分布拟合问题

sunzhe

朋友们早上好！

搜了坛子里面很多关于拟合分布的帖子，大家基本问的都是正态性或者KS的检验居多。我手上有一组数据，我已经做了检验了，并没有通过正态分布的检验，是个右偏。 我目前觉得很可能是3参数weibull, 3参数gamma, 3 参数lognormal或者3参数帕累托。

目前的瓶颈是我不知道应该用哪个R包去用这些分布逐个测试，并找出最佳拟合分布的参数，参数，参数 (说三遍谢谢）

请问我应该用哪个R包去输入什么代码来检测最佳的拟合呢？谢谢！

祝朋友们拥有愉快的一天/

Losses
6,302
6,316
6,316
6,325
6,331
6,335
6,341
6,341
6,342
6,345
6,345
6,351
6,358
6,361
6,364
6,365
6,365
6,365
6,365
6,365
6,375
6,375
6,378
6,380
6,383
6,385
6,385
6,414
6,416
6,417
6,427
6,432
6,432
6,433
6,434
6,434
6,439
6,441
6,441
6,451
6,455
6,457
6,460
6,463
6,480
6,481
6,487
6,489
6,490
6,497
6,499
6,508
6,510
6,513
6,514
6,531
6,533
6,542
6,549
6,552
6,557
6,566
6,567
6,591
6,595
6,602
6,605
6,605
6,606
6,618
6,621
6,625
6,629
6,631
6,634
6,642
6,645
6,645
6,655
6,658
6,668
6,674
6,676
6,678
6,679
6,697
6,697
6,700
6,703
6,713
6,713
6,716
6,717
6,723
6,729
6,734
6,741
6,746
6,747
6,747
6,747
6,747
6,748
6,754
6,754
6,754
6,758
6,766
6,768
6,770
6,771
6,772
6,773
6,773
6,778
6,788
6,792
6,796
6,799
6,800
6,802
6,805
6,808
6,811
6,814
6,818
6,821
6,825
6,825
6,829
6,829
6,830
6,838
6,846
6,848
6,852
6,854
6,859
6,863
6,867
6,872
6,872
6,873
6,874
6,878
6,881
6,882
6,892
6,892
6,902
6,905
6,909
6,910
6,919
6,921
6,922
6,929
6,933
6,935
6,936
6,942
6,943
6,945
6,947
6,952
6,952
6,958
6,960
6,960
6,964
6,968
6,971
6,972
6,986
6,992
6,995
6,998
7,002
7,003
7,003
7,009
7,009
7,013
7,020
7,021
7,022
7,028
7,031
7,039
7,047
7,048
7,055
7,059
7,061
7,063
7,063
7,064
7,066
7,068
7,070
7,072
7,072
7,073
7,075
7,075
7,075
7,076
7,081
7,086
7,092
7,096
7,102
7,104
7,105
7,111
7,111
7,113
7,129
7,129
7,137
7,138
7,139
7,145
7,148
7,149
7,151
7,152
7,159
7,162
7,163
7,163
7,167
7,171
7,172
7,176
7,182
7,188
7,191
7,191
7,194
7,198
7,198
7,199
7,202
7,203
7,205
7,205
7,206
7,207
7,208
7,211
7,211
7,219
7,222
7,223
7,226
7,228
7,236
7,245
7,255
7,259
7,263
7,265
7,268
7,273
7,274
7,280
7,283
7,285
7,295
7,297
7,298
7,304
7,304
7,304
7,304
7,310
7,318
7,319
7,321
7,322
7,327
7,335
7,337
7,346
7,348
7,357
7,362
7,365
7,371
7,373
7,375
7,375
7,384
7,386
7,388
7,389
7,389
7,391
7,391
7,391
7,394
7,400
7,400
7,402
7,403
7,410
7,415
7,419
7,421
7,426
7,426
7,449
7,457
7,458
7,465
7,466
7,468
7,468
7,474
7,479
7,483
7,492
7,492
7,492
7,497
7,499
7,499
7,504
7,505
7,507
7,508
7,510
7,510
7,511
7,515
7,516
7,518
7,520
7,523
7,525
7,531
7,534
7,537
7,545
7,547
7,558
7,559
7,561
7,566
7,568
7,572
7,573
7,576
7,578
7,584
7,585
7,585
7,588
7,588
7,590
7,593
7,598
7,598
7,599
7,601
7,605
7,613
7,613
7,614
7,629
7,632
7,632
7,634
7,636
7,636
7,638
7,642
7,649
7,658
7,663
7,663
7,665
7,667
7,673
7,673
7,676
