2026/10/20

8月のランキング学習を真似て

8月終わりにここに書いてたランキングモデルはここ最近のより精度が良かった記憶なので試してみた。当時と違うのは、学習データ期間が2024年までだったのが2025年までに増えた。

NumberOfLeaves: 303
NumberOfIterations: 2000
LearningRate: 0.01
MaximumBinCountPerFeature: 31
MinimumExampleCountPerLeaf: 50
SubsampleFraction: 0.8
FeatureFraction: 0.75
CustomGains: 0~500 = 0点, 501~1000は0.95乗に0~1000点

その時は40回と書かれてるが取敢えず10回やると

[Loop 10] NDCG@1 = 0.7672
[Loop 10] NDCG@3 = 0.7727
[Loop 10] NDCG@5 = 0.7883
[Loop 10] NDCG@10 = 0.8493

2,610R 1点 芝(1,278R) ダート(1,243R) 障害(89R) 8頭以下(157R) 9~12頭(665R) 13頭以上(1,788R) 多点
単勝 24.10%
(70.65%)
23.16%
(69.30%)
25.18%
(73.40%)
22.47%
(51.57%)
33.12%
(68.85%)
25.86%
(65.44%)
22.65%
(72.75%)
55.33%
(77.05%)
複勝 55.25%
(78.93%)
52.66%
(76.79%)
57.52%
(81.01%)
60.67%
(80.56%)
64.33%
(88.22%)
59.55%
(77.43%)
52.85%
(78.67%)
89.62%
(81.15%)
枠連 14.18%
(80.48%)
12.87%
(87.11%)
15.41%
(75.39%)
13.92%
(65.19%)
--
(--)
14.14%
(63.01%)
13.37%
(82.25%)
30.96%
(78.89%)
馬連 10.19%
(69.37%)
9.31%
(76.52%)
11.18%
(63.56%)
8.99%
(47.98%)
21.02%
(90.64%)
11.43%
(61.92%)
8.78%
(70.27%)
23.91%
(73.31%)
ワイド 24.87%
(76.23%)
23.94%
(75.76%)
26.15%
(77.35%)
20.22%
(67.30%)
41.40%
(77.58%)
28.42%
(77.26%)
22.09%
(75.72%)
46.82%
(75.20%)
馬単 5.82%
(60.96%)
4.69%
(56.32%)
6.92%
(65.99%)
6.74%
(57.30%)
11.46%
(63.63%)
6.92%
(55.13%)
4.92%
(62.89%)
23.91%
(72.16%)
三連複 6.82%
(73.74%)
6.34%
(66.03%)
7.48%
(84.97%)
4.49%
(27.64%)
13.38%
(63.82%)
7.37%
(61.74%)
6.04%
(79.07%)
16.55%
(74.96%)
三連単 1.61%
(102.80%)
1.02%
(74.78%)
2.25%
(136.78%)
1.12%
(30.67%)
2.55%
(30.13%)
1.80%
(44.33%)
1.45%
(130.93%)
16.55%
(73.43%)
総合 57.13%
(76.60%)
54.85%
(72.56%)
59.13%
(82.35%)
61.80%
(53.36%)
66.88%
(68.98%)
60.45%
(63.28%)
55.03%
(81.57%)
89.77%
(74.49%)

やはり的中率はここ最近のモデルより良い。配収率は負けてますけど^^; まっ、試しに10回だし、イテレーション数も2,000と抑えた感じなので、ここ最近の3,000で40回スタートさせてみるかな。

一応今回のNDCG@3的には

[Loop 7] NDCG@1 = 0.7666
[Loop 7] NDCG@3 = 0.7730
[Loop 7] NDCG@5 = 0.7888
[Loop 7] NDCG@10 = 0.8495

2,610R 1点 芝(1,278R) ダート(1,243R) 障害(89R) 8頭以下(157R) 9~12頭(665R) 13頭以上(1,788R) 多点
単勝 24.52%
(72.59%)
24.26%
(73.83%)
24.78%
(72.15%)
24.72%
(60.90%)
31.85%
(67.71%)
27.07%
(67.61%)
22.93%
(74.87%)
55.33%
(76.32%)
複勝 55.63%
(79.28%)
53.68%
(78.33%)
57.36%
(80.37%)
59.55%
(77.87%)
64.33%
(89.43%)
60.75%
(79.20%)
52.96%
(78.42%)
89.73%
(82.01%)
枠連 13.93%
(75.20%)
12.87%
(86.37%)
14.73%
(64.72%)
16.46%
(78.10%)
--
(--)
12.93%
(56.21%)
13.48%
(77.85%)
30.66%
(76.85%)
馬連 10.08%
(63.41%)
9.39%
(72.80%)
10.78%
(54.50%)
10.11%
(52.92%)
20.38%
(90.57%)
10.68%
(55.14%)
8.95%
(64.09%)
24.21%
(79.66%)
ワイド 24.06%
(72.49%)
23.24%
(73.30%)
24.94%
(71.17%)
23.60%
(79.44%)
38.85%
(71.40%)
27.22%
(73.29%)
21.59%
(72.29%)
47.39%
(78.65%)
馬単 5.67%
(54.59%)
5.16%
(59.07%)
6.11%
(50.23%)
6.74%
(51.24%)
12.10%
(91.08%)
6.77%
(54.35%)
4.70%
(51.48%)
24.21%
(77.17%)
三連複 6.93%
(103.52%)
6.96%
(135.84%)
7.00%
(70.56%)
5.62%
(99.78%)
14.65%
(102.55%)
7.82%
(71.52%)
5.93%
(115.51%)
16.32%
(69.37%)
三連単 1.38%
(60.31%)
1.17%
(60.16%)
1.61%
(62.57%)
1.12%
(30.67%)
2.55%
(146.75%)
1.95%
(45.53%)
1.06%
(58.21%)
16.32%
(66.71%)
総合 57.51%
(72.64%)
56.18%
(79.84%)
58.73%
(65.79%)
59.55%
(66.20%)
67.52%
(94.21%)
61.20%
(62.86%)
55.26%
(74.09%)
89.81%
(71.83%)

なんとも言えない(笑)

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