/AIFrenz3

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공공 데이터 활용 전력수요 및 SMP 예측 AI 경진대회

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EDA_FS_001_20000_0.1740877431.csv

  • public score(2020.02.07 ~ 2020.03.05): 0.17408 (18위)
  • private score(2020.05.25 ~ 2020.06.21): 1.5577 (18위)

Experiments

Select K 3

9.467831622082532 ['wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 9.467831622082532 ['wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 7.066864135366584 ['humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.078321813662038 ['landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.121697893379615 ['seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.588906977364505 ['sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 9.467831622082532 ['wd_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416003064727 ['wd_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.48438667227889 ['wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393522341583097 ['wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299632693728716 ['wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 9.467831622082532 ['wd_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416003064727 ['wd_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.48438667227889 ['wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393522341583097 ['wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299632693728716 ['wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.634159889934589 ['humid_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.634159889934589 ['humid_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.145980395301249 ['humid_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.095944508651505 ['humid_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.859073115909308 ['humid_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484381587527357 ['landP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484381587527357 ['landP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.145984703774088 ['landP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.122133887164866 ['landP_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.622315327733068 ['landP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.39351979990509 ['seaP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.39351979990509 ['seaP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.095962920073915 ['seaP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.122133801867914 ['seaP_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.608963433032585 ['seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299654541267508 ['sfctemp_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299654541267508 ['sfctemp_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.859088492423522 ['sfctemp_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.62229916326085 ['sfctemp_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.608954841025602 ['sfctemp_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416003064727 ['wd_mean', 'wd_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484386672278877 ['wd_mean', 'wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393522341583102 ['wd_mean', 'wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299632693728718 ['wd_mean', 'wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416012996579 ['wd_mean', 'humid_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457928580215214 ['wd_mean', 'humid_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325715865659895 ['wd_mean', 'humid_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.157180191055488 ['wd_mean', 'humid_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484389521726829 ['wd_mean', 'landP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457931488038904 ['wd_mean', 'landP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.412105638421643 ['wd_mean', 'landP_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.381654055325399 ['wd_mean', 'landP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393531803981665 ['wd_mean', 'seaP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325738130949154 ['wd_mean', 'seaP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.41210640007445 ['wd_mean', 'seaP_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.328549000061681 ['wd_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299663191756538 ['wd_mean', 'sfctemp_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.157165606302738 ['wd_mean', 'sfctemp_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.38165550730786 ['wd_mean', 'sfctemp_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.328543507093311 ['wd_mean', 'sfctemp_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416003064727 ['wd_mean', 'wd_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484386672278877 ['wd_mean', 'wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393522341583102 ['wd_mean', 'wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299632693728718 ['wd_mean', 'wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63416012996579 ['wd_mean', 'humid_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457928580215214 ['wd_mean', 'humid_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325715865659895 ['wd_mean', 'humid_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.157180191055488 ['wd_mean', 'humid_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.484389521726829 ['wd_mean', 'landP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457931488038904 ['wd_mean', 'landP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.412105638421643 ['wd_mean', 'landP_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.381654055325399 ['wd_mean', 'landP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.393531803981665 ['wd_mean', 'seaP_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325738130949154 ['wd_mean', 'seaP_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.41210640007445 ['wd_mean', 'seaP_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.328549000061681 ['wd_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.299663191756538 ['wd_mean', 'sfctemp_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.157165606302738 ['wd_mean', 'sfctemp_mean', 'humid_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.38165550730786 ['wd_mean', 'sfctemp_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.328543507093311 ['wd_mean', 'sfctemp_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63415988993459 ['humid_mean', 'wd_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457903161043517 ['humid_mean', 'wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325793815954307 ['humid_mean', 'wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.1571815660256135 ['humid_mean', 'wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 8.63415988993459 ['humid_mean', 'wd_mean', 'wd_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.457903161043517 ['humid_mean', 'wd_mean', 'landP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 5.325793815954307 ['humid_mean', 'wd_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean'] 6.1571815660256135 ['humid_mean', 'wd_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean']

5.53179492975063 ('temp_max', 'temp_min', 'wd_min') 5.878892457914057 ('temp_max', 'temp_mean', 'humid_mean')

