docs(experiment): add select_num A/B/C comparison report (005)
- Experiment: select_num = 1, 2, 3 comparison - Period: 2020-01-10 ~ 2026-06-02 (1546 trading days) - Key findings: - Top-1: highest return (600%), highest drawdown (-25.5%) - Top-3: best risk-adjusted return (Calmar 1.73, Sharpe 1.35) - Top-2: balanced middle ground (Calmar 1.69) - Add rotation/experiment_select_num.py experiment script - Save report to docs/experiments/005_select_num_comparison.md
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# 实验记录 005: select_num 参数对策略表现的影响
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## 实验信息
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| 项目 | 内容 |
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|------|------|
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| 实验编号 | 005 |
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| 实验日期 | 2026-06-02 |
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| 实验类型 | A/B/C 对比测试 |
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| 研究问题 | `diversified=true` 模式下,`select_num` 取 1/2/3 时对策略收益与风险的影响 |
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| 配置文件 | `rotation/config_simple.yaml` (L133 `select_num`) |
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| 实验脚本 | `rotation/experiment_select_num.py` |
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---
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## 1. 实验背景
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### 策略选股流程
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```
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Step 1: 类内竞争 → 每个 market 大类只保留得分最高的1只标的(大类冠军)
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Step 2: 跨类排序 → 从大类冠军中按得分从高到低选 Top select_num
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```
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### 核心问题
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`select_num` 控制最终持仓标的数量,直接影响集中度和分散度:
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- `select_num=1`:单标的集中持仓,无分散化效果
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- `select_num=2`:持有 2 个大类的冠军标的
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- `select_num=3`:持有 3 个大类的冠军标的(当前默认配置)
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**理论预期**:
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- 持仓数量越少,集中度越高,潜在收益和波动均放大
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- 持仓数量越多,分散化效果越好,回撤更小,但可能引入边际收益较低的标的
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---
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## 2. 实验设计
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### A/B/C 组配置
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| 组别 | select_num | 持仓数量 | 其他配置 |
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|------|-----------|---------|---------|
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| **A组** | 1 | 单标的 | 同对照组 |
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| **B组** | 2 | 双标的 | 同对照组 |
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| **C组** | 3 | 三标的 | 同对照组(当前默认) |
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### 固定配置(三组相同)
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```yaml
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factor:
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type: "weighted_momentum"
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n_days: 25
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rotation:
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diversified: true
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threshold:
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mode: "dynamic"
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reference: "931862.CSI" # 短债动量基准
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```
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### 回测区间
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2020-01-10 ~ 2026-06-02,共 **1546 个交易日**
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---
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## 3. 回测结果
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### 核心指标对比
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| 指标 | Top-1(A组) | Top-2(B组) | Top-3(C组) |
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|------|------------|------------|------------|
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| 累计收益 | **600.31%** | 369.88% | 302.14% |
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| 年化收益 | **37.34%** | 28.69% | 25.46% |
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| 最大回撤 | -25.53% | -16.93% | **-14.74%** |
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| 夏普比率 | 1.11 | 1.27 | **1.35** |
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| Calmar比率 | 1.46 | 1.69 | **1.73** |
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| 日胜率 | 54.49% | **55.35%** | 55.18% |
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| 调仓次数 | 197 | 319 | 405 |
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### 关键观察
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**收益维度:**
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- Top-1 累计收益(600%)几乎是 Top-3(302%)的 2 倍
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- 集中持仓显著放大了收益,但也意味着更高的单标的依赖风险
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**风险维度:**
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- Top-3 最大回撤(-14.74%)比 Top-1(-25.53%)降低约 42%
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- Top-2 居中(-16.93%),回撤控制效果明显
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**风险调整收益(核心指标):**
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- Calmar 比率:Top-3(1.73)> Top-2(1.69)> Top-1(1.46)
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- 夏普比率:Top-3(1.35)> Top-2(1.27)> Top-1(1.11)
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- **分散化带来更优的风险收益比**
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**调仓频率:**
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- Top-1 调仓次数最少(197 次),因为持仓切换需要单标的排名大幅变动
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- Top-3 调仓次数最多(405 次),持仓组合中任一标的变化都会触发调仓
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---
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## 4. NAV 曲线对比
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---
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## 5. 结论与建议
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### 核心结论
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| 目标 | 推荐配置 | 原因 |
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|------|---------|------|
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| 追求绝对收益 | `select_num=1` | 累计收益最高,但需承受更大回撤 |
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| 追求风险调整收益 | `select_num=3` | Calmar/夏普最优,回撤可控 |
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| 平衡两者 | `select_num=2` | 收益与回撤的折中方案 |
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### 实践建议
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- **当前默认配置 `select_num=3` 是合理的选择**,Calmar 比率最优,适合长期持有
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- 若资金规模较小、风险承受能力强,可考虑 `select_num=1` 追求高弹性
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- `select_num=2` 的 Calmar(1.69)与 Top-3(1.73)非常接近,但收益更高(369% vs 302%),值得进一步观察
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---
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## 6. 实验数据位置
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```
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results/experiment_select_num/
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├── select_1/
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│ ├── simple_rotation_nav.csv
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│ ├── simple_rotation_signals.csv
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│ ├── simple_rotation_detail.json
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│ └── simple_rotation_metrics.json
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├── select_2/
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│ └── ... (同上)
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├── select_3/
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│ └── ... (同上)
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├── select_num_comparison.png # 指标对比柱状图
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├── select_num_nav_comparison.png # NAV 叠加曲线图
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└── experiment_metrics.json # 三组指标汇总
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```
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