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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_ridge.csv
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X,True Y,Predicted Y
0.749080237694725,6.29076424720326,6.283996846226401
1.9014286128198323,9.554782163226564,9.51635530652161
1.4639878836228102,8.43784403913618,8.289325987593479
1.1973169683940732,6.598166447881773,7.541309148622632
0.31203728088487304,4.826275898735863,5.058083286185681
0.3119890406724053,5.114523407773089,5.057947971499375
0.11616722433639892,5.087448695379955,4.508664162533752
1.7323522915498704,8.937921765512787,9.042093104838704
1.2022300234864176,7.202443269012659,7.555090358833399
1.416145155592091,7.997556944984005,8.155126252468317
0.041168988591604894,4.581208024625852,4.29829272708084
1.9398197043239886,9.983834667801808,9.624043026747671
1.6648852816008435,8.72977574291901,8.852846896741365
0.4246782213565523,5.530668380626334,5.3740432031419685
0.36364993441420124,5.139488577916623,5.202857731913257
0.36680901970686763,5.584749554387048,5.211719024464163
0.6084844859190754,5.474426910818551,5.88962316762053
1.0495128632644757,6.9847075164945425,7.126715905819518
0.8638900372842315,6.395616035286616,6.6060404530372745
0.5824582803960838,5.015617367122192,5.8166191807814895
1.223705789444759,7.8191775068665645,7.61533027870939
0.27898772130408367,4.967490800002196,4.965378661589498
0.5842892970704363,5.75542461953254,5.821755216346812
0.7327236865873834,6.080877493074577,6.23811641848915
0.9121399684340719,6.0287345342770084,6.7413824004270255
1.5703519227860272,8.500733106975401,8.587679080531254
0.39934756431671947,5.026685434686774,5.3029902426354285
1.0284688768272232,6.68426799587086,7.067687135469227
1.184829137724085,7.47384455733925,7.506280553114361
0.09290082543999545,4.480727904727256,4.443401484218066
1.2150897038028767,8.588362062013896,7.591161999462984
0.34104824737458306,5.110433648539669,5.139459582623965
0.13010318597055903,4.519084753273059,4.547754792123642
1.8977710745066665,9.656090265636918,9.506095844048613
1.9312640661491187,8.834406590797835,9.60004430376187
1.6167946962329223,8.837127150974158,8.717951917210828
0.6092275383467414,5.857797720010738,5.891707443394121
0.19534422801276774,5.817653740280946,4.730757119159261
1.3684660530243138,8.009217676682379,8.02138548978663
0.8803049874792026,6.791688633604414,6.652084691293156
0.24407646968955765,4.714873524216051,4.8674519564787655
0.9903538202225404,6.386722441857855,6.960773698230769
0.06877704223043679,4.777742533948821,4.375733827079852
1.8186408041575641,9.83188892881608,9.284133975268611
0.5175599632000338,5.948195863121625,5.634578203264773
1.325044568707964,7.520439978726522,7.899587424880006
0.6234221521788219,6.5716636120045155,5.931523597172935
1.0401360423556216,6.419482595670725,7.100413750108909
1.0934205586865593,7.573690222959813,7.249877801851374
0.3697089110510541,6.204354546058151,5.219853273205825
1.9391692555291171,9.322239604022007,9.622218505873187
1.550265646722229,8.3676480753653,8.531336705454278
1.8789978831283782,9.686819331928955,9.453436695749156
1.7896547008552977,9.117226275507795,9.202827420529989
1.1957999576221703,6.812068157333445,7.537053905409062
1.8437484700462337,9.565526897541716,9.35456144148055
0.176985004103839,3.9998031554484643,4.679259157251658
0.3919657248382904,5.412693389832461,5.282284046657106
0.09045457782107613,3.811651616346327,4.436539714498356
0.6506606615265287,6.726949187088356,6.0079281186149265
0.777354579378964,5.940437091968773,6.3633068964899815
0.5426980635477918,5.467063432540538,5.705091038696162
1.6574750183038587,9.37918366359641,8.832060971427396
0.7135066533871786,5.525087801944558,6.184212285687546
0.5618690193747615,5.799337025426349,5.758865923615424
1.085392166316497,7.909747876090704,7.227358013079057
