.7}{联合概率与边缘概率联系区别}}{11}{subsection.1.4.7}\protected@file@percent }
\newlabel{sec:4.7.1}{{4.7.1}{11}{区别}{subsubsection.1.4.7.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.7.1}{区别}}{11}{subsubsection.1.4.7.1}\protected@file@percent }
\newlabel{sec:4.7.2}{{4.7.2}{11}{联系}{subsubsection.1.4.7.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.7.2}{联系}}{11}{subsubsection.1.4.7.2}\protected@file@percent }
\newlabel{ux6761ux4ef6ux6982ux7387ux7684ux94feux5f0fux6cd5ux5219}{{4.8}{11}{条件概率的链式法则}{subsection.1.4.8}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.8}{条件概率的链式法则}}{11}{subsection.1.4.8}\protected@file@percent }
\newlabel{ux72ecux7acbux6027ux548cux6761ux4ef6ux72ecux7acbux6027}{{4.9}{11}{独立性和条件独立性}{subsection.1.4.9}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.9}{独立性和条件独立性}}{11}{subsection.1.4.9}\protected@file@percent }
\newlabel{sec:4.9.1}{{4.9.1}{11}{独立性}{subsubsection.1.4.9.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.9.1}{独立性}}{11}{subsubsection.1.4.9.1}\protected@file@percent }
\newlabel{sec:4.9.2}{{4.9.2}{12}{条件独立性}{subsubsection.1.4.9.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{4.9.2}{条件独立性}}{12}{subsubsection.1.4.9.2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{5}{常见概率分布}}{12}{section.1.5}\protected@file@percent }
\newlabel{ux5e38ux89c1ux6982ux7387ux5206ux5e03}{{5}{12}{常见概率分布}{section.1.5}{}}
\newlabel{bernoulliux5206ux5e03}{{5.1}{12}{Bernoulli分布}{subsection.1.5.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.1}{ Bernoulli分布}}{12}{subsection.1.5.1}\protected@file@percent }
\newlabel{sec:5.2}{{5.2}{12}{Multinoulli分布}{subsection.1.5.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.2}{Multinoulli分布}}{12}{subsection.1.5.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.3}{二项分布}}{12}{subsection.1.5.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.4}{多项式分布}}{13}{subsection.1.5.4}\protected@file@percent }
\newlabel{ux9ad8ux65afux5206ux5e03}{{5.5}{13}{高斯分布}{subsection.1.5.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.5}{ 高斯分布}}{13}{subsection.1.5.5}\protected@file@percent }
\newlabel{ux6307ux6570ux5206ux5e03}{{5.6}{14}{指数分布}{subsection.1.5.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.6}{ 指数分布}}{14}{subsection.1.5.6}\protected@file@percent }
\newlabel{laplace-ux5206ux5e03ux62c9ux666eux62c9ux65afux5206ux5e03}{{5.7}{14}{Laplace分布（拉普拉斯分布）}{subsection.1.5.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.7}{ Laplace分布（拉普拉斯分布）}}{14}{subsection.1.5.7}\protected@file@percent }
\newlabel{diracux5206ux5e03ux548cux7ecfux9a8cux5206ux5e03}{{5.8}{14}{Dirac分布和经验分布}{subsection.1.5.8}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.8}{Dirac分布和经验分布}}{14}{subsection.1.5.8}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{6}{期望、方差、协方差、相关系数}}{14}{section.1.6}\protected@file@percent }
\newlabel{ux671fux671bux65b9ux5deeux534fux65b9ux5deeux76f8ux5173ux7cfbux6570}{{6}{14}{期望、方差、协方差、相关系数}{section.1.6}{}}
\newlabel{ux671fux671b}{{6.1}{14}{期望}{subsection.1.6.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.1}{ 期望}}{14}{subsection.1.6.1}\protected@file@percent }
\newlabel{sec:6.1.1}{{6.1.1}{14}{线性运算}{subsubsection.1.6.1.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{6.1.1}{线性运算}}{14}{subsubsection.1.6.1.1}\protected@file@percent }
\newlabel{eq:0601}{{13}{14}{线性运算}{equation.1.6.13}{}}
\newlabel{sec:6.1.2}{{6.1.2}{14}{推广形式}{subsubsection.1.6.1.2}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{6.1.2}{ 推广形式}}{14}{subsubsection.1.6.1.2}\protected@file@percent }
\newlabel{eq:0602}{{14}{14}{推广形式}{equation.1.6.14}{}}
\newlabel{sec:6.1.3}{{6.1.3}{15}{函数期望}{subsubsection.1.6.1.3}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{6.1.3}{函数期望}}{15}{subsubsection.1.6.1.3}\protected@file@percent }
\newlabel{eq:0604}{{15}{15}{}{equation.1.6.15}{}}
\newlabel{ux65b9ux5dee}{{6.2}{15}{方差}{subsection.1.6.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.2}{方差}}{15}{subsection.1.6.2}\protected@file@percent }
\newlabel{ux534fux65b9ux5dee}{{6.3}{15}{协方差}{subsection.1.6.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.3}{ 协方差}}{15}{subsection.1.6.3}\protected@file@percent }
\newlabel{ux76f8ux5173ux7cfbux6570}{{6.4}{16}{相关系数}{subsection.1.6.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.4}{ 相关系数}}{16}{subsection.1.6.4}\protected@file@percent }