7,689
7,689
7,689
7,692
7,695
7,696
7,697
7,697
7,702
7,707
7,708
7,711
7,711
7,712
7,712
7,720
7,725
7,725
7,727
7,734
7,734
7,738
7,739
7,740
7,742
7,744
7,755
7,757
7,758
7,765
7,774
7,780
7,785
7,786
7,793
7,796
7,800
7,801
7,804
7,808
7,811
7,817
7,820
7,820
7,826
7,826
7,827
7,832
7,835
7,837
7,839
7,839
7,846
7,847
7,850
7,857
7,860
7,862
7,870
7,871
7,875
7,876
7,885
7,893
7,893
7,896
7,902
7,912
7,923
7,927
7,933
7,933
7,940
7,953
7,956
7,961
7,963
7,968
7,973
7,989
7,994
8,002
8,002
8,002
8,009
8,013
8,017
8,025
8,033
8,041
8,047
8,051
8,053
8,057
8,060
8,064
8,068
8,070
8,072
8,076
8,076
8,080
8,083
8,084
8,089
8,097
8,098
8,098
8,099
8,106
8,120
8,129
8,133
8,134
8,140
8,144
8,145
8,146
8,150
8,154
8,157
8,160
8,170
8,171
8,173
8,176
8,180
8,180
8,192
8,195
8,196
8,218
8,222
8,225
8,228
8,233
8,236
8,237
8,246
8,251
8,252
8,256
8,261
8,269
8,276
8,278
8,279
8,282
8,296
8,299
8,309
8,311
8,315
8,317
8,325
8,344
8,349
8,352
8,371
8,374
8,379
8,385
8,388
8,392
8,393
8,403
8,408
8,421
8,423
8,432
8,437
8,440
8,446
8,452
8,455
8,457
8,466
8,469
8,470
8,512
8,522
8,536
8,553
8,556
8,559
8,559
8,561
8,566
8,580
8,580
8,592
8,600
8,602
8,603
8,607
8,611
8,611
8,613
8,615
8,619
8,628
8,628
8,634
8,642
8,647
8,648
8,675
8,682
8,688
8,691
8,693
8,701
8,704
8,707
8,708
8,711
8,712
8,717
8,719
8,727
8,732
8,735
8,736
8,742
8,743
8,747
8,749
8,781
8,789
8,796
8,806
8,807
8,809
8,810
8,812
8,814
8,814
8,821
8,840
8,840
8,842
8,846
8,847
8,848
8,867
8,875
8,878
8,883
8,885
8,887
8,901
8,909
8,910
8,914
8,916
8,928
8,932
8,935
8,948
8,948
8,948
8,949
8,950
8,951
8,951
8,954
8,963
8,965
8,973
8,979
8,983
8,983
8,993
9,011
9,024
9,037
9,040
9,054
9,055
9,065
9,065
9,067
9,069
9,083
9,086
9,091
9,091
9,099
9,105
9,108
9,112
9,112
9,115
9,122
9,122
9,132
9,143
9,150
9,172
9,175
9,175
9,203
9,227
9,240
9,241
9,246
9,249
9,253
9,256
9,262
9,280
9,284
9,289
9,298
9,307
9,318
9,321
9,321
9,325
9,333
9,338
9,338
9,381
9,389
9,392
9,392
9,395
9,401
9,410
9,438
9,442
9,443
9,446
9,446
9,447
9,453
9,464
9,466
9,476
9,477
9,483
9,492
9,497
9,499
9,504
9,505
9,535
9,572
9,575
9,577
9,590
9,613
9,614
9,626
9,629
9,631
9,634
9,645
9,646
9,647
9,655
9,683
9,686
9,688
9,694
9,698
9,701
9,702
9,706
9,708
9,713
9,715
9,717
9,719
9,720
9,724
9,725
9,729
9,739
9,741
9,758
9,764
9,775
9,777
9,778
9,781
9,786
9,787
9,798
9,800
9,802
9,804
9,805
9,817
9,820
9,821
9,828
9,850
9,865
9,890
9,893
9,897
9,897
9,898
9,899
9,906
9,926
9,927
9,927
9,934
9,936
9,945
9,952
9,955
9,957
9,961
9,966
9,966
9,966
9,972
9,988
9,993
9,995
10,001
10,008
10,011
10,015
10,019
10,023
10,026
10,028
