Add MixLinear results

results/MixLinear/all_results.csv

@@ -0,0 +1,98 @@
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+m4_yearly/A/short,MixLinear,3799216.039464902,3799216.039464902,953.083491573808,3.644584464757095,0.1821937267690571,0.1582043760869822,145.78337858931562,1949.157776955191,0.3125564849146785,0.1528313559212535,0.15283135714981,Econ/Fin,1
+ett1/W/short,MixLinear,1537332.2857142857,1537332.2857142857,926.4655412946428,1.812758052426892,0.7365378652300153,0.6454417364937919,72.51032181930337,1239.8920459920232,0.4933826385322883,0.3686627515280765,0.3686627326620135,Energy,7
+bizitobs_l2c/H/short,MixLinear,73.55455574156746,73.55455574156746,5.695286342075893,0.5677744242871112,0.5637860561160447,0.6520188346741691,22.710976967100752,8.576395265003091,0.4622896693115474,0.3069905197182966,0.3069905274260918,Web/CloudOps,7
+bizitobs_l2c/H/medium,MixLinear,97.67885044642856,97.67885044642856,7.273768833705357,0.7322368205627289,1.0790515122169249,0.7891888573056176,29.289472832467677,9.883261124063685,0.5984464728736445,0.4404377511012695,0.4404377614005104,Web/CloudOps,7
+bizitobs_l2c/H/long,MixLinear,882.4073412698413,882.4073412698413,23.02585875496032,2.296110647102072,2.6610637472373897,1.3913984995039683,91.8444258912155,29.705341965206213,1.8144880221313575,1.406485909473822,1.4064859741924434,Web/CloudOps,7
+ett2/D/short,MixLinear,158805.91746031746,158805.91746031746,241.5330109126984,1.5178163298782277,0.3900388687375992,0.1521309988839285,60.712653294101166,398.5046015547593,0.2280746976590473,0.1382357147788753,0.1382357112856723,Energy,7
+solar/W/short,MixLinear,2594387.6204379564,2594387.6204379564,1275.2204607664237,1.3890729886141604,0.2678836349153171,0.2425817503546276,55.56291957421981,1610.7102844515389,0.3287862388010871,0.2603043781274101,0.2603043761608293,Energy,1
+jena_weather/D/short,MixLinear,525.053373015873,525.053373015873,12.34467230902778,1.3966116155346413,1.1885065120690568,0.5296734522259424,55.86446458026181,22.914043139871083,0.1379799909689824,0.0743351037316883,0.0743350998465318,Nature,21
+saugeen/M/short,MixLinear,397.01967075892856,397.01967075892856,12.974818638392858,0.7603246752213957,0.4224467050461542,0.3832698095412481,30.4129869735231,19.925352462602223,0.59821885642485,0.3895429796159062,0.3895429872852358,Nature,1
+kdd_cup_2018/H/short,MixLinear,4999.953249990127,4999.953249990127,26.202455963434595,1.075864913723206,1.1667286308716929,0.563419119663614,43.03459655150203,70.71034754539201,1.4800956280338782,0.5484648550247025,0.5484648578511226,Nature,1
+kdd_cup_2018/H/medium,MixLinear,5121.16341002137,5121.16341002137,25.316315729860065,1.053171163420195,1.0428522025498723,0.5578814074066557,42.126846538994535,71.56230439289507,1.497928623415988,0.5299163336467241,0.5299163433526829,Nature,1
+kdd_cup_2018/H/long,MixLinear,3998.8856668287626,3998.8856668287626,24.29845717303039,1.0335152599759554,1.184593515480786,0.6109533810629368,41.34061040144964,63.23674301249838,1.4837894922011703,0.5701399805318377,0.5701399866672321,Nature,1
+loop_seattle/H/short,MixLinear,84.71654343870512,84.71654343870512,5.641780315181821,1.1397504001322292,0.1510498119808216,0.1255415059218588,45.59001600685376,9.204159029411928,0.1629229758773151,0.0998652495310271,0.0998652476951828,Transport,1
+loop_seattle/H/medium,MixLinear,98.69192305211558,98.69192305211558,6.2093202762190405,1.270572985210274,0.1493621511232988,0.1422483493423068,50.82291941167362,9.93438085902265,0.1755890648355805,0.1097490378150423,0.1097490207897523,Transport,1
+loop_seattle/H/long,MixLinear,79.01770940832473,79.01770940832473,5.410592159012728,1.1165491005040935,0.1764149658287108,0.1235028897112573,44.66196402066876,8.889190593542516,0.1588617398926907,0.0966945274921785,0.0966945375234461,Transport,1
+ett1/H/short,MixLinear,108.8991164434524,108.8991164434524,5.341988118489583,0.8915901254541471,0.4645706903366815,0.2758280799502418,35.663605065284365,10.43547394436172,0.4870662622755626,0.2493324404685033,0.2493324355693812,Energy,7