\@writefile{toc}{\contentsline {chapter}{\tocchapter {Chapter}{2}{机器学习基础}}{17}{chapter.2}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{ux7b2cux4e8cux7ae0-ux673aux5668ux5b66ux4e60ux57faux7840}{{2}{17}{机器学习基础}{chapter.2}{}}
\@writefile{toc}{\contentsline {section}{\tocsection {}{1}{基本概念}}{17}{section.2.1}\protected@file@percent }
\newlabel{ux57faux672cux6982ux5ff5}{{1}{17}{基本概念}{section.2.1}{}}
\newlabel{ux5927ux8bddux7406ux89e3ux673aux5668ux5b66ux4e60ux672cux8d28}{{1.1}{17}{大话理解机器学习本质}{subsection.2.1.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.1}{大话理解机器学习本质}}{17}{subsection.2.1.1}\protected@file@percent }
\newlabel{ux4ec0ux4e48ux662fux795eux7ecfux7f51ux7edc}{{1.2}{17}{什么是神经网络}{subsection.2.1.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.2}{什么是神经网络}}{17}{subsection.2.1.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.2.1}{神经网络架构}}{17}{subsubsection.2.1.2.1}\protected@file@percent }
\gdef \LT@i {\LT@entry
{2}{53.0031pt}\LT@entry
{2}{53.0031pt}\LT@entry
{1}{62.69685pt}}
\gdef \LT@ii {\LT@entry
{1}{62.69685pt}\LT@entry
{1}{62.69685pt}\LT@entry
{1}{73.23622pt}}
\gdef \LT@iii {\LT@entry
{2}{53.0031pt}\LT@entry
{1}{73.23622pt}\LT@entry
{1}{73.23622pt}}
\gdef \LT@iv {\LT@entry
{1}{53.0031pt}\LT@entry
{1}{73.23622pt}\LT@entry
{1}{53.0031pt}}
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces 神经网络系统}}{18}{figure.2.1}\protected@file@percent }
\newlabel{fig:2.5.1}{{1}{18}{神经网络系统}{figure.2.1}{}}
\newlabel{ux5404ux79cdux5e38ux89c1ux7b97ux6cd5ux56feux793a}{{1.3}{18}{各种常见算法图示}{subsection.2.1.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.3}{各种常见算法图示}}{18}{subsection.2.1.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {1}{各种常见算法图示}}{18}{table.2.1}\protected@file@percent }
\newlabel{fig:2.5.2}{{1}{18}{各种常见算法图示}{table.2.1}{}}
\@writefile{lot}{\contentsline {table}{\numberline {2}{各种常见算法图示}}{18}{table.2.2}\protected@file@percent }
\newlabel{fig:2.5.3}{{2}{18}{各种常见算法图示}{table.2.2}{}}
\@writefile{lot}{\contentsline {table}{\numberline {3}{各种常见算法图示}}{18}{table.2.3}\protected@file@percent }
\newlabel{fig:2.5.4}{{3}{18}{各种常见算法图示}{table.2.3}{}}
\@writefile{lot}{\contentsline {table}{\numberline {4}{各种常见算法图示}}{18}{table.2.4}\protected@file@percent }
\newlabel{fig:2.5.5}{{4}{18}{各种常见算法图示}{table.2.4}{}}
\newlabel{ux8ba1ux7b97ux56feux7684ux5bfcux6570ux8ba1ux7b97}{{1.4}{18}{计算图的导数计算}{subsection.2.1.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.4}{计算图的导数计算}}{18}{subsection.2.1.4}\protected@file@percent }
\newlabel{ux7406ux89e3ux5c40ux90e8ux6700ux4f18ux4e0eux5168ux5c40ux6700ux4f18}{{1.5}{19}{理解局部最优与全局最优}{subsection.2.1.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.5}{理解局部最优与全局最优}}{19}{subsection.2.1.5}\protected@file@percent }
\newlabel{sec:1.5.1}{{1.5.1}{19}{笑谈局部最优和全局最优}{subsubsection.2.1.5.1}{}}
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.5.1}{笑谈局部最优和全局最优}}{19}{subsubsection.2.1.5.1}\protected@file@percent }
\newlabel{ux5927ux6570ux636eux4e0eux6df1ux5ea6ux5b66ux4e60ux4e4bux95f4ux7684ux5173ux7cfb}{{1.6}{19}{大数据与深度学习之间的关系}{subsection.2.1.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{1.6}{大数据与深度学习之间的关系}}{19}{subsection.2.1.6}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.6.1}{定义}}{19}{subsubsection.2.1.6.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.6.2}{\textbf {机器学习和数据挖掘}之间的关系}}{20}{subsubsection.2.1.6.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsubsection}{\tocsubsubsection {}{1.6.3}{大数据与深度学习关系总结}}{20}{subsubsection.2.1.6.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{2}{机器学习学习方式}}{20}{section.2.2}\protected@file@percent }
\newlabel{ux673aux5668ux5b66ux4e60ux5b66ux4e60ux65b9ux5f0f}{{2}{20}{机器学习学习方式}{section.2.2}{}}
\newlabel{ux76d1ux7763ux5b66ux4e60}{{2.1}{20}{监督学习}{subsection.2.2.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.1}{ 监督学习}}{20}{subsection.2.2.1}\protected@file@percent }
\newlabel{ux975eux76d1ux7763ux5f0fux5b66ux4e60}{{2.2}{20}{非监督式学习}{subsection.2.2.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.2}{非监督式学习}}{20}{subsection.2.2.2}\protected@file@percent }
\newlabel{ux534aux76d1ux7763ux5f0fux5b66ux4e60}{{2.3}{21}{半监督式学习}{subsection.2.2.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.3}{半监督式学习}}{21}{subsection.2.2.3}\protected@file@percent }
\newlabel{ux5f31ux76d1ux7763ux5b66ux4e60}{{2.4}{21}{弱监督学习}{subsection.2.2.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.4}{弱监督学习}}{21}{subsection.2.2.4}\protected@file@percent }