10,033
10,033
10,040
10,042
10,047
10,059
10,079
10,087
10,091
10,115
10,124
10,125
10,140
10,146
10,148
10,148
10,151
10,165
10,172
10,195
10,209
10,229
10,233
10,248
10,262
10,269
10,280
10,286
10,299
10,300
10,301
10,302
10,302
10,303
10,307
10,318
10,324
10,332
10,337
10,345
10,349
10,369
10,391
10,398
10,401
10,408
10,415
10,420
10,429
10,437
10,439
10,439
10,441
10,444
10,449
10,450
10,458
10,458
10,481
10,520
10,520
10,522
10,526
10,540
10,542
10,543
10,548
10,586
10,589
10,590
10,594
10,608
10,613
10,628
10,643
10,646
10,652
10,654
10,654
10,654
10,654
10,672
10,678
10,685
10,686
10,690
10,694
10,697
10,717
10,728
10,741
10,747
10,747
10,751
10,760
10,781
10,795
10,804
10,806
10,821
10,829
10,843
10,869
10,871
10,872
10,898
10,908
10,911
10,916
10,938
10,944
10,955
10,956
10,961
10,978
10,983
10,997
10,999
11,042
11,045
11,046
11,060
11,063
11,068
11,069
11,071
11,078
11,089
11,119
11,122
11,125
11,132
11,149
11,152
11,156
11,158
11,166
11,171
11,172
11,172
11,177
11,177
11,181
11,188
11,189
11,191
11,191
11,196
11,216
11,220
11,234
11,235
11,240
11,242
11,249
11,256
11,272
11,287
11,293
11,293
11,296
11,297
11,298
11,312
11,317
11,318
11,318
11,336
11,349
11,355
11,358
11,364
11,365
11,370
11,389
11,408
11,409
11,414
11,429
11,432
11,432
11,440
11,446
11,450
11,454
11,457
11,477
11,484
11,485
11,495
11,534
11,556
11,582
11,584
11,594
11,595
11,596
11,598
11,600
11,606
11,608
11,629
11,629
11,631
11,632
11,637
11,644
11,649
11,653
11,660
11,665
11,666
11,669
11,673
11,693
11,700
11,705
11,708
11,724
11,727
11,733
11,748
11,756
11,762
11,767
11,777
11,809
11,810
11,816
11,819
11,828
11,839
11,842
11,848
11,849
11,881
11,891
11,897
11,901
11,930
11,935
11,993
12,005
12,006
12,013
12,034
12,034
12,036
12,042
12,065
12,079
12,099
12,099
12,104
12,106
12,146
12,157
12,176
12,185
12,192
12,206
12,211
12,216
12,231
12,246
12,246
12,270
12,276
12,284
12,292
12,297
12,300
12,300
12,322
12,324
12,326
12,334
12,352
12,358
12,358
12,368
12,382
12,384
12,394
12,411
12,414
12,416
12,437
12,443
12,481
12,492
12,494
12,494
12,519
12,523
12,526
12,535
12,546
12,582
12,593
12,605
12,632
12,667
12,687
12,698
12,708
12,721
12,724
12,729
12,730
12,735
12,740
12,742
12,753
12,755
12,760
12,760
12,762
12,762
12,767
12,774
12,783
12,826
12,829
12,834
12,835
12,855
12,874
12,895
12,901
12,902
12,906
12,907
12,922
12,933
12,946
13,010
13,013
13,030
13,031
13,052
13,062
13,072
13,081
13,082
13,083
13,125
13,126
13,152
13,153
13,156
13,169
13,173
13,184
13,208
13,232
13,248
13,268
13,276
13,286
13,297
13,302
13,307
13,315
13,319
13,323
13,326
13,334
13,379
13,385
