2026/07/26

LightGbmRankingTrainer.Options

ランキングトレーナーのオプションを追加しました。さらなる精度向上をGeminiに相談しました。20回で試してます。

NumberOfLeaves: 351
NumberOfIterations: 2000
LearningRate: 0.01
MaximumBinCountPerFeature: 47
MinimumExampleCountPerLeaf: 50
FeatureFraction: 0.7
SubsampleFraction: 0.8
CustomGains: 0~500 = 0点, 501~1000は1.8乗に0~1000点

4回目にNDCG@1=0.7796 NDCG@3=0.7834

3,455R 1点 芝(1,689R) ダート(1,646R) 障害(120R) 8頭以下(219R) 9~12頭(809R) 13頭以上(2,427R) 多点
単勝 28.22%
(81.20%)
27.47%
(81.52%)
28.55%
(79.77%)
34.17%
(96.25%)
38.81%
(89.59%)
30.16%
(83.09%)
26.62%
(79.81%)
58.03%
(78.06%)
複勝 59.10%
(84.40%)
58.97%
(83.90%)
58.99%
(85.04%)
62.50%
(82.75%)
71.69%
(89.04%)
64.89%
(85.49%)
56.04%
(83.62%)
89.46%
(82.70%)
枠連 16.16%
(83.66%)
16.89%
(94.30%)
15.18%
(73.26%)
21.21%
(97.68%)
--
(--)
18.05%
(80.56%)
14.50%
(79.39%)
31.12%
(77.52%)
馬連 12.82%
(82.63%)
13.38%
(84.11%)
11.97%
(81.14%)
16.67%
(82.25%)
25.57%
(71.00%)
15.08%
(81.69%)
10.92%
(83.99%)
25.70%
(73.74%)
ワイド 27.93%
(86.52%)
29.01%
(84.65%)
26.49%
(88.36%)
32.50%
(87.50%)
51.14%
(84.02%)
33.25%
(86.01%)
24.06%
(86.91%)
49.49%
(79.21%)
馬単 6.66%
(68.93%)
6.34%
(61.78%)
6.74%
(74.27%)
10.00%
(96.33%)
13.70%
(69.13%)
7.17%
(59.75%)
5.85%
(71.97%)
25.70%
(71.83%)
三連複 5.99%
(66.26%)
6.87%
(57.77%)
4.98%
(74.23%)
7.50%
(76.25%)
17.81%
(74.43%)
8.41%
(63.71%)
4.12%
(66.37%)
16.67%
(74.23%)
三連単 1.27%
(37.80%)
1.72%
(48.92%)
0.91%
(29.15%)
0.00%
(0.00%)
5.48%
(73.01%)
1.85%
(41.73%)
0.70%
(33.32%)
16.67%
(69.10%)
総合 60.26%
(73.79%)
60.39%
(74.20%)
59.96%
(73.15%)
62.50%
(76.92%)
75.80%
(78.60%)
65.51%
(72.75%)
57.11%
(73.17%)
89.84%
(72.60%)

なかなか思うように精度が上がらない。13回目のNDCG@1=0.7795 NDCG@3=0.7831

3,455R 1点 芝(1,689R) ダート(1,646R) 障害(120R) 8頭以下(219R) 9~12頭(809R) 13頭以上(2,427R) 多点
単勝 28.08%
(81.59%)
27.29%
(80.98%)
28.43%
(80.13%)
34.17%
(110.08%)
38.36%
(88.36%)
28.92%
(82.89%)
26.86%
(80.54%)
59.07%
(79.97%)
複勝 59.48%
(85.42%)
59.03%
(84.55%)
59.11%
(85.32%)
70.83%
(99.00%)
70.78%
(86.21%)
65.27%
(86.66%)
56.53%
(84.93%)
89.73%
(83.10%)
枠連 16.77%
(89.63%)
17.10%
(99.23%)
16.07%
(80.32%)
23.23%
(101.11%)
--
(--)
17.92%
(78.99%)
15.33%
(87.49%)
31.96%
(80.12%)
馬連 13.17%
(87.17%)
13.97%
(91.47%)
12.03%
(83.54%)
17.50%
(76.42%)
26.94%
(75.07%)
15.57%
(84.82%)
11.12%
(89.04%)
26.48%
(82.58%)
ワイド 27.70%
(86.22%)
29.25%
(87.12%)
25.76%
(85.68%)
32.50%
(81.00%)
53.42%
(87.81%)
32.39%
(83.39%)
23.82%
(87.03%)
50.19%
(81.46%)
馬単 7.00%
(79.85%)
6.81%
(80.08%)
7.05%
(78.80%)
9.17%
(91.08%)
15.53%
(77.21%)
7.17%
(71.26%)
6.18%
(82.95%)
26.48%
(80.58%)
三連複 6.02%
(55.83%)
6.93%
(52.97%)
4.92%
(56.11%)
8.33%
(92.42%)
17.81%
(66.39%)
8.28%
(63.04%)
4.20%
(52.48%)
16.85%
(69.63%)
三連単 1.30%
(36.00%)
1.54%
(33.36%)
1.15%
(41.33%)
0.00%
(0.00%)
4.57%
(49.68%)
2.10%
(48.76%)
0.74%
(30.51%)
16.85%
(63.76%)
総合 60.81%
(75.02%)
60.45%
(75.73%)
60.45%
(73.87%)
70.83%
(80.95%)
74.89%
(75.82%)
65.76%
(74.98%)
57.89%
(74.37%)
90.13%
(71.62%)

なんとなくNDCG@1も高いのが当然良いんだけど、NDCG@3が高い方が良い感じもする。

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