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Morten Hjorth-Jensen
2025-09-03 13:40:18 +02:00
parent 1a1618aa74
commit abd1d73a8f
15 changed files with 668 additions and 119 deletions
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doc/Programs/Regression/predictions_kernel_ridge.csv
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X,True Y,Predicted Y
0.749080237694725,6.29076424720326,5.9632111096332805
1.9014286128198323,9.554782163226564,8.923791804579743
1.4639878836228102,8.43784403913618,8.14487876291345
1.1973169683940732,6.598166447881773,7.23065576409039
0.31203728088487304,4.826275898735863,5.010606946926668
0.3119890406724053,5.114523407773089,5.010493117819951
0.11616722433639892,5.087448695379955,4.368853673783048
1.7323522915498704,8.937921765512787,9.20139481417348
1.2022300234864176,7.202443269012659,7.2453112461884785
1.416145155592091,7.997556944984005,7.952005287248253
0.041168988591604894,4.581208024625852,3.9887394849785283
1.9398197043239886,9.983834667801808,8.66111601751442
1.6648852816008435,8.72977574291901,9.010778402281698
0.4246782213565523,5.530668380626334,5.252160449642787
0.36364993441420124,5.139488577916623,5.125983179085797
0.36680901970686763,5.584749554387048,5.132710704422761
0.6084844859190754,5.474426910818551,5.6348527679735305
1.0495128632644757,6.9847075164945425,6.792075642513141
0.8638900372842315,6.395616035286616,6.260416621744536
0.5824582803960838,5.015617367122192,5.577965701090422
1.223705789444759,7.8191775068665645,7.309638532769508
0.27898772130408367,4.967490800002196,4.929153964118509
0.5842892970704363,5.75542461953254,5.581930369469573
0.7327236865873834,6.080877493074577,5.923091591995984
0.9121399684340719,6.0287345342770084,6.393531167034059
1.5703519227860272,8.500733106975401,8.615662374441502
0.39934756431671947,5.026685434686774,5.200558539662605
1.0284688768272232,6.68426799587086,6.729856570260571
1.184829137724085,7.47384455733925,7.193476949149691
0.09290082543999545,4.480727904727256,4.259978265008839
1.2150897038028767,8.588362062013896,7.28377082725751
0.34104824737458306,5.110433648539669,5.076867610258187
0.13010318597055903,4.519084753273059,4.430205969594416
1.8977710745066665,9.656090265636918,8.94469169179684
1.9312640661491187,8.834406590797835,8.72648057222058
1.6167946962329223,8.837127150974158,8.820376511597601
0.6092275383467414,5.857797720010738,5.636493949472784
0.19534422801276774,5.817653740280946,4.681074504439231
1.3684660530243138,8.009217676682379,7.7753720741564525
0.8803049874792026,6.791688633604414,6.305181146720942
0.24407646968955765,4.714873524216051,4.834020940213563
0.9903538202225404,6.386722441857855,6.617888670619095
0.06877704223043679,4.777742533948821,4.1384784372420516
1.8186408041575641,9.83188892881608,9.225386516840524
0.5175599632000338,5.948195863121625,5.440833966306462
1.325044568707964,7.520439978726522,7.6266956607154
0.6234221521788219,6.5716636120045155,5.668030433844864
1.0401360423556216,6.419482595670725,6.764327510889418
1.0934205586865593,7.573690222959813,6.922278413331732
0.3697089110510541,6.204354546058151,5.138860558343526
1.9391692555291171,9.322239604022007,8.666221853700872
1.550265646722229,8.3676480753653,8.524809424502802
1.8789978831283782,9.686819331928955,9.040701774048289
1.7896547008552977,9.117226275507795,9.251443032721058
1.1957999576221703,6.812068157333445,7.2261341487986055
1.8437484700462337,9.565526897541716,9.17090433765779
0.176985004103839,3.9998031554484643,4.616244794067541
0.3919657248382904,5.412693389832461,5.185359884543399
0.09045457782107613,3.811651616346327,4.248057873282361
0.6506606615265287,6.726949187088356,5.729543847640402
0.777354579378964,5.940437091968773,6.033835735521897
0.5426980635477918,5.467063432540538,5.493207852633572
1.6574750183038587,9.37918366359641,8.98364977129139
0.7135066533871786,5.525087801944558,5.876627090660308