13,399
13,405
13,431
13,434
13,465
13,479
13,490
13,506
13,524
13,533
13,541
13,554
13,570
13,573
13,589
13,591
13,591
13,597
13,648
13,673
13,679
13,682
13,699
13,706
13,712
13,746
13,756
13,770
13,772
13,790
13,817
13,825
13,825
13,845
13,861
13,862
13,870
13,884
13,887
13,911
13,929
13,934
13,946
13,950
13,959
13,968
13,971
13,977
13,977
13,998
14,057
14,062
14,081
14,091
14,114
14,189
14,257
14,263
14,270
14,304
14,348
14,363
14,365
14,366
14,371
14,377
14,389
14,389
14,404
14,413
14,444
14,444
14,447
14,475
14,478
14,481
14,482
14,485
14,489
14,497
14,500
14,501
14,533
14,545
14,557
14,574
14,595
14,611
14,617
14,618
14,625
14,628
14,637
14,646
14,659
14,666
14,670
14,680
14,691
14,738
14,805
14,819
14,821
14,849
14,853
14,857
14,863
14,863
14,907
14,929
14,935
14,944
14,944
14,945
14,962
14,965
15,001
15,052
15,061
15,070
15,074
15,106
15,146
15,153
15,227
15,236
15,280
15,315
15,327
15,353
15,359
15,373
15,417
15,420
15,439
15,440
15,444
15,457
15,468
15,470
15,471
15,474
15,479
15,492
15,512
15,532
15,554
15,583
15,617
15,639
15,704
15,720
15,779
15,782
15,806
15,822
15,846
15,855
15,861
15,867
15,868
15,906
15,953
15,961
15,971
15,972
15,991
16,012
16,014
16,053
16,054
16,073
16,081
16,103
16,120
16,134
16,178
16,191
16,226
16,230
16,255
16,309
16,318
16,381
16,397
16,417
16,420
16,464
16,486
16,510
16,518
16,520
16,551
16,571
16,628
16,647
16,667
16,683
16,689
16,728
16,730
16,775
16,813
16,830
16,861
16,888
16,890
16,902
16,929
16,940
16,942
16,968
16,968
16,970
16,974
17,088
17,090
17,114
17,118
17,126
17,127
17,132
17,133
17,140
17,161
17,198
17,246
17,250
17,261
17,287
17,319
17,360
17,364
17,367
17,414
17,458
17,492
17,507
17,522
17,525
17,530
17,536
17,550
17,559
17,638
17,642
17,695
17,750
17,756
17,769
17,788
17,811
17,830
17,887
17,923
17,940
18,042
18,153
18,184
18,189
18,222
18,282
18,313
18,330
18,375
18,387
18,415
18,426
18,474
18,495
18,513
18,526
18,551
18,575
18,581
18,596
18,650
18,658
18,716
18,734
18,741
18,754
18,764
18,773
18,831
18,857
18,895
18,904
18,907
18,909
18,918
18,974
18,987
19,017
19,030
19,036
19,105
19,120
19,134
19,147
19,170
19,218
19,254
19,335
19,337
19,339
19,391
19,405
19,491
19,554
19,569
19,681
19,694
19,714
19,741
19,766
19,785
19,800
19,804
19,868
19,873
19,917
19,925
19,969
19,969
19,990
20,116
20,136
20,171
20,281
20,340
20,357
20,380
20,385
20,441
20,458
20,474
20,492
20,553
20,569
20,631
20,642
20,644
20,688
20,692
20,693
20,719
20,731
20,799
20,821
20,845
20,862
20,863
20,872
20,888
21,067
21,155
21,167
21,180
21,248
21,249
21,258
21,276
21,341
21,377
21,392
21,406
21,407
21,478
21,491
