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portfolio optimization

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Model Perspective
Model Perspective
Dec 19, 2024 · Fundamentals

How Calculus Powers Optimal Investment Strategies

This article explains how calculus and mathematical modeling can maximize investment returns, balance risk and reward, and optimize portfolio allocation, using derivative analysis, utility functions, Lagrange multipliers, and integration for long‑term planning, illustrating the scientific power behind financial decision‑making.

Investmentcalculusmathematical modeling
0 likes · 5 min read
How Calculus Powers Optimal Investment Strategies
Model Perspective
Model Perspective
Mar 9, 2024 · Fundamentals

How Monte Carlo Simulations Reveal Portfolio Sensitivity: A Python Walkthrough

This article explains how Monte Carlo simulation can be used for sensitivity analysis in portfolio risk assessment, walks through a Python implementation, and demonstrates how varying asset allocations impacts expected return and volatility.

Pythonmonte carloportfolio optimization
0 likes · 10 min read
How Monte Carlo Simulations Reveal Portfolio Sensitivity: A Python Walkthrough
Model Perspective
Model Perspective
Dec 29, 2022 · Fundamentals

Build an Optimal Stock Portfolio with Markowitz Mean‑Variance Model in Python

This article explains how to model and solve a three‑stock portfolio optimization problem using Markowitz's mean‑variance framework, compute asset statistics with Python, and obtain the optimal allocation via quadratic programming.

Markowitz modelPythonfinance
0 likes · 6 min read
Build an Optimal Stock Portfolio with Markowitz Mean‑Variance Model in Python
DataFunSummit
DataFunSummit
Mar 26, 2022 · Artificial Intelligence

Deep Learning‑Based Design of Financial Index Funds Using Graph Neural Networks

This talk presents a deep‑learning framework that formulates financial index‑fund construction as a sparse portfolio optimization problem, solves the mixed‑integer programming via a two‑stage graph‑neural‑network pipeline, and demonstrates superior tracking performance and scalability on large‑scale index datasets.

AI financeDeep LearningGraph Neural Networks
0 likes · 16 min read
Deep Learning‑Based Design of Financial Index Funds Using Graph Neural Networks