0.2818484499495253,4.0418037325679625,4.973403058238383
1.6043939615080793,8.90549881379039,8.683167627436156
0.14910128735954165,4.5772452592028365,4.601044817154099
1.9737738732010346,10.31223305549176,9.71928509711558
1.5444895385933148,8.014993260340905,8.51513461554718
0.3974313630683448,4.5320657826628965,5.297615262767782
0.011044234247204798,4.294103485550063,4.2137922351537656
1.6309228569096683,9.041260907345597,8.75758166866245
1.4137146876952342,8.36639048825864,8.148308745160229
1.4580143360819746,8.547267112994412,8.272570076491943
1.5425406933718915,8.28760971932643,8.509668068732644
0.14808930346818072,4.560394758985043,4.598206183661369
0.7169314570885452,6.297330607914976,6.19381892327903
0.23173811905025943,4.338038648137594,4.832842655215426
1.726206851751187,10.11150781082594,9.024855032781414
1.2465962536551158,7.976705221421241,7.679538453292357
0.6617960497052984,5.389736400514571,6.039163087974266
0.12711670057204727,4.709626906033057,4.539377645461393
0.6219646434313244,5.378553095180313,5.9274352582360095
0.6503666440534941,6.344642234031708,6.007103394176594
1.4592123566761281,8.956934859532087,8.275930546369551
1.2751149427104262,7.415003668955423,7.759533902441538
1.774425485152653,9.80496452008012,9.160109189409335
0.9444298503238986,7.039680014439945,6.831956115079231
0.2391884918766034,5.128595555627054,4.853741088499521
1.42648957444599,9.227865214664945,8.184142538273042
1.5215700972337949,8.442016233699949,8.450845159525999
1.1225543951389925,6.9907951032382325,7.331598750802819
1.541934359909122,8.181045864914603,8.507967292178913
0.9875911927287815,6.554868435703625,6.953024477122937
1.0454656587639881,7.0978461215849125,7.115363422499293
0.8550820367170993,6.73582209755962,6.581333848883506
0.05083825348819038,4.290860160129581,4.3254151935744645
0.2157828539866089,5.060940186477839,4.788087842236978
1 X True Y Predicted Y
2 0.749080237694725 6.29076424720326 6.283996846226401
3 1.9014286128198323 9.554782163226564 9.51635530652161
4 1.4639878836228102 8.43784403913618 8.289325987593479
5 1.1973169683940732 6.598166447881773 7.541309148622632
6 0.31203728088487304 4.826275898735863 5.058083286185681
7 0.3119890406724053 5.114523407773089 5.057947971499375
8 0.11616722433639892 5.087448695379955 4.508664162533752
9 1.7323522915498704 8.937921765512787 9.042093104838704
10 1.2022300234864176 7.202443269012659 7.555090358833399
11 1.416145155592091 7.997556944984005 8.155126252468317
12 0.041168988591604894 4.581208024625852 4.29829272708084
13 1.9398197043239886 9.983834667801808 9.624043026747671
14 1.6648852816008435 8.72977574291901 8.852846896741365
15 0.4246782213565523 5.530668380626334 5.3740432031419685
16 0.36364993441420124 5.139488577916623 5.202857731913257
17 0.36680901970686763 5.584749554387048 5.211719024464163
18 0.6084844859190754 5.474426910818551 5.88962316762053
19 1.0495128632644757 6.9847075164945425 7.126715905819518
20 0.8638900372842315 6.395616035286616 6.6060404530372745
21 0.5824582803960838 5.015617367122192 5.8166191807814895
22 1.223705789444759 7.8191775068665645 7.61533027870939
23 0.27898772130408367 4.967490800002196 4.965378661589498
24 0.5842892970704363 5.75542461953254 5.821755216346812
25 0.7327236865873834 6.080877493074577 6.23811641848915
26 0.9121399684340719 6.0287345342770084 6.7413824004270255
27 1.5703519227860272 8.500733106975401 8.587679080531254
28 0.39934756431671947 5.026685434686774 5.3029902426354285
29 1.0284688768272232 6.68426799587086 7.067687135469227
30 1.184829137724085 7.47384455733925 7.506280553114361
31 0.09290082543999545 4.480727904727256 4.443401484218066
32 1.2150897038028767 8.588362062013896 7.591161999462984
33 0.34104824737458306 5.110433648539669 5.139459582623965
34 0.13010318597055903 4.519084753273059 4.547754792123642
35 1.8977710745066665 9.656090265636918 9.506095844048613