\newlabel{ux76d1ux7763ux5b66ux4e60ux6709ux54eaux4e9bux6b65ux9aa4}{{2.5}{21}{监督学习有哪些步骤}{subsection.2.2.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{2.5}{监督学习有哪些步骤}}{21}{subsection.2.2.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{3}{ 分类算法}}{22}{section.2.3}\protected@file@percent }
\newlabel{ux5206ux7c7bux7b97ux6cd5}{{3}{22}{分类算法}{section.2.3}{}}
\newlabel{ux5e38ux7528ux5206ux7c7bux7b97ux6cd5ux7684ux4f18ux7f3aux70b9}{{3.1}{22}{常用分类算法的优缺点}{subsection.2.3.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.1}{常用分类算法的优缺点}}{22}{subsection.2.3.1}\protected@file@percent }
\gdef \LT@v {\LT@entry
{1}{27.19731pt}\LT@entry
{1}{27.19731pt}\LT@entry
{1}{27.19731pt}}
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces 图2-3 术语的混淆矩阵}}{31}{figure.2.2}\protected@file@percent }
\newlabel{ux5206ux7c7bux7b97ux6cd5ux7684ux8bc4ux4f30ux65b9ux6cd5}{{3.2}{31}{2.8.2 分类算法的评估方法}{subsection.2.3.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.2}{2.8.2 分类算法的评估方法}}{31}{subsection.2.3.2}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces }}{32}{figure.2.3}\protected@file@percent }
\newlabel{ux6b63ux786eux7387ux80fdux5f88ux597dux7684ux8bc4ux4f30ux5206ux7c7bux7b97ux6cd5ux5417}{{3.3}{33}{2.8.3 正确率能很好的评估分类算法吗}{subsection.2.3.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.3}{2.8.3 正确率能很好的评估分类算法吗}}{33}{subsection.2.3.3}\protected@file@percent }
\newlabel{ux4ec0ux4e48ux6837ux7684ux5206ux7c7bux5668ux662fux6700ux597dux7684}{{3.4}{33}{什么样的分类器是最好的}{subsection.2.3.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{3.4}{什么样的分类器是最好的}}{33}{subsection.2.3.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{4}{2.9 逻辑回归}}{33}{section.2.4}\protected@file@percent }
\newlabel{ux903bux8f91ux56deux5f52}{{4}{33}{2.9 逻辑回归}{section.2.4}{}}
\newlabel{ux56deux5f52ux5212ux5206}{{4.1}{33}{2.9.1 回归划分}{subsection.2.4.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.1}{2.9.1 回归划分}}{33}{subsection.2.4.1}\protected@file@percent }
\newlabel{ux903bux8f91ux56deux5f52ux9002ux7528ux6027}{{4.2}{33}{逻辑回归适用性}{subsection.2.4.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.2}{逻辑回归适用性}}{33}{subsection.2.4.2}\protected@file@percent }
\newlabel{ux751fux6210ux6a21ux578bux548cux5224ux522bux6a21ux578bux7684ux533aux522b}{{4.3}{34}{生成模型和判别模型的区别}{subsection.2.4.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.3}{生成模型和判别模型的区别}}{34}{subsection.2.4.3}\protected@file@percent }
\newlabel{ux903bux8f91ux56deux5f52ux4e0eux6734ux7d20ux8d1dux53f6ux65afux6709ux4ec0ux4e48ux533aux522b}{{4.4}{34}{逻辑回归与朴素贝叶斯有什么区别}{subsection.2.4.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.4}{逻辑回归与朴素贝叶斯有什么区别}}{34}{subsection.2.4.4}\protected@file@percent }
\gdef \LT@vi {\LT@entry
{2}{73.23622pt}\LT@entry
{2}{62.69685pt}\LT@entry
{2}{73.23622pt}}
\newlabel{ux7ebfux6027ux56deux5f52ux4e0eux903bux8f91ux56deux5f52ux7684ux533aux522b}{{4.5}{35}{线性回归与逻辑回归的区别}{subsection.2.4.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{4.5}{线性回归与逻辑回归的区别}}{35}{subsection.2.4.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{5}{2.10 代价函数}}{35}{section.2.5}\protected@file@percent }
\newlabel{ux4ee3ux4ef7ux51fdux6570}{{5}{35}{2.10 代价函数}{section.2.5}{}}
\newlabel{ux4e3aux4ec0ux4e48ux9700ux8981ux4ee3ux4ef7ux51fdux6570}{{5.1}{35}{2.10.1 为什么需要代价函数}{subsection.2.5.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.1}{2.10.1 为什么需要代价函数}}{35}{subsection.2.5.1}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces }}{36}{figure.2.4}\protected@file@percent }
\newlabel{ux4ee3ux4ef7ux51fdux6570ux4f5cux7528ux539fux7406}{{5.2}{36}{代价函数作用原理}{subsection.2.5.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.2}{代价函数作用原理}}{36}{subsection.2.5.2}\protected@file@percent }
\newlabel{ux4e3aux4ec0ux4e48ux4ee3ux4ef7ux51fdux6570ux8981ux975eux8d1f}{{5.3}{36}{为什么代价函数要非负}{subsection.2.5.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.3}{为什么代价函数要非负}}{36}{subsection.2.5.3}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces }}{37}{figure.2.5}\protected@file@percent }
\newlabel{ux5e38ux89c1ux4ee3ux4ef7ux51fdux6570}{{5.4}{37}{常见代价函数}{subsection.2.5.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.4}{常见代价函数}}{37}{subsection.2.5.4}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces }}{38}{figure.2.6}\protected@file@percent }
\newlabel{ux4e3aux4ec0ux4e48ux7528ux4ea4ux53c9ux71b5ux4ee3ux66ffux4e8cux6b21ux4ee3ux4ef7ux51fdux6570}{{5.5}{41}{2.10.5 为什么用交叉熵代替二次代价函数}{subsection.2.5.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{5.5}{2.10.5 为什么用交叉熵代替二次代价函数}}{41}{subsection.2.5.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{6}{2.11 损失函数}}{41}{section.2.6}\protected@file@percent }