Base Line

  • LGB
  • mean 5.074882360269748

7 : 6.5591102641919 8 : 6.730908628262665 9 : 6.479977716624526 10 : 6.0729721536270995 11 : 5.854592475783183 12 : 5.762939855640426 13 : 6.261742732043058 14 : 6.913789984026993 15 : 7.340049453129835 16 : 6.253890361127347 17 : 5.824480525143837 18 : 5.838003232188252 19 : 4.872845274132463 20 : 6.048072437268305 21 : 6.114783737959 22 : 5.032528814499958 23 : 4.483414275433519 24 : 4.922479277513588 25 : 4.320677788507074 26 : 3.983472339045221 27 : 3.486415375125177 28 : 3.6803429484894137 29 : 3.2357898406261203 30 : 2.8872893051421795 31 : 3.5706787480704985 32 : 3.4381182376564023 33 : 3.3665744611034922 34 : 2.7607658451914276

EX1

  • Ridge()
  • mean 5.320217430000631

7 : 4.580294778666141 8 : 4.752956840338528 9 : 4.763231453743997 10 : 4.768136280500196 11 : 5.027942221300332 12 : 5.448636019299622 13 : 5.44415377508518 14 : 5.56758112539251 15 : 5.9139291577662725 16 : 6.093724634340546 17 : 6.086996685023152 18 : 6.1004563181157065 19 : 6.037841991979024 20 : 5.672006802519946 21 : 5.455071097304467 22 : 5.47420507232032 23 : 5.569790190435465 24 : 5.553053482098116 25 : 5.727912611447987 26 : 5.394481316140198 27 : 5.266949083575947 28 : 5.089413374455132 29 : 5.116733392191148 30 : 4.881157668427563 31 : 4.7107684358444954 32 : 4.554986198246833 33 : 4.797798444807452 34 : 5.115879588651349

EX 2

  • Lasso
  • mean 4.216968767593174

7 : 3.871922369285904 8 : 3.989942597639011 9 : 3.8436695263947893 10 : 3.9692450716804926 11 : 4.040366001350263 12 : 4.2374188096263365 13 : 4.348604828470185 14 : 4.603398704881584 15 : 4.757424296894827 16 : 4.6643761585327725 17 : 4.958617463311427 18 : 5.106107685366007 19 : 5.256306382439019 20 : 5.09850869225345 21 : 4.757066095895066 22 : 4.421754503305964 23 : 4.492760588121243 24 : 4.584045710485144 25 : 4.627757906919695 26 : 4.287504005232342 27 : 4.2534462476283785 28 : 4.009586989560366 29 : 3.7578844896896104 30 : 3.2007636141167564 31 : 3.175397639154593 32 : 3.1846621599258005 33 : 3.3240318595353937 34 : 3.2525550949124513

EX 3

  • Lasso
  • mean 4.175415250831107 min - 2.266456343989048 max - 7.544387918671236 ['wd_mean', 'wd_mean', 'humid_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

EX 4

  • Lasso
  • mean 4.175429724704363 min - 2.2664719386971326 max - 7.5444574838628204 ['wd_mean', 'wd_mean', 'humid_mean', 'sfctemp_mean', 'seaP_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

4.264227766866225 2.2964830880724194 7.577274671977647 ['wd_mean', 'ws_mean', 'humid_mean', 'landP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

4.203210041739795 2.260062037283746 7.558201388358177 ['wd_mean', 'ws_mean', 'humid_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

4.222740001635109 2.303534984756628 7.549905140339249 ['wd_mean', 'humid_mean', 'landP_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

4.243154115383898 2.2964763070326955 7.562376291337758 ['wd_mean', 'ws_mean', 'humid_mean', 'landP_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

Feature Select

  • Bset
  • Lasso
  • mean 4.0680722168044054
  • min 3.0234443850619557
  • max 5.915381616814717 7 : 5.915381616814717 8 : 5.617639596258149 9 : 5.350868274697231 10 : 5.200855574389237 11 : 4.909611025574921 12 : 4.728061774814777 13 : 4.566424019744614 14 : 4.323186318497453 15 : 4.2229299409841055 16 : 4.097421913761156 17 : 4.010877572392406 18 : 3.7802135506332935 19 : 3.51418019864421 20 : 3.239090545312406 21 : 3.0393784648701114 22 : 3.0286812800961096 23 : 3.102973629357079 24 : 3.0994053863843267 25 : 3.081804102783435 26 : 3.0234443850619557 27 : 3.199521374800064 28 : 3.4789849025254154 29 : 3.7634178430267884 30 : 3.9170790603187386 31 : 4.109352016740589 32 : 4.259280890102017 33 : 4.4969163835359645 34 : 4.829040428402083 ['ws_mean', 'humid_mean', 'landP_mean', 'seaP_mean', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

EX - 1

  • LGB
  • mean 3.785353838463736
  • iter 1200
  • early 200 7 : 3.702877833658283 8 : 3.906176576970707 9 : 3.8838110860422317 10 : 3.9066808941172804 11 : 3.910321690603039 12 : 4.106770903890637 13 : 4.024940730517568 14 : 3.8363549119310885 15 : 3.981714434007821 16 : 4.168267511391867 17 : 3.9834699947946364 18 : 4.072509469358541 19 : 4.217887078651133 20 : 3.982526391720204 21 : 3.94760904889133 22 : 4.169324755823846 23 : 3.9285960955046755 24 : 4.174906975849933 25 : 3.8879010234352487 26 : 3.542686136064042 27 : 3.861313313842336 28 : 3.6836236397536335 29 : 3.6194218437484986 30 : 3.2702597072830657 31 : 3.2068386609483857 32 : 3.091225985583683 33 : 3.1322438604270877 34 : 2.789646922173812

EX - 2

  • LGB
  • mean 3.787618890626985
  • iter 1200
  • early 300
  • learning rate 0.01

7 : 3.6135069590066418 8 : 3.8455586635832755 9 : 3.8480960943821954 10 : 4.00303183551484 11 : 3.7202938754234487 12 : 3.989896848780435 13 : 3.9151820534366473 14 : 4.046704195701169 15 : 3.9948890740947784 16 : 4.1155118526778445 17 : 4.218908591294596 18 : 4.269581890728235 19 : 4.144226479709855 20 : 3.978944520493145 21 : 3.9578952499712536 22 : 4.211362720551702 23 : 3.9493602309763456 24 : 4.285869839145922 25 : 3.978073759477006 26 : 3.788741999474912 27 : 3.7520976663416117 28 : 3.5206783912166855 29 : 3.6075129468284692 30 : 3.2533911007836447 31 : 3.3149630452587706 32 : 3.0536966031644743 33 : 2.8452238326238106 34 : 2.830128616913876

EX - 3

  • LGB
  • mean 3.789233743580159
  • iter 2000
  • early 1000
  • max 4.222505090514881
  • min 2.7833689587350054

EX - 4

  • LGB
  • mean 3.748930699452742
  • iter 1200
  • early 200
  • max 4.409073724835693
  • min 2.6640742580778976

'sfctemp_max', 'sfctemp_min', 'sfctemp_mean', \

Temp Max

  • min max mean mean 1.8603741200562536 7 : 1.8504815148881464 8 : 1.8911132328062839 9 : 1.8592220882478212 10 : 1.8933487303248056 11 : 1.8730992406665954 12 : 1.9129075542238014 13 : 1.9021899109884182 14 : 2.013119377086942 15 : 1.9978501403117477 16 : 2.0202963385551924 17 : 2.004846789233872 18 : 2.0564174112197064 19 : 1.9029305167359218 20 : 1.9700719456353448 21 : 1.9147883869997666 22 : 1.8764964587712853 23 : 1.769631903476173 24 : 1.6612226447586835 25 : 1.8012524802793055 26 : 1.8034462843742958 27 : 1.7803382098332228 28 : 1.7645470879355638 29 : 1.703898702177326 30 : 1.8531551314190078 31 : 1.7488327693515686 32 : 1.694217052408725 33 : 1.753496372531537 34 : 1.8172570863340551

  • 'landP_mean', 'seaP_mean', mean 1.9928016429681874 7 : 1.8561821563136685 8 : 1.8537788834994529 9 : 1.9312971108376142 10 : 2.0442262557687316 11 : 2.0433003753317576 12 : 1.961528417605514 13 : 2.052103658091167 14 : 1.9739284710922889 15 : 1.9967091932855907 16 : 2.0168398563857264 17 : 2.013630125000294 18 : 2.06199156893298 19 : 1.9112938035463045 20 : 2.0075744483907005 21 : 1.9982117745255779 22 : 1.9935618153166097 23 : 2.033826466824571 24 : 2.0941081190280593 25 : 2.097057397583411 26 : 2.074697204375797 27 : 2.0600186813153236 28 : 2.051184602077931 29 : 2.0893074346983505 30 : 2.10352625672877 31 : 1.9511347250763391 32 : 1.8688719130494087 33 : 1.9457318269563386 34 : 1.7128234614709696

  • 'landP_max', 'landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean',

mean 2.032598827801935 7 : 1.835358609734396 8 : 1.900727573817575 9 : 1.945843834632259 10 : 1.9815626420530188 11 : 2.0315072804142056 12 : 2.054632252522946 13 : 2.0339965705286693 14 : 2.054900571221263 15 : 2.0706402630412417 16 : 2.0449252539906086 17 : 2.060635405362123 18 : 2.0601126025171155 19 : 2.1112780303222576 20 : 2.0994462102102185 21 : 2.122117818074987 22 : 2.124075309630935 23 : 2.119186201066179 24 : 2.118890264842529 25 : 2.113728602063237 26 : 2.1011698371339884 27 : 2.094669488031797 28 : 2.0966903838049284 29 : 2.0242232233985695 30 : 2.02904639216353 31 : 1.8814758814118544 32 : 1.8214997066830525 33 : 1.9502184050417875 34 : 2.03020856473892

SMP MOdel

Origin

  • mean l1 10.952721346771206
  • mean l2 359.90680357590185 smp_min : (10.621882730179308, 245.59599870330788) smp_max : (16.412685680747035, 738.6373834071799) smp_mean : (7.636339781043732, 134.97954169894882)

'learning_rate' : 0.05

  • mean l1 11.13212610313135
  • mean l2 368.7813324470629

'learning_rate' : 0.001 15000 5000

11.137900441949569 368.17782977244343

'learning_rate' : 0.002 15000 5000

10.965107464036743 360.44912773926626 smp_min : (9.756101900212725, 233.4176478704107) smp_max : (16.115553290492915, 729.7459730481277) smp_mean : (7.023667010418452, 118.18372812173975)

Ridge

16.728866804712315 547.2277358803157 smp_min : (18.625847129908706, 530.6499963123223) smp_max : (18.735884851155706, 823.5630471874523) smp_mean : (12.824868433072535, 287.4701641411724)

Lasso

16.84024989038046 556.5956295950735 smp_min : (18.809270071726008, 538.2622349472916) smp_max : (18.880071445249097, 832.5971499138411) smp_mean : (12.831408154166278, 298.9275039240878)

Feature Selection

LGB

  • lr 0.01
  • iter 1000

Ridge

smp_min : (18.625847129908706, 530.6499963123223) smp_max : (18.735884851155706, 823.5630471874523) smp_mean : (12.824868433072535, 287.4701641411724)

16.728866804712315 547.2277358803157

Ridge

smp_min : (18.26330949052047, 525.0956252107851) smp_max : (18.85942688074423, 817.902371487072) smp_mean : (12.654673701225507, 281.66404946748423)

  • mean : 16.5924700242

['landP_max', 'landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_min', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

16.56240006323267 543.4723066034162 [18.30440804762891, 18.72956725502802, 12.65322488704108] ['landP_max', 'sfctemp_max', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

16.567591386327535 542.1530107628563 [18.307800697370375, 18.74403151152624, 12.650941950085997] ['landP_mean', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

16.564612085088996 542.2056612863303 [18.2591791663287, 18.773439448036054, 12.661217640902239] ['landP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean', 'stand_temp_max', 'stand_temp_min', 'stand_temp_mean', 'year', 'month', 'day', 'dayofweek']

16.536162047335498 541.2212286750688 [18.261600088252177, 18.704732483099697, 12.642153570654624] ('landP_min', 'landP_mean', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean')

16.524482640842077 540.2106164892431 [18.213589676121824, 18.735182826687957, 12.624675419716443] ('landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean')

16.547559769187963 541.534412498144 [18.216762057305953, 18.78566803432427, 12.640249215933665] ('landP_max', 'landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean')

16.54851033908615 542.2688742845845 [18.306921849748257, 18.718624170422054, 12.619984997088142] ('sfctemp_max', 'sfctemp_mean')

16.53248752610183 540.5598668520203 [18.206698824122878, 18.755865418318955, 12.63489833586366] ('landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean', 'temp_max', 'temp_min')

Use

('landP_min', 'landP_mean', 'seaP_max', 'seaP_min', 'seaP_mean', 'sfctemp_max', 'sfctemp_mean')

LGB

  • 'learning_rate' : 0.01
  • 1000
  • 1000 11.156765842876913 369.0731389659484