NEXUS // ALPHA ANALYTICS
BENCHMARK CPU vs PORTFOLIO CPU
Composite Performance Unit analysis with ridge regression factor decomposition, k-fold cross-validation for prediction error minimization, and alpha extraction.
SIMULATION PARAMETERS
COMPOSITE PERFORMANCE UNIT SCORES
BENCHMARK
62
+1DELTA
PORTFOLIO
63
Portfolio CPU outperforms benchmark by 1 points
CPU COMPONENT COMPARISON
- Benchmark
- Portfolio
Ann. Return (P)
28.92%
Ann. Return (B)
25.98%
Sharpe (P)
1.310
Sharpe (B)
1.201
Max DD (P)
10.27%
Info Ratio
0.580
- Benchmark
- Portfolio
20-DAY ROLLING ALPHA
Total Alpha
2.94% ann.
Factor Return
0.00% ann.
Residual Alpha
2.94% ann.
| FACTOR | BETA | T-STAT | P-VALUE | CONTRIB |
|---|---|---|---|---|
| Market | 0.0002 | 0.011 | 0.9946 | 0.00% |
| Size | 0.0001 | 0.002 | 0.9991 | 0.00% |
| Value | 0.0001 | 0.002 | 0.9989 | 0.00% |
| Momentum | 0.0001 | 0.002 | 0.9989 | 0.00% |
| Quality | 0.0000 | 0.000 | 0.9998 | 0.00% |
| Volatility | -0.0001 | -0.005 | 0.9977 | 0.00% |
FACTOR BETAS
PREDICTION ERROR METRICS
MAE
0.00251
RMSE
0.00319
R-Squared
0.0001
Info Coeff
0.0972
Tracking Error
5.07% ann.
Hit Rate
54.1%
Bias
0.00000
MAPE
101.88%
K-FOLD CROSS-VALIDATION (K=5)
Train R²
0.0065
Test R²
-0.0130
Optimal λ
0.0001
Overfit Ratio
65.388
REGULARIZATION PATH (λ vs ERROR)
- Train RMSE (bps)
- Test RMSE (bps)
Ask about CPU comparison, factor exposures, prediction error, or alpha extraction
NEXUS ALPHA ANALYTICS // RIDGE REGRESSION + K-FOLD CV // AGENT-VAULT SECURED