0.5618690193747615,5.799337025426349,5.533763227561337
1.085392166316497,7.909747876090704,6.898456333861031
0.2818484499495253,4.0418037325679625,4.93650387688113
1.6043939615080793,8.90549881379039,8.767000512389243
0.14910128735954165,4.5772452592028365,4.5092940448450864
1.9737738732010346,10.31223305549176,8.363935752423266
1.5444895385933148,8.014993260340905,8.498661435867785
0.3974313630683448,4.5320657826628965,5.1966219660726445
0.011044234247204798,4.294103485550063,3.812779002299245
1.6309228569096683,9.041260907345597,8.879431789427978
1.4137146876952342,8.36639048825864,7.94262841477836
1.4580143360819746,8.547267112994412,8.119954571086216
1.5425406933718915,8.28760971932643,8.489844914245644
0.14808930346818072,4.560394758985043,4.505211113881285
0.7169314570885452,6.297330607914976,5.884855474594401
0.23173811905025943,4.338038648137594,4.797714038583459
1.726206851751187,10.11150781082594,9.189123852131019
1.2465962536551158,7.976705221421241,7.378888841756547
0.6617960497052984,5.389736400514571,5.755074415423479
0.12711670057204727,4.709626906033057,4.417298683437371
0.6219646434313244,5.378553095180313,5.664775998213837
0.6503666440534941,6.344642234031708,5.72887277792006
1.4592123566761281,8.956934859532087,8.124934745358393
1.2751149427104262,7.415003668955423,7.4666792325570395
1.774425485152653,9.80496452008012,9.250473324765727
0.9444298503238986,7.039680014439945,6.485039717959085
0.2391884918766034,5.128595555627054,4.819819059143873
1.42648957444599,9.227865214664945,7.992374640716333
1.5215700972337949,8.442016233699949,8.395392421300997
1.1225543951389925,6.9907951032382325,7.008708925719992
1.541934359909122,8.181045864914603,8.48710270019971
0.9875911927287815,6.554868435703625,6.6098235186289145
1.0454656587639881,7.0978461215849125,6.780094908540351
0.8550820367170993,6.73582209755962,6.2366273241183805
0.05083825348819038,4.290860160129581,4.042465502982899
0.2157828539866089,5.060940186477839,4.748416398789303
1 X True Y Predicted Y
2 0.749080237694725 6.29076424720326 5.9632111096332805
3 1.9014286128198323 9.554782163226564 8.923791804579743
4 1.4639878836228102 8.43784403913618 8.14487876291345
5 1.1973169683940732 6.598166447881773 7.23065576409039
6 0.31203728088487304 4.826275898735863 5.010606946926668
7 0.3119890406724053 5.114523407773089 5.010493117819951
8 0.11616722433639892 5.087448695379955 4.368853673783048
9 1.7323522915498704 8.937921765512787 9.20139481417348
10 1.2022300234864176 7.202443269012659 7.2453112461884785
11 1.416145155592091 7.997556944984005 7.952005287248253
12 0.041168988591604894 4.581208024625852 3.9887394849785283
13 1.9398197043239886 9.983834667801808 8.66111601751442
14 1.6648852816008435 8.72977574291901 9.010778402281698
15 0.4246782213565523 5.530668380626334 5.252160449642787
16 0.36364993441420124 5.139488577916623 5.125983179085797
17 0.36680901970686763 5.584749554387048 5.132710704422761
18 0.6084844859190754 5.474426910818551 5.6348527679735305
19 1.0495128632644757 6.9847075164945425 6.792075642513141
20 0.8638900372842315 6.395616035286616 6.260416621744536
21 0.5824582803960838 5.015617367122192 5.577965701090422
22 1.223705789444759 7.8191775068665645 7.309638532769508
23 0.27898772130408367 4.967490800002196 4.929153964118509
24 0.5842892970704363 5.75542461953254 5.581930369469573
25 0.7327236865873834 6.080877493074577 5.923091591995984
26 0.9121399684340719 6.0287345342770084 6.393531167034059
27 1.5703519227860272 8.500733106975401 8.615662374441502
28 0.39934756431671947 5.026685434686774 5.200558539662605
29 1.0284688768272232 6.68426799587086 6.729856570260571
30 1.184829137724085 7.47384455733925 7.193476949149691
31 0.09290082543999545 4.480727904727256 4.259978265008839
32 1.2150897038028767 8.588362062013896 7.28377082725751
33 0.34104824737458306 5.110433648539669 5.076867610258187
34 0.13010318597055903 4.519084753273059 4.430205969594416