21,569
21,582
21,584
21,586
21,591
21,606
21,608
21,616
21,645
21,734
21,743
21,790
21,863
21,926
21,944
21,979
22,011
22,015
22,052
22,069
22,098
22,122
22,196
22,251
22,275
22,280
22,315
22,363
22,395
22,420
22,484
22,545
22,546
22,563
22,652
22,689
22,715
22,871
22,965
22,973
22,975
23,003
23,009
23,034
23,048
23,061
23,081
23,094
23,109
23,116
23,236
23,257
23,285
23,337
23,448
23,494
23,515
23,516
23,526
23,596
23,619
23,623
23,633
23,635
23,678
23,699
23,769
23,771
23,869
23,948
23,986
24,012
24,098
24,113
24,161
24,193
24,252
24,485
24,558
24,561
24,634
24,669
24,708
24,743
24,752
24,755
24,801
24,804
24,827
24,827
24,896
24,920
24,946
24,995
25,109
25,179
25,252
25,256
25,283
25,299
25,302
25,350
25,363
25,453
25,526
25,577
25,581
25,627
25,646
25,704
25,850
25,887
25,989
26,072
26,092
26,102
26,122
26,180
26,210
26,243
26,248
26,295
26,403
26,500
26,578
26,580
26,620
26,680
26,803
26,813
26,929
27,008
27,059
27,089
27,143
27,164
27,183
27,265
27,306
27,423
27,466
27,491
27,569
27,700
27,728
27,805
27,849
27,870
27,888
27,955
27,982
28,104
28,227
28,292
28,528
28,533
28,650
28,686
28,708
28,785
28,891
29,060
29,151
29,169
29,218
29,233
29,247
29,368
29,385
29,388
29,517
29,790
29,795
29,885
29,994
30,104
30,394
30,496
30,767
30,771
30,841
30,876
30,879
30,903
30,928
31,194
31,301
31,581
31,642
31,673
31,730
31,824
31,919
31,925
32,041
32,166
32,202
32,222
32,327
32,404
32,478
32,582
32,635
32,709
32,923
32,952
32,970
33,070
33,087
33,144
33,155
33,211
33,250
33,468
33,506
33,554
33,570
33,593
33,599
33,736
33,748
33,851
33,989
34,203
34,267
34,505
34,781
34,853
34,938
35,016
35,057
35,155
35,161
35,278
35,604
35,854
36,251
36,827
37,032
37,066
37,076
37,116
37,259
37,791
37,922
37,928
38,140
38,344
38,828
39,075
39,373
39,462
39,571
39,593
39,890
40,135
40,265
40,275
40,429
41,162
41,501
41,585
41,744
41,930
41,979
42,404
42,469
42,708
42,743
43,040
43,502
43,559
44,208
44,271
44,471
44,602
45,083
45,138
45,287
45,514
45,729
45,950
46,101
46,492
46,547
46,922
46,938
47,806
49,365
50,785
51,010
51,249
51,258
51,420
51,726
52,193
52,530
54,561
54,609
54,698
54,984
55,229
55,316
55,514
55,752
56,136
56,270
56,609
57,339
57,525
57,548
58,470
58,506
59,309
59,630
59,874
60,054
60,772
60,789
60,983
61,084
61,851
62,021
62,785
63,209
63,369
65,550
65,863
66,214
66,214
66,292
66,486
67,210
67,471
70,407
71,616
72,274
73,177
74,621
74,755
78,070
78,665
79,962
80,804
84,235
89,338
94,303
94,867
96,932
100,117
101,208
115,143
120,127
141,352
169,244
169,556
171,354
173,675
188,474
190,399
216,041

sunzhe

挽尊。。。

sunzhe

挽尊~

sunzhe

期待解答那一天的到来。