+ett1/H/medium,MixLinear,155.21537388392858,155.21537388392858,7.42737804594494,1.3720995593839602,2591245747620.6787,0.4636112394787016,54.88398240781234,12.45854621871784,0.5967348309969395,0.3557538018632053,0.3557538039836056,Energy,7
+ett1/H/long,MixLinear,147.87794312169314,147.87794312169314,7.305327174272486,1.4127914361704808,3618378276971.825,0.48785158187624,56.51165742531133,12.16050751908378,0.5823403672581875,0.3498362961357376,0.3498362892638543,Energy,7
+ett1/D/short,MixLinear,47750.24126984127,47750.24126984127,142.83420138888889,1.7636213873356184,1.7365242125496032,0.4798524402436755,70.54485559969919,218.518285893518,0.5739455262249205,0.375158767806781,0.3751587715600908,Energy,7
+covid_deaths/D/short,MixLinear,5156755.1839599,5156755.1839599,356.3028822055138,48.94631526140687,0.1887673092287339,0.2299863787824207,1957.852611028207,2270.8490006955326,0.8544179877338249,0.1340606933990563,0.1340607030023653,Healthcare,1
+m4_quarterly/Q/short,MixLinear,2263263.04,2263263.04,679.0795950520833,1.529623032817531,0.1393185590108235,0.122395043849945,61.18492130993575,1504.4145173455354,0.2518124978857885,0.113665965810445,0.1136659650783232,Econ/Fin,1
+ett2/15T/short,MixLinear,10.936635044642856,10.936635044642856,2.155805460611979,0.9359486862748811,0.1336170375994232,0.1543665386381603,37.43794745776801,3.307058367286985,0.1569978254093679,0.102343754398076,0.1023437550713798,Energy,7
+ett2/15T/medium,MixLinear,12.589097222222222,12.589097222222222,2.3080836123511905,0.9665400094295028,0.147827529761155,0.1768257843501984,38.6616003778771,3.548111782655984,0.1890852994458342,0.1230019536365217,0.1230019564350656,Energy,7
+ett2/15T/long,MixLinear,13.283852926587302,13.283852926587302,2.405674138144841,1.0017687778930249,0.1558192469587003,0.1842972431485615,40.07075111573171,3.644702035364112,0.1942327688536874,0.128202729407728,0.1282027216465134,Energy,7
+bizitobs_l2c/5T/short,MixLinear,38.8762927827381,38.8762927827381,4.438455926804315,0.4604571808895994,0.2453854512740347,0.2728419712611607,18.418287252313167,6.235085627538575,0.214138078171661,0.1524345420402351,0.1524345345382911,Web/CloudOps,7
+bizitobs_l2c/5T/medium,MixLinear,186.58477891156463,186.58477891156463,9.455645461309524,0.9306588505245856,0.727346165578525,0.8913310148278061,37.22635403707118,13.659603907564986,0.718696038712586,0.4975060025532785,0.4975060306484027,Web/CloudOps,7
+bizitobs_l2c/5T/long,MixLinear,77.11779265873015,77.11779265873015,5.934026537698412,0.5846702861260523,0.505943208121572,0.7175358072916667,23.386811443636336,8.781673682091025,0.4930778486236725,0.3331867187061557,0.3331867109708775,Web/CloudOps,7
+solar/10T/short,MixLinear,34.266148565807484,34.266148565807484,3.292485681241446,1.4464576420587718,5.680772048826418,1.5902728226933167,57.85830568262171,5.853729457859108,1.7028492653716851,0.9577837281190822,0.9577837656347992,Energy,1
+solar/10T/medium,MixLinear,25.370875497677503,25.370875497677503,3.239436362945145,1.419479089203183,5.01801367885876,1.4762071271566026,56.77916357040306,5.036951012038682,1.1177194330017932,0.718843793831329,0.7188438211643875,Energy,1
+solar/10T/long,MixLinear,45.75132235908354,45.75132235908354,4.737751843034013,2.0753354432737527,4.583627510521094,1.5270689878440542,83.0134177358414,6.763972380124237,1.461924421412418,1.0239892673535576,1.0239892044105343,Energy,1
+temperature_rain/D/short,MixLinear,188.35842872965785,188.35842872965785,7.315725987216367,1.9338315420416816,118.00379466383896,1.426235592183129,77.35326168232774,13.724373527766495,1.6157216299504595,0.8612543729170695,0.8612543710032123,Nature,1
+m4_hourly/H/short,MixLinear,5435207.729468599,5435207.729468599,428.4286433172303,1.4043183867583608,0.1833279620430127,0.1496176604487469,56.172735473127226,2331.353197065729,0.3182811706993773,0.0584899663971033,0.0584899659919721,Econ/Fin,1