35 1.8977710745066665 9.656090265636918 8.94469169179684
36 1.9312640661491187 8.834406590797835 8.72648057222058
37 1.6167946962329223 8.837127150974158 8.820376511597601
38 0.6092275383467414 5.857797720010738 5.636493949472784
39 0.19534422801276774 5.817653740280946 4.681074504439231
40 1.3684660530243138 8.009217676682379 7.7753720741564525
41 0.8803049874792026 6.791688633604414 6.305181146720942
42 0.24407646968955765 4.714873524216051 4.834020940213563
43 0.9903538202225404 6.386722441857855 6.617888670619095
44 0.06877704223043679 4.777742533948821 4.1384784372420516
45 1.8186408041575641 9.83188892881608 9.225386516840524
46 0.5175599632000338 5.948195863121625 5.440833966306462
47 1.325044568707964 7.520439978726522 7.6266956607154
48 0.6234221521788219 6.5716636120045155 5.668030433844864
49 1.0401360423556216 6.419482595670725 6.764327510889418
50 1.0934205586865593 7.573690222959813 6.922278413331732
51 0.3697089110510541 6.204354546058151 5.138860558343526
52 1.9391692555291171 9.322239604022007 8.666221853700872
53 1.550265646722229 8.3676480753653 8.524809424502802
54 1.8789978831283782 9.686819331928955 9.040701774048289
55 1.7896547008552977 9.117226275507795 9.251443032721058
56 1.1957999576221703 6.812068157333445 7.2261341487986055
57 1.8437484700462337 9.565526897541716 9.17090433765779
58 0.176985004103839 3.9998031554484643 4.616244794067541
59 0.3919657248382904 5.412693389832461 5.185359884543399
60 0.09045457782107613 3.811651616346327 4.248057873282361
61 0.6506606615265287 6.726949187088356 5.729543847640402
62 0.777354579378964 5.940437091968773 6.033835735521897
63 0.5426980635477918 5.467063432540538 5.493207852633572
64 1.6574750183038587 9.37918366359641 8.98364977129139
65 0.7135066533871786 5.525087801944558 5.876627090660308
66 0.5618690193747615 5.799337025426349 5.533763227561337
67 1.085392166316497 7.909747876090704 6.898456333861031
68 0.2818484499495253 4.0418037325679625 4.93650387688113
69 1.6043939615080793 8.90549881379039 8.767000512389243
70 0.14910128735954165 4.5772452592028365 4.5092940448450864
71 1.9737738732010346 10.31223305549176 8.363935752423266
72 1.5444895385933148 8.014993260340905 8.498661435867785
73 0.3974313630683448 4.5320657826628965 5.1966219660726445
74 0.011044234247204798 4.294103485550063 3.812779002299245
75 1.6309228569096683 9.041260907345597 8.879431789427978
76 1.4137146876952342 8.36639048825864 7.94262841477836
77 1.4580143360819746 8.547267112994412 8.119954571086216
78 1.5425406933718915 8.28760971932643 8.489844914245644
79 0.14808930346818072 4.560394758985043 4.505211113881285
80 0.7169314570885452 6.297330607914976 5.884855474594401
81 0.23173811905025943 4.338038648137594 4.797714038583459
82 1.726206851751187 10.11150781082594 9.189123852131019
83 1.2465962536551158 7.976705221421241 7.378888841756547
84 0.6617960497052984 5.389736400514571 5.755074415423479
85 0.12711670057204727 4.709626906033057 4.417298683437371
86 0.6219646434313244 5.378553095180313 5.664775998213837
87 0.6503666440534941 6.344642234031708 5.72887277792006
88 1.4592123566761281 8.956934859532087 8.124934745358393
89 1.2751149427104262 7.415003668955423 7.4666792325570395
90 1.774425485152653 9.80496452008012 9.250473324765727
91 0.9444298503238986 7.039680014439945 6.485039717959085
92 0.2391884918766034 5.128595555627054 4.819819059143873
93 1.42648957444599 9.227865214664945 7.992374640716333
94 1.5215700972337949 8.442016233699949 8.395392421300997
95 1.1225543951389925 6.9907951032382325 7.008708925719992
96 1.541934359909122 8.181045864914603 8.48710270019971
97 0.9875911927287815 6.554868435703625 6.6098235186289145
98 1.0454656587639881 7.0978461215849125 6.780094908540351
99 0.8550820367170993 6.73582209755962 6.2366273241183805
100 0.05083825348819038 4.290860160129581 4.042465502982899
101 0.2157828539866089 5.060940186477839 4.748416398789303