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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "26685d55-daf9-4028-bfeb-4581162c07de", | |
"metadata": {}, | |
"source": [ | |
"# Brownian Distance Variance Portfolio Optimization\n", | |
"\n", | |
"<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", | |
"<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", | |
"<br>__[Riskfolio-Lib](http://riskfolio-lib.readthedocs.io/)__\n", | |
"<br>__[Practical Econometrics with Python](https://www.amazon.com/-/es/Marlon-Saito-ebook/dp/B08KJ1322G/ref=sr_1_1?dchild=1&qid=1603904149&refinements=p_27%3AMarlon+Saito&s=digital-text&sr=1-1&text=Marlon+Saito)__ \n", | |
"<br>__[Econometría Práctica con Python](https://www.amazon.com/-/es/Marlon-Saito-ebook/dp/B08KHZKV9R/ref=sr_1_2?dchild=1&qid=1603903646&refinements=p_27%3AMarlon+Saito&s=digital-text&sr=1-2&text=Marlon+Saito)__ \n", | |
"\n", | |
"<br>Hola gente, espero les guste este post que es de uno de los temas más recientes en la gestión de portafolios. No se olviden que para Python les recomiendo que usen __[winpython](https://winpython.github.io/)__ (solo windows, pero es portable) o __[anaconda](https://www.anaconda.com/download/)__ (es multiplataforma, pero requiere de instalación). Al instalar cualquiera de estas distribuciones encontraran los ejecutables Jupyter Notebook (el formato del post, los archivos tienen extensión es .ipynb) y Spyder (IDE que recomiendo para trabajar porque permite visualizar las variables y su tipo, los archivos tienen extensión es .py)\n", | |
"\n", | |
"En la página del blog dejaré los notebooks (se abren con jupