Prior research archive — not the current light set. Private signal names are renamed or redacted.

BlueX LightGBM Model Results

18 tickers × 3 timeframes · ผลตอบแทน = ช่วง test (~20% ล่าสุด) · Alpha = Strategy − Buy&Hold

Prior research evidence · public metric codes only · not investment advice.

TickerTFTest period Strategy %B&H %Alpha Win rateSharpeML accExp(R)TradesTop signal
AAPL3d2022-02-23 → 2026-06-05 (359 bars)80.9%96.1%-15.2%94.6%5.9578.6%8.78R56L0080
AAPLdaily2022-01-21 → 2026-06-05 (1097 bars)152.0%93.6%+58.5%91.0%4.8978.9%3.37R199L0075
AAPLweekly2022-03-21 → 2026-06-01 (220 bars)62.3%79.7%-17.4%84.8%6.4076.8%2.40R46L1184
AMD3d2022-02-23 → 2026-06-05 (359 bars)229.6%324.9%-95.3%85.7%5.2777.2%2.11R84L0075
AMDdaily2022-01-21 → 2026-06-05 (1097 bars)522.1%292.5%+229.5%90.4%5.7177.8%3.52R208L0084
AMDweekly2022-03-21 → 2026-06-01 (220 bars)175.8%289.7%-113.9%85.5%5.7572.7%1.23R62L0857
AMZN3d2022-02-23 → 2026-06-05 (359 bars)117.1%69.9%+47.2%81.6%5.2378.6%1.68R76L0083
AMZNdaily2022-01-21 → 2026-06-05 (1097 bars)239.0%72.5%+166.5%87.5%5.4779.3%3.71R200L0075
AMZNweekly2022-03-21 → 2026-06-01 (220 bars)58.0%49.3%+8.7%74.5%4.1873.6%1.00R51L0080
BA3d2022-02-23 → 2026-06-05 (359 bars)85.8%9.7%+76.1%84.8%5.2673.3%1.78R66L0080
BAdaily2022-01-21 → 2026-06-05 (1097 bars)198.7%4.9%+193.8%83.7%5.0177.7%3.59R208L0885
BAweekly2022-03-21 → 2026-06-01 (220 bars)62.9%14.0%+48.9%78.3%5.3565.0%1.88R46L0080
BRK-B3d2022-02-23 → 2026-06-05 (359 bars)50.2%57.5%-7.3%93.0%6.2978.6%2.02R71L0080
BRK-Bdaily2022-01-21 → 2026-06-05 (1097 bars)70.3%59.9%+10.4%88.7%4.7877.7%4.38R195L0083
BRK-Bweekly2022-03-21 → 2026-06-01 (220 bars)29.6%36.1%-6.5%78.6%4.8675.0%1.74R42L0080
CL=F3d2022-02-28 → 2026-06-08 (359 bars)147.5%-1.0%+148.5%90.2%5.6880.8%2.10R82L0083
CL=Fdaily2022-01-26 → 2026-06-08 (1097 bars)348.3%8.5%+339.8%94.2%6.2280.0%2.29R207L0083
CL=Fweekly2022-03-28 → 2026-06-08 (220 bars)59.2%-4.5%+63.7%79.1%5.6774.1%2.52R43L0080
FDX3d2022-02-23 → 2026-06-05 (359 bars)86.9%109.0%-22.2%90.1%5.7876.3%3.95R71L0080
FDXdaily2022-01-21 → 2026-06-05 (1097 bars)168.1%83.4%+84.7%87.3%4.9077.4%2.64R204L0083
FDXweekly2022-03-21 → 2026-06-01 (220 bars)67.3%97.6%-30.3%83.3%5.9778.6%1.81R42L0080
GLD3d2022-03-25 → 2026-06-05 (352 bars)47.0%117.3%-70.3%86.8%5.5480.1%1.92R68L0080
GLDdaily2022-02-24 → 2026-06-05 (1074 bars)77.3%123.7%-46.4%94.3%5.2582.0%4.76R209L0080
GLDweekly2022-04-25 → 2026-06-01 (215 bars)30.9%124.0%-93.0%92.7%6.1177.2%4.15R41L0080
GOOGL3d2022-03-08 → 2026-06-05 (356 bars)114.4%192.3%-77.9%89.2%6.1577.8%3.03R74L0080
GOOGLdaily2022-02-04 → 2026-06-05 (1087 bars)210.0%159.3%+50.7%94.2%5.6479.3%4.58R190L0075
GOOGLweekly2022-04-04 → 2026-06-01 (218 bars)58.3%178.8%-120.5%90.7%5.8075.7%6.21R43L0080
INTC3d2022-02-23 → 2026-06-05 (359 bars)212.4%137.7%+74.7%80.2%5.6675.5%2.28R86L0882
INTCdaily2022-01-21 → 2026-06-05 (1097 bars)430.7%105.5%+325.2%89.2%5.5882.1%3.15R213L0076
INTCweekly2022-03-21 → 2026-06-01 (220 bars)135.3%104.7%+30.6%87.8%5.5471.4%1.53R49L0080
KO3d2022-02-23 → 2026-06-05 (359 bars)34.7%46.4%-11.8%85.0%4.8074.9%1.62R60L0080
KOdaily2022-01-21 → 2026-06-05 (1097 bars)47.1%49.2%-2.1%88.0%4.0078.0%1.95R191L0075
KOweekly2022-03-21 → 2026-06-01 (220 bars)32.9%45.4%-12.6%94.4%5.7073.6%0.86R36L0080
MU3d2022-02-23 → 2026-06-05 (359 bars)300.5%912.2%-611.7%90.2%6.9479.1%2.05R82L0083
MUdaily2022-01-21 → 2026-06-05 (1097 bars)904.7%978.6%-73.9%91.8%6.3980.6%3.82R219L0075
MUweekly2022-03-21 → 2026-06-01 (220 bars)181.7%1031.5%-849.8%86.0%6.0977.3%1.79R57L0080
NFLX3d2022-02-23 → 2026-06-05 (359 bars)123.3%123.6%-0.3%82.4%4.7872.1%1.76R74L0080
NFLXdaily2022-01-21 → 2026-06-05 (1097 bars)267.7%106.7%+161.0%89.2%4.6676.7%1.72R203L0084
NFLXweekly2022-03-21 → 2026-06-01 (220 bars)52.7%119.8%-67.1%77.8%3.1174.5%0.80R45L0080
NVDA3d2022-02-23 → 2026-06-05 (359 bars)223.2%819.1%-595.8%86.1%5.8575.8%1.53R79L0080
NVDAdaily2022-01-21 → 2026-06-05 (1097 bars)615.6%780.2%-164.6%90.1%6.0680.4%2.23R213L0075
NVDAweekly2022-03-21 → 2026-06-01 (220 bars)148.5%642.9%-494.4%83.1%6.0774.5%1.32R59L0080
QCOM3d2022-02-23 → 2026-06-05 (359 bars)143.9%47.6%+96.3%84.2%5.7077.7%2.17R76L0080
QCOMdaily2022-01-21 → 2026-06-05 (1097 bars)252.8%44.6%+208.1%89.3%5.5077.6%2.90R206L0083
QCOMweekly2022-03-21 → 2026-06-01 (220 bars)100.7%50.4%+50.3%82.7%5.4973.6%1.36R52L0080
QQQ3d2022-02-23 → 2026-06-05 (359 bars)71.1%119.8%-48.7%95.0%6.3476.6%4.94R60L0080
QQQdaily2022-01-21 → 2026-06-05 (1097 bars)134.5%105.9%+28.7%95.5%5.7482.1%3.71R201L0083
QQQweekly2022-03-21 → 2026-06-01 (220 bars)38.7%101.5%-62.7%84.8%4.8976.8%2.12R46L0080
WDC3d2022-02-23 → 2026-06-05 (359 bars)231.7%1208.4%-976.7%87.7%6.4379.9%2.02R81L0080
WDCdaily2022-01-21 → 2026-06-05 (1097 bars)543.6%1076.4%-532.9%87.4%5.6779.1%3.86R215L0080
WDCweekly2022-03-21 → 2026-06-01 (220 bars)105.1%1238.5%-1133.4%86.0%5.7273.2%1.75R43L0080
WMT3d2022-02-23 → 2026-06-05 (359 bars)57.7%179.3%-121.6%88.4%5.6072.4%4.23R69L1187
WMTdaily2022-01-21 → 2026-06-05 (1097 bars)92.6%169.1%-76.5%93.4%4.6177.1%3.23R198L0083
WMTweekly2022-03-21 → 2026-06-01 (220 bars)53.0%162.0%-109.0%92.9%7.0681.8%2.62R42L0080