+m4_daily/D/short,MixLinear,511110.14566223935,511110.14566223935,195.40145012715877,3.5398591667166697,0.0444201685012569,0.0329098310035144,141.5943666748545,714.9196777696354,0.1104353325052907,0.0301841238782661,0.0301841234135293,Econ/Fin,1
+ett2/H/short,MixLinear,137.62360491071428,137.62360491071428,7.359427897135417,0.8457384465250605,0.1394904229480688,0.1251941135951451,33.82953785594643,11.731308746713395,0.1487856361410493,0.0933380226324912,0.093338016717161,Energy,7
+ett2/H/medium,MixLinear,315.5671130952381,315.5671130952381,11.5828125,1.229459122451951,0.1964966177913505,0.1983327593122209,49.17836490066909,17.764208766371727,0.2393841368620361,0.1560858470654882,0.1560858403182774,Energy,7
+ett2/H/long,MixLinear,284.70036375661374,284.70036375661374,10.50640914351852,1.131784243574652,0.1872684718660195,0.1870299324156746,45.2713697579501,16.87306622272946,0.2310636554494235,0.1438771868908085,0.1438771921194934,Energy,7
+car_parts/M/short,MixLinear,1.3485006872394796,1.3485006872394796,0.6605846516018894,1.166788502090324,0.6019188700911887,1.76230998608931,46.67154003490258,1.1612496231385738,2.784557474789438,1.5840142314773564,1.584014186834176,Sales,1
+loop_seattle/5T/short,MixLinear,58.25661487559662,58.25661487559662,4.676688803091138,0.7294579328946615,0.1319225204987422,0.0976966163076237,29.178317315438,7.632602103843526,0.1308822755841399,0.0801948882464611,0.0801948879184752,Transport,1
+loop_seattle/5T/medium,MixLinear,117.2629841492518,117.2629841492518,7.172713362277476,1.121824351274059,0.2534782108901331,0.1589619847347861,44.872974050625885,10.828803449562274,0.1926666674340295,0.1276173112206036,0.1276173147642542,Transport,1
+loop_seattle/5T/long,MixLinear,118.60697870083706,118.60697870083706,7.618555999885334,1.1910664350733935,0.2456861250188123,0.1655914070786392,47.64265740279376,10.890683114517522,0.1925495057091056,0.1346976288419949,0.1346976376199843,Transport,1
+loop_seattle/D/short,MixLinear,30.563007127192986,30.563007127192986,4.212375636932404,1.2381227719515666,0.0773687293778016,0.0770750551646954,49.524910871772576,5.528381962852511,0.0987995766877669,0.0752807842466885,0.0752807866827213,Transport,1
+sz_taxi/15T/short,MixLinear,18.05773702209249,18.05773702209249,2.9396633013118607,0.5916500351269094,1310990668322.6345,0.4294344770457136,23.666001401438745,4.249439612712774,0.3973407778891137,0.2748710910918608,0.2748710866188407,Transport,1
+sz_taxi/15T/medium,MixLinear,18.284363314636757,18.284363314636757,2.9945990668402778,0.5865597398925464,11514061207667.527,0.43016845181457,23.462389594580536,4.276021902965039,0.3979552113054927,0.2786974275303186,0.2786974341172011,Transport,1
+sz_taxi/15T/long,MixLinear,45.30492343304843,45.30492343304843,4.918600872507122,0.951334272350492,9301603942941.465,0.6385090450275998,38.05337089395513,6.73089321212634,0.6229994858585681,0.4552569351709282,0.4552569590857486,Transport,1
+m_dense/H/short,MixLinear,63466.25777777778,63466.25777777778,118.96942491319444,1.0329296533641352,0.3823145321161791,0.3000056457519531,41.31718611972608,251.92510350851853,0.4468523579119561,0.2110221145154467,0.2110221198233094,Transport,1
+m_dense/H/medium,MixLinear,46668.44,46668.44,104.383984375,0.8814204579184998,0.3714732218682496,0.2816235690646701,35.25681832692702,216.02879437704595,0.3758628098777777,0.1816149452972846,0.1816149455071134,Transport,1
+m_dense/H/long,MixLinear,42349.53481481481,42349.53481481481,100.17171296296296,0.8527597834190908,0.3616452908758785,0.2741010199652778,34.11039134043149,205.7900260333693,0.3562529563613519,0.1734120432107321,0.1734120453505355,Transport,1
+electricity/15T/short,MixLinear,318722.33416666667,318722.33416666667,95.6755442356419,1.708680550314717,0.3127432327307839,0.2542484386360518,68.34722201625311,564.5549877263212,1.1128491672268024,0.1885953574786584,0.1885953634741951,Energy,1
+electricity/15T/medium,MixLinear,426154.479213964,426154.479213964,77.53739660754505,1.2109412614764097,0.238655743696827,0.1890020491339975,48.43765045724967,652.8050851624579,1.124848921005163,0.1336047449597321,0.1336047454423592,Energy,1