\newlabel{ux635fux5931ux51fdux6570}{{6}{41}{2.11 损失函数}{section.2.6}{}}
\newlabel{ux4ec0ux4e48ux662fux635fux5931ux51fdux6570}{{6.1}{41}{2.11.1 什么是损失函数}{subsection.2.6.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.1}{2.11.1 什么是损失函数}}{41}{subsection.2.6.1}\protected@file@percent }
\newlabel{ux5e38ux89c1ux7684ux635fux5931ux51fdux6570}{{6.2}{42}{2.11.2 常见的损失函数}{subsection.2.6.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.2}{2.11.2 常见的损失函数}}{42}{subsection.2.6.2}\protected@file@percent }
\newlabel{ux903bux8f91ux56deux5f52ux4e3aux4ec0ux4e48ux4f7fux7528ux5bf9ux6570ux635fux5931ux51fdux6570}{{6.3}{43}{2.11.3 逻辑回归为什么使用对数损失函数}{subsection.2.6.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.3}{2.11.3 逻辑回归为什么使用对数损失函数}}{43}{subsection.2.6.3}\protected@file@percent }
\newlabel{ux5bf9ux6570ux635fux5931ux51fdux6570ux662fux5982ux4f55ux5ea6ux91cfux635fux5931ux7684}{{6.4}{44}{对数损失函数是如何度量损失的}{subsection.2.6.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{6.4}{对数损失函数是如何度量损失的}}{44}{subsection.2.6.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{7}{ 梯度下降}}{45}{section.2.7}\protected@file@percent }
\newlabel{ux68afux5ea6ux4e0bux964d}{{7}{45}{梯度下降}{section.2.7}{}}
\newlabel{ux673aux5668ux5b66ux4e60ux4e2dux4e3aux4ec0ux4e48ux9700ux8981ux68afux5ea6ux4e0bux964d}{{7.1}{45}{机器学习中为什么需要梯度下降}{subsection.2.7.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.1}{机器学习中为什么需要梯度下降}}{45}{subsection.2.7.1}\protected@file@percent }
\newlabel{ux68afux5ea6ux4e0bux964dux6cd5ux7f3aux70b9}{{7.2}{45}{梯度下降法缺点}{subsection.2.7.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.2}{梯度下降法缺点}}{45}{subsection.2.7.2}\protected@file@percent }
\newlabel{ux68afux5ea6ux4e0bux964dux6cd5ux76f4ux89c2ux7406ux89e3}{{7.3}{45}{梯度下降法直观理解}{subsection.2.7.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.3}{梯度下降法直观理解}}{45}{subsection.2.7.3}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces }}{46}{figure.2.7}\protected@file@percent }
\newlabel{ux68afux5ea6ux4e0bux964dux6cd5ux7b97ux6cd5ux63cfux8ff0}{{7.4}{46}{梯度下降法算法描述}{subsection.2.7.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.4}{梯度下降法算法描述}}{46}{subsection.2.7.4}\protected@file@percent }
\newlabel{ux5982ux4f55ux5bf9ux68afux5ea6ux4e0bux964dux6cd5ux8fdbux884cux8c03ux4f18}{{7.5}{47}{如何对梯度下降法进行调优}{subsection.2.7.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.5}{如何对梯度下降法进行调优}}{47}{subsection.2.7.5}\protected@file@percent }
\newlabel{ux968fux673aux68afux5ea6ux548cux6279ux91cfux68afux5ea6ux533aux522b}{{7.6}{47}{随机梯度和批量梯度区别}{subsection.2.7.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.6}{随机梯度和批量梯度区别}}{47}{subsection.2.7.6}\protected@file@percent }
\gdef \LT@vii {\LT@entry
{1}{83.1pt}\LT@entry
{1}{345.40309pt}}
\gdef \LT@viii {\LT@entry
{1}{83.77559pt}\LT@entry
{1}{62.69685pt}\LT@entry
{1}{52.15749pt}\LT@entry
{1}{80.20276pt}\LT@entry
{1}{83.77559pt}}
\newlabel{ux5404ux79cdux68afux5ea6ux4e0bux964dux6cd5ux6027ux80fdux6bd4ux8f83}{{7.7}{49}{2.12.7 各种梯度下降法性能比较}{subsection.2.7.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{7.7}{2.12.7 各种梯度下降法性能比较}}{49}{subsection.2.7.7}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{8}{2.14 线性判别分析（LDA）}}{49}{section.2.8}\protected@file@percent }
\newlabel{ux7ebfux6027ux5224ux522bux5206ux6790lda}{{8}{49}{2.14 线性判别分析（LDA）}{section.2.8}{}}
\newlabel{ldaux601dux60f3ux603bux7ed3}{{8.1}{49}{2.14.1 LDA思想总结}{subsection.2.8.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.1}{2.14.1 LDA思想总结}}{49}{subsection.2.8.1}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces }}{50}{figure.2.8}\protected@file@percent }
\newlabel{ux56feux89e3ldaux6838ux5fc3ux601dux60f3}{{8.2}{50}{2.14.2 图解LDA核心思想}{subsection.2.8.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.2}{2.14.2 图解LDA核心思想}}{50}{subsection.2.8.2}\protected@file@percent }
\newlabel{ux4e8cux7c7bldaux7b97ux6cd5ux539fux7406}{{8.3}{50}{2.14.3 二类LDA算法原理}{subsection.2.8.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.3}{2.14.3 二类LDA算法原理}}{50}{subsection.2.8.3}\protected@file@percent }
\gdef \LT@ix {\LT@entry
{1}{41.61812pt}\LT@entry
{1}{536.70491pt}\LT@entry
{1}{181.88657pt}}
\newlabel{ldaux7b97ux6cd5ux6d41ux7a0bux603bux7ed3}{{8.4}{51}{LDA算法流程总结}{subsection.2.8.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.4}{LDA算法流程总结}}{51}{subsection.2.8.4}\protected@file@percent }