36 1.9312640661491187 8.834406590797835 9.60004430376187
37 1.6167946962329223 8.837127150974158 8.717951917210828
38 0.6092275383467414 5.857797720010738 5.891707443394121
39 0.19534422801276774 5.817653740280946 4.730757119159261
40 1.3684660530243138 8.009217676682379 8.02138548978663
41 0.8803049874792026 6.791688633604414 6.652084691293156
42 0.24407646968955765 4.714873524216051 4.8674519564787655
43 0.9903538202225404 6.386722441857855 6.960773698230769
44 0.06877704223043679 4.777742533948821 4.375733827079852
45 1.8186408041575641 9.83188892881608 9.284133975268611
46 0.5175599632000338 5.948195863121625 5.634578203264773
47 1.325044568707964 7.520439978726522 7.899587424880006
48 0.6234221521788219 6.5716636120045155 5.931523597172935
49 1.0401360423556216 6.419482595670725 7.100413750108909
50 1.0934205586865593 7.573690222959813 7.249877801851374
51 0.3697089110510541 6.204354546058151 5.219853273205825
52 1.9391692555291171 9.322239604022007 9.622218505873187
53 1.550265646722229 8.3676480753653 8.531336705454278
54 1.8789978831283782 9.686819331928955 9.453436695749156
55 1.7896547008552977 9.117226275507795 9.202827420529989
56 1.1957999576221703 6.812068157333445 7.537053905409062
57 1.8437484700462337 9.565526897541716 9.35456144148055
58 0.176985004103839 3.9998031554484643 4.679259157251658
59 0.3919657248382904 5.412693389832461 5.282284046657106
60 0.09045457782107613 3.811651616346327 4.436539714498356
61 0.6506606615265287 6.726949187088356 6.0079281186149265
62 0.777354579378964 5.940437091968773 6.3633068964899815
63 0.5426980635477918 5.467063432540538 5.705091038696162
64 1.6574750183038587 9.37918366359641 8.832060971427396
65 0.7135066533871786 5.525087801944558 6.184212285687546
66 0.5618690193747615 5.799337025426349 5.758865923615424
67 1.085392166316497 7.909747876090704 7.227358013079057
68 0.2818484499495253 4.0418037325679625 4.973403058238383
69 1.6043939615080793 8.90549881379039 8.683167627436156
70 0.14910128735954165 4.5772452592028365 4.601044817154099
71 1.9737738732010346 10.31223305549176 9.71928509711558
72 1.5444895385933148 8.014993260340905 8.51513461554718
73 0.3974313630683448 4.5320657826628965 5.297615262767782
74 0.011044234247204798 4.294103485550063 4.2137922351537656
75 1.6309228569096683 9.041260907345597 8.75758166866245
76 1.4137146876952342 8.36639048825864 8.148308745160229
77 1.4580143360819746 8.547267112994412 8.272570076491943
78 1.5425406933718915 8.28760971932643 8.509668068732644
79 0.14808930346818072 4.560394758985043 4.598206183661369
80 0.7169314570885452 6.297330607914976 6.19381892327903
81 0.23173811905025943 4.338038648137594 4.832842655215426
82 1.726206851751187 10.11150781082594 9.024855032781414
83 1.2465962536551158 7.976705221421241 7.679538453292357
84 0.6617960497052984 5.389736400514571 6.039163087974266
85 0.12711670057204727 4.709626906033057 4.539377645461393
86 0.6219646434313244 5.378553095180313 5.9274352582360095
87 0.6503666440534941 6.344642234031708 6.007103394176594
88 1.4592123566761281 8.956934859532087 8.275930546369551
89 1.2751149427104262 7.415003668955423 7.759533902441538
90 1.774425485152653 9.80496452008012 9.160109189409335
91 0.9444298503238986 7.039680014439945 6.831956115079231
92 0.2391884918766034 5.128595555627054 4.853741088499521
93 1.42648957444599 9.227865214664945 8.184142538273042
94 1.5215700972337949 8.442016233699949 8.450845159525999
95 1.1225543951389925 6.9907951032382325 7.331598750802819
96 1.541934359909122 8.181045864914603 8.507967292178913
97 0.9875911927287815 6.554868435703625 6.953024477122937
98 1.0454656587639881 7.0978461215849125 7.115363422499293
99 0.8550820367170993 6.73582209755962 6.581333848883506
100 0.05083825348819038 4.290860160129581 4.3254151935744645
101 0.2157828539866089 5.060940186477839 4.788087842236978