+electricity/15T/long,MixLinear,584670.805981982,584670.805981982,85.02435266516517,1.2635703040883095,0.2583623340970293,0.1913056397045296,50.54281216367297,764.6376958939326,1.2063097371816225,0.1341363433536246,0.1341363359530013,Energy,1
+saugeen/D/short,MixLinear,1313.7694791666668,1313.7694791666668,18.9312109375,4.200289355185112,0.7190727233886719,0.5219678751627604,168.0115741237807,36.245958107996906,1.1740152192763933,0.6131864329185197,0.6131864514781041,Nature,1
+bitbrains_rnd/H/short,MixLinear,1772436.628617706,1772436.628617706,244.90781509739568,6.6137792971655305,5.416617917866637,0.6471959054456745,264.5511708884558,1331.3288957345237,5.826546608011462,1.071836421415566,1.0718363743356831,Web/CloudOps,2
+bitbrains_rnd/5T/short,MixLinear,2002238.532721753,2002238.532721753,199.7823647363913,2.521780745559435,3.23501273295056,0.6839624455295782,100.87122959070182,1415.004781872398,5.789791072415143,0.8174517617150021,0.8174517565785542,Web/CloudOps,2
+bitbrains_rnd/5T/medium,MixLinear,2225633.9361678595,2225633.9361678595,260.89293524041284,5.011496016246412,5.166533373530635,0.757586885474358,200.4598407847515,1491.85586977022,6.276998438584258,1.0977096248540197,1.0977096252977403,Web/CloudOps,2
+bitbrains_rnd/5T/long,MixLinear,2548272.318291384,2548272.318291384,273.49524466199773,4.043576677236326,5.163246471114116,0.7606907894736842,161.74306684697763,1596.3308924816884,6.115184000367565,1.0476986646130737,1.047698725397588,Web/CloudOps,2
+m_dense/D/short,MixLinear,14254.84888888889,14254.84888888889,69.33294560185185,0.993148665322527,0.1755282187833001,0.1448566917136863,39.72594657581711,119.39367189633164,0.2066881066900663,0.1200255845228964,0.1200255858277594,Transport,1
+saugeen/W/short,MixLinear,1585.267578125,1585.267578125,23.93243408203125,1.9386138654005136,0.9503889083862304,0.6244536876678467,77.54455414359884,39.81541884904641,1.201861525487676,0.7224204231912084,0.7224204039395997,Nature,1
+jena_weather/H/short,MixLinear,1144.8933792815371,1144.8933792815371,11.287046555190058,0.6986059212495797,3.394486544697355,0.6433842785675126,27.94423686156776,33.83627312931401,0.2074141760114807,0.0691888687593009,0.0691888635582723,Nature,21
+jena_weather/H/medium,MixLinear,1428.998015873016,1428.998015873016,13.010162450396823,0.9940699679887072,4.895243256807341,0.7166649712456598,39.762798720030936,37.80209009926588,0.2313176936350691,0.0796114914265499,0.0796114945190308,Nature,21
+jena_weather/H/long,MixLinear,1425.133597883598,1425.133597883598,15.48352347883598,1.1813528439677026,4.016397121776793,0.7021344220196759,47.2541137576152,37.75094168207725,0.2273024941635207,0.0932279659357412,0.0932279611321038,Nature,21
+bitbrains_fast_storage/H/short,MixLinear,3418062.058624442,3418062.058624442,404.6189582637157,1.5963658179763196,5.6074371771747815,0.5252123484201048,63.85463279600215,1848.8001673043093,5.269680860865005,1.1532954280366423,1.153295431532794,Web/CloudOps,2
+kdd_cup_2018/D/short,MixLinear,2655.975518859299,2655.975518859299,20.29998975320417,1.1757472332236885,0.5717340237647741,0.4510614920331487,47.02988932206186,51.53615739322538,1.1544646665320937,0.454741332812649,0.4547413332507932,Nature,1
+sz_taxi/H/short,MixLinear,8.080059344951923,8.080059344951923,2.019898634690505,0.6181834604486852,1.2609041654146635,0.3205959939549112,24.727338429917005,2.8425445194318284,0.2648005630083224,0.1881660223892282,0.1881660251784751,Transport,1
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results/MixLinear/config.json

@@ -0,0 +1,10 @@
+{
+    "model": "MixLinear",
+    "model_type": "deep-learning",
+    "model_dtype": "float32",
+    "model_link": "https://github.com/aitianma/MixLinear",
+    "code_link": "https://github.com/aitianma/MixLinear/blob/main/gift_eval/run_gift_eval.py",
+    "org": "Florida International University",
+    "testdata_leakage": "No",
+    "replication_code_available": "Yes"
+}