Nsga Optimization
Texto TTS
The first network forecasts returns.
Not just Apple looks good.
It outputs a specific number.
Say, a 1.2% expected gain next week.
Adjusted for recent Drawdown and volatility.
The second network forecasts correlations.
How much will Tesla and Nvidia move together over the next 60 days?
0.7?
0.3?
That number completely changes how the portfolio should be built.
The result?
A dynamic picture of expected returns and real diversification.
Not the kind that falls apart the moment things get volatile.
.
Here is where most systems stop.
They forecast then they rebalance.
QuantGuard does not just rebalance.
It optimizes and the difference matters.
It uses NSGA2, a genetic algorithm that solves multi-objective problems.
It is simultaneously chasing four goals.
Maximize expected return.
Match your asset preferences, control leverage, and minimize correlation risk.
Every day it generates 50 candidate portfolios, 50 different allocations that balance those four Goals.
Then it picks the winner.
But here is the key design decision.
Ver raw
The first network forecasts returns. Not just Apple looks good. It outputs a specific number. Say, a 1.2% expected gain next week. Adjusted for recent Drawdown and volatility. The second network forecasts correlations. How much will Tesla and Nvidia move together over the next 60 days? 0.7? 0.3? That number completely changes how the portfolio should be built. The result? A dynamic picture of expected returns and real diversification. Not the kind that falls apart the moment things get volatile. . Here is where most systems stop. They forecast then they rebalance. QuantGuard does not just rebalance. It optimizes and the difference matters. It uses NSGA2, a genetic algorithm that solves multi-objective problems. It is simultaneously chasing four goals. Maximize expected return. Match your asset preferences, control leverage, and minimize correlation risk. Every day it generates 50 candidate portfolios, 50 different allocations that balance those four Goals. Then it picks the winner. But here is the key design decision.