\newlabel{ldaux548cpcaux533aux522b}{{8.5}{51}{LDA和PCA区别}{subsection.2.8.5}{}}
\gdef \LT@x {\LT@entry
{1}{31.50156pt}\LT@entry
{1}{27.19731pt}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.5}{LDA和PCA区别}}{52}{table.2.9}\protected@file@percent }
\newlabel{ldaux4f18ux7f3aux70b9}{{8.6}{52}{LDA优缺点}{subsection.2.8.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{8.6}{ LDA优缺点}}{55}{table.2.10}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{9}{主成分分析（PCA）}}{55}{section.2.9}\protected@file@percent }
\newlabel{ux4e3bux6210ux5206ux5206ux6790pca}{{9}{55}{主成分分析（PCA）}{section.2.9}{}}
\newlabel{ux4e3bux6210ux5206ux5206ux6790pcaux601dux60f3ux603bux7ed3}{{9.1}{55}{主成分分析（PCA）思想总结}{subsection.2.9.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.1}{主成分分析（PCA）思想总结}}{55}{subsection.2.9.1}\protected@file@percent }
\newlabel{ux56feux89e3pcaux6838ux5fc3ux601dux60f3}{{9.2}{55}{图解PCA核心思想}{subsection.2.9.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.2}{图解PCA核心思想}}{55}{subsection.2.9.2}\protected@file@percent }
\newlabel{pcaux7b97ux6cd5ux63a8ux7406}{{9.3}{55}{PCA算法推理}{subsection.2.9.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.3}{ PCA算法推理}}{55}{subsection.2.9.3}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces }}{56}{figure.2.9}\protected@file@percent }
\gdef \LT@xi {\LT@entry
{1}{31.50156pt}\LT@entry
{1}{27.19731pt}}
\newlabel{pcaux7b97ux6cd5ux6d41ux7a0bux603bux7ed3}{{9.4}{57}{PCA算法流程总结}{subsection.2.9.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.4}{PCA算法流程总结}}{57}{subsection.2.9.4}\protected@file@percent }
\newlabel{pcaux7b97ux6cd5ux4e3bux8981ux4f18ux7f3aux70b9}{{9.5}{57}{PCA算法主要优缺点}{subsection.2.9.5}{}}
\gdef \LT@xii {\LT@entry
{1}{91.20586pt}\LT@entry
{1}{178.6299pt}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.5}{PCA算法主要优缺点}}{60}{table.2.11}\protected@file@percent }
\newlabel{ux964dux7ef4ux7684ux5fc5ux8981ux6027ux53caux76eeux7684}{{9.6}{60}{降维的必要性及目的}{subsection.2.9.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.6}{降维的必要性及目的}}{60}{subsection.2.9.6}\protected@file@percent }
\newlabel{kpcaux4e0epcaux7684ux533aux522b}{{9.7}{60}{KPCA与PCA的区别}{subsection.2.9.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{9.7}{KPCA与PCA的区别}}{60}{subsection.2.9.7}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{10}{ 模型评估}}{60}{section.2.10}\protected@file@percent }
\newlabel{ux6a21ux578bux8bc4ux4f30}{{10}{60}{模型评估}{section.2.10}{}}
\newlabel{ux6a21ux578bux8bc4ux4f30ux5e38ux7528ux65b9ux6cd5}{{10.1}{60}{模型评估常用方法？}{subsection.2.10.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.1}{模型评估常用方法？}}{60}{subsection.2.10.1}\protected@file@percent }
\gdef \LT@xiii {\LT@entry
{1}{170.00871pt}\LT@entry
{1}{52.8847pt}}
\newlabel{ux8befux5deeux504fux5deeux548cux65b9ux5deeux6709ux4ec0ux4e48ux533aux522bux548cux8054ux7cfb}{{10.2}{61}{2.16.2 误差、偏差和方差有什么区别和联系}{subsection.2.10.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.2}{2.16.2 误差、偏差和方差有什么区别和联系}}{61}{subsection.2.10.2}\protected@file@percent }
\newlabel{ux7ecfux9a8cux8befux5deeux4e0eux6cdbux5316ux8befux5dee}{{10.3}{62}{经验误差与泛化误差}{subsection.2.10.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.3}{经验误差与泛化误差}}{62}{subsection.2.10.3}\protected@file@percent }
\newlabel{ux56feux89e3ux6b20ux62dfux5408ux8fc7ux62dfux5408}{{10.4}{62}{图解欠拟合、过拟合}{subsection.2.10.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.4}{图解欠拟合、过拟合}}{62}{subsection.2.10.4}\protected@file@percent }
\gdef \LT@xiv {\LT@entry
{1}{227.36395pt}\LT@entry
{1}{124.32054pt}\LT@entry
{1}{135.58713pt}}
\newlabel{ux5982ux4f55ux89e3ux51b3ux8fc7ux62dfux5408ux4e0eux6b20ux62dfux5408}{{10.5}{63}{如何解决过拟合与欠拟合}{subsection.2.10.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.5}{如何解决过拟合与欠拟合}}{63}{subsection.2.10.5}\protected@file@percent }
\newlabel{ux4ea4ux53c9ux9a8cux8bc1ux7684ux4e3bux8981ux4f5cux7528}{{10.6}{63}{交叉验证的主要作用}{subsection.2.10.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.6}{交叉验证的主要作用}}{63}{subsection.2.10.6}\protected@file@percent }
\newlabel{ux7406ux89e3kux6298ux4ea4ux53c9ux9a8cux8bc1}{{10.7}{63}{理解k折交叉验证}{subsection.2.10.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.7}{理解k折交叉验证}}{63}{subsection.2.10.7}\protected@file@percent }
\newlabel{ux6df7ux6dc6ux77e9ux9635}{{10.8}{63}{混淆矩阵}{subsection.2.10.8}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.8}{混淆矩阵}}{63}{subsection.2.10.8}\protected@file@percent }
\gdef \LT@xv {\LT@entry
{1}{89.92004pt}\LT@entry
{1}{149.63612pt}\LT@entry
{1}{149.63612pt}}
\newlabel{ux9519ux8befux7387ux53caux7cbeux5ea6}{{10.9}{64}{错误率及精度}{subsection.2.10.9}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.9}{错误率及精度}}{64}{subsection.2.10.9}\protected@file@percent }
\newlabel{ux67e5ux51c6ux7387ux4e0eux67e5ux5168ux7387}{{10.10}{64}{查准率与查全率}{subsection.2.10.10}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.10}{查准率与查全率}}{64}{subsection.2.10.10}\protected@file@percent }
\newlabel{rocux4e0eauc}{{10.11}{64}{ROC与AUC}{subsection.2.10.11}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.11}{ROC与AUC}}{64}{subsection.2.10.11}\protected@file@percent }
\gdef \LT@xvi {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{132.59395pt}\LT@entry
{1}{52.15749pt}}
\newlabel{ux5982ux4f55ux753brocux66f2ux7ebf}{{10.12}{65}{如何画ROC曲线}{subsection.2.10.12}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.12}{如何画ROC曲线}}{65}{subsection.2.10.12}\protected@file@percent }
\newlabel{ux5982ux4f55ux8ba1ux7b97tprfpr}{{10.13}{65}{如何计算TPR，FPR}{subsection.2.10.13}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.13}{如何计算TPR，FPR}}{65}{subsection.2.10.13}\protected@file@percent }
\gdef \LT@xvii {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{38.25606pt}\LT@entry
{1}{38.98328pt}}
\gdef \LT@xviii {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{38.25606pt}\LT@entry
{1}{38.98328pt}}
\gdef \LT@xix {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{38.25606pt}\LT@entry
{1}{38.98328pt}}
\gdef \LT@xx {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{38.25606pt}\LT@entry
{1}{38.98328pt}}
\newlabel{ux5982ux4f55ux8ba1ux7b97auc}{{10.14}{66}{如何计算AUC}{subsection.2.10.14}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.14}{如何计算AUC}}{66}{subsection.2.10.14}\protected@file@percent }
\newlabel{ux4e3aux4ec0ux4e48ux4f7fux7528rocux548caucux8bc4ux4ef7ux5206ux7c7bux5668}{{10.15}{67}{为什么使用Roc和Auc评价分类器}{subsection.2.10.15}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.15}{为什么使用Roc和Auc评价分类器}}{67}{subsection.2.10.15}\protected@file@percent }
\newlabel{ux76f4ux89c2ux7406ux89e3auc}{{10.16}{67}{直观理解AUC}{subsection.2.10.16}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.16}{直观理解AUC}}{67}{subsection.2.10.16}\protected@file@percent }
\newlabel{ux4ee3ux4ef7ux654fux611fux9519ux8befux7387ux4e0eux4ee3ux4ef7ux66f2ux7ebf}{{10.17}{67}{代价敏感错误率与代价曲线}{subsection.2.10.17}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.17}{代价敏感错误率与代价曲线}}{67}{subsection.2.10.17}\protected@file@percent }
\newlabel{ux6a21ux578bux6709ux54eaux4e9bux6bd4ux8f83ux68c0ux9a8cux65b9ux6cd5}{{10.18}{68}{模型有哪些比较检验方法}{subsection.2.10.18}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.18}{模型有哪些比较检验方法}}{68}{subsection.2.10.18}\protected@file@percent }
\newlabel{ux4e3aux4ec0ux4e48ux4f7fux7528ux6807ux51c6ux5dee}{{10.19}{68}{为什么使用标准差}{subsection.2.10.19}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.19}{为什么使用标准差}}{68}{subsection.2.10.19}\protected@file@percent }
\newlabel{ux7c7bux522bux4e0dux5e73ux8861ux4ea7ux751fux539fux56e0}{{10.20}{69}{类别不平衡产生原因}{subsection.2.10.20}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{10.20}{类别不平衡产生原因}}{69}{subsection.2.10.20}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{11}{决策树}}{70}{section.2.11}\protected@file@percent }
\newlabel{ux51b3ux7b56ux6811}{{11}{70}{决策树}{section.2.11}{}}
\newlabel{ux51b3ux7b56ux6811ux7684ux57faux672cux539fux7406}{{11.1}{70}{决策树的基本原理}{subsection.2.11.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.1}{决策树的基本原理}}{70}{subsection.2.11.1}\protected@file@percent }
\newlabel{ux51b3ux7b56ux6811ux7684ux4e09ux8981ux7d20}{{11.2}{70}{决策树的三要素？}{subsection.2.11.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.2}{决策树的三要素？}}{70}{subsection.2.11.2}\protected@file@percent }
\newlabel{ux51b3ux7b56ux6811ux5b66ux4e60ux57faux672cux7b97ux6cd5}{{11.3}{70}{决策树学习基本算法}{subsection.2.11.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.3}{决策树学习基本算法}}{70}{subsection.2.11.3}\protected@file@percent }
\newlabel{ux51b3ux7b56ux6811ux7b97ux6cd5ux4f18ux7f3aux70b9}{{11.4}{70}{决策树算法优缺点}{subsection.2.11.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.4}{决策树算法优缺点}}{70}{subsection.2.11.4}\protected@file@percent }
\newlabel{ux71b5ux7684ux6982ux5ff5ux4ee5ux53caux7406ux89e3}{{11.5}{71}{熵的概念以及理解}{subsection.2.11.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.5}{熵的概念以及理解}}{71}{subsection.2.11.5}\protected@file@percent }
\newlabel{ux4fe1ux606fux589eux76caux7684ux7406ux89e3}{{11.6}{71}{信息增益的理解}{subsection.2.11.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.6}{信息增益的理解}}{71}{subsection.2.11.6}\protected@file@percent }
\newlabel{ux526aux679dux5904ux7406ux7684ux4f5cux7528ux53caux7b56ux7565}{{11.7}{71}{剪枝处理的作用及策略}{subsection.2.11.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{11.7}{剪枝处理的作用及策略}}{71}{subsection.2.11.7}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{12}{ 支持向量机}}{72}{section.2.12}\protected@file@percent }
\newlabel{ux652fux6301ux5411ux91cfux673a}{{12}{72}{支持向量机}{section.2.12}{}}
\newlabel{ux4ec0ux4e48ux662fux652fux6301ux5411ux91cfux673a}{{12.1}{72}{什么是支持向量机}{subsection.2.12.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.1}{什么是支持向量机}}{72}{subsection.2.12.1}\protected@file@percent }
\newlabel{ux652fux6301ux5411ux91cfux673aux80fdux89e3ux51b3ux54eaux4e9bux95eeux9898}{{12.2}{72}{支持向量机能解决哪些问题}{subsection.2.12.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.2}{支持向量机能解决哪些问题}}{72}{subsection.2.12.2}\protected@file@percent }
\newlabel{ux6838ux51fdux6570ux7279ux70b9ux53caux5176ux4f5cux7528}{{12.3}{73}{核函数特点及其作用}{subsection.2.12.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.3}{核函数特点及其作用}}{73}{subsection.2.12.3}\protected@file@percent }
\newlabel{svmux4e3aux4ec0ux4e48ux5f15ux5165ux5bf9ux5076ux95eeux9898}{{12.4}{73}{SVM为什么引入对偶问题}{subsection.2.12.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.4}{SVM为什么引入对偶问题}}{73}{subsection.2.12.4}\protected@file@percent }
\newlabel{ux5982ux4f55ux7406ux89e3svmux4e2dux7684ux5bf9ux5076ux95eeux9898}{{12.5}{73}{如何理解SVM中的对偶问题}{subsection.2.12.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.5}{如何理解SVM中的对偶问题}}{73}{subsection.2.12.5}\protected@file@percent }
\newlabel{ux5e38ux89c1ux7684ux6838ux51fdux6570ux6709ux54eaux4e9b}{{12.6}{74}{常见的核函数有哪些}{subsection.2.12.6}{}}
\gdef \LT@xxi {\LT@entry
{1}{100.30386pt}\LT@entry
{1}{199.2031pt}\LT@entry
{1}{121.79884pt}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.6}{常见的核函数有哪些}}{75}{table.2.21}\protected@file@percent }
\newlabel{svmux4e3bux8981ux7279ux70b9}{{12.7}{75}{SVM主要特点}{subsection.2.12.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.7}{ SVM主要特点}}{75}{subsection.2.12.7}\protected@file@percent }
\newlabel{svmux4e3bux8981ux7f3aux70b9}{{12.8}{76}{SVM主要缺点}{subsection.2.12.8}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.8}{ SVM主要缺点}}{76}{subsection.2.12.8}\protected@file@percent }
\newlabel{ux903bux8f91ux56deux5f52ux4e0esvmux7684ux5f02ux540c}{{12.9}{76}{逻辑回归与SVM的异同}{subsection.2.12.9}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{12.9}{逻辑回归与SVM的异同}}{76}{subsection.2.12.9}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{13}{贝叶斯分类器}}{78}{section.2.13}\protected@file@percent }
\newlabel{ux8d1dux53f6ux65afux5206ux7c7bux5668}{{13}{78}{贝叶斯分类器}{section.2.13}{}}
\newlabel{ux56feux89e3ux6781ux5927ux4f3cux7136ux4f30ux8ba1}{{13.1}{78}{图解极大似然估计}{subsection.2.13.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.1}{图解极大似然估计}}{78}{subsection.2.13.1}\protected@file@percent }
\newlabel{ux6781ux5927ux4f3cux7136ux4f30ux8ba1ux539fux7406}{{13.2}{78}{极大似然估计原理}{subsection.2.13.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.2}{极大似然估计原理}}{78}{subsection.2.13.2}\protected@file@percent }
\newlabel{ux8d1dux53f6ux65afux5206ux7c7bux5668ux57faux672cux539fux7406}{{13.3}{78}{贝叶斯分类器基本原理}{subsection.2.13.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.3}{贝叶斯分类器基本原理}}{78}{subsection.2.13.3}\protected@file@percent }
\gdef \LT@xxii {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{34.0087pt}\LT@entry
{1}{41.61812pt}\LT@entry
{1}{31.07875pt}}
\newlabel{ux6734ux7d20ux8d1dux53f6ux65afux5206ux7c7bux5668}{{13.4}{79}{朴素贝叶斯分类器}{subsection.2.13.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.4}{朴素贝叶斯分类器}}{79}{subsection.2.13.4}\protected@file@percent }
\newlabel{ux4e3eux4f8bux7406ux89e3ux6734ux7d20ux8d1dux53f6ux65afux5206ux7c7bux5668}{{13.5}{79}{举例理解朴素贝叶斯分类器}{subsection.2.13.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.5}{举例理解朴素贝叶斯分类器}}{79}{subsection.2.13.5}\protected@file@percent }
\gdef \LT@xxiii {\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{31.07875pt}\LT@entry
{1}{34.0087pt}\LT@entry
{1}{41.61812pt}\LT@entry
{1}{31.07875pt}}
\newlabel{ux534aux6734ux7d20ux8d1dux53f6ux65afux5206ux7c7bux5668}{{13.6}{82}{半朴素贝叶斯分类器}{subsection.2.13.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{13.6}{半朴素贝叶斯分类器}}{82}{subsection.2.13.6}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{14}{ EM算法}}{82}{section.2.14}\protected@file@percent }
\newlabel{emux7b97ux6cd5}{{14}{82}{EM算法}{section.2.14}{}}
\newlabel{emux7b97ux6cd5ux57faux672cux601dux60f3}{{14.1}{82}{EM算法基本思想}{subsection.2.14.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{14.1}{EM算法基本思想}}{82}{subsection.2.14.1}\protected@file@percent }
\newlabel{emux7b97ux6cd5ux63a8ux5bfc}{{14.2}{82}{EM算法推导}{subsection.2.14.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{14.2}{EM算法推导}}{82}{subsection.2.14.2}\protected@file@percent }
\newlabel{ux56feux89e3emux7b97ux6cd5}{{14.3}{83}{图解EM算法}{subsection.2.14.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{14.3}{ 图解EM算法}}{83}{subsection.2.14.3}\protected@file@percent }
\newlabel{emux7b97ux6cd5ux6d41ux7a0b}{{14.4}{84}{EM算法流程}{subsection.2.14.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{14.4}{ EM算法流程}}{84}{subsection.2.14.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\tocsection {}{15}{ 降维和聚类}}{84}{section.2.15}\protected@file@percent }
\newlabel{ux964dux7ef4ux548cux805aux7c7b}{{15}{84}{降维和聚类}{section.2.15}{}}
\newlabel{ux56feux89e3ux4e3aux4ec0ux4e48ux4f1aux4ea7ux751fux7ef4ux6570ux707eux96be}{{15.1}{84}{图解为什么会产生维数灾难}{subsection.2.15.1}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.1}{图解为什么会产生维数灾难}}{84}{subsection.2.15.1}\protected@file@percent }
\newlabel{ux600eux6837ux907fux514dux7ef4ux6570ux707eux96be}{{15.2}{86}{怎样避免维数灾难}{subsection.2.15.2}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.2}{怎样避免维数灾难}}{86}{subsection.2.15.2}\protected@file@percent }
\newlabel{ux805aux7c7bux548cux964dux7ef4ux6709ux4ec0ux4e48ux533aux522bux4e0eux8054ux7cfb}{{15.3}{86}{聚类和降维有什么区别与联系}{subsection.2.15.3}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.3}{聚类和降维有什么区别与联系}}{86}{subsection.2.15.3}\protected@file@percent }
\newlabel{ux6709ux54eaux4e9bux805aux7c7bux7b97ux6cd5ux4f18ux52a3ux8861ux91cfux6807ux51c6}{{15.4}{86}{有哪些聚类算法优劣衡量标准}{subsection.2.15.4}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.4}{有哪些聚类算法优劣衡量标准}}{86}{subsection.2.15.4}\protected@file@percent }
\gdef \LT@xxiv {\LT@entry
{1}{96.08557pt}\LT@entry
{1}{52.15749pt}\LT@entry
{1}{83.77559pt}\LT@entry
{1}{41.61812pt}\LT@entry
{1}{94.31496pt}\LT@entry
{1}{52.15749pt}\LT@entry
{1}{52.15749pt}}
\newlabel{ux805aux7c7bux548cux5206ux7c7bux6709ux4ec0ux4e48ux533aux522b}{{15.5}{87}{聚类和分类有什么区别}{subsection.2.15.5}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.5}{聚类和分类有什么区别}}{87}{subsection.2.15.5}\protected@file@percent }
\newlabel{ux4e0dux540cux805aux7c7bux7b97ux6cd5ux7279ux70b9ux6027ux80fdux6bd4ux8f83}{{15.6}{87}{不同聚类算法特点性能比较}{subsection.2.15.6}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.6}{不同聚类算法特点性能比较}}{87}{table.2.24}\protected@file@percent }
\newlabel{ux56dbux79cdux5e38ux7528ux805aux7c7bux65b9ux6cd5ux4e4bux6bd4ux8f83}{{15.7}{87}{四种常用聚类方法之比较}{subsection.2.15.7}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.7}{四种常用聚类方法之比较}}{87}{subsection.2.15.7}\protected@file@percent }
\newlabel{k-meansux805aux7c7bux7b97ux6cd5}{{15.8}{87}{k-means聚类算法}{subsection.2.15.8}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.8}{k-means聚类算法}}{87}{subsection.2.15.8}\protected@file@percent }
\newlabel{ux5c42ux6b21ux805aux7c7bux7b97ux6cd5}{{15.9}{88}{层次聚类算法}{subsection.2.15.9}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.9}{层次聚类算法}}{88}{subsection.2.15.9}\protected@file@percent }
\newlabel{somux805aux7c7bux7b97ux6cd5}{{15.10}{88}{SOM聚类算法}{subsection.2.15.10}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.10}{SOM聚类算法}}{88}{subsection.2.15.10}\protected@file@percent }
\gdef \LT@xxv {\LT@entry
{1}{52.15749pt}\LT@entry
{1}{62.69685pt}\LT@entry
{1}{61.57968pt}\LT@entry
{1}{91.14261pt}}
\newlabel{fcmux805aux7c7bux7b97ux6cd5}{{15.11}{89}{FCM聚类算法}{subsection.2.15.11}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.11}{ FCM聚类算法}}{89}{subsection.2.15.11}\protected@file@percent }
\newlabel{ux56dbux79cdux805aux7c7bux7b97ux6cd5ux8bd5ux9a8c}{{15.12}{89}{四种聚类算法试验}{subsection.2.15.12}{}}
\@writefile{toc}{\contentsline {subsection}{\tocsubsection {}{15.12}{四种聚类算法试验}}{89}{subsection.2.15.12}\protected@file@percent }
\newlabel{tocindent-1}{0pt}
\newlabel{tocindent0}{59.75822pt}
\newlabel{tocindent1}{24.00868pt}
\newlabel{tocindent2}{0pt}
\newlabel{tocindent3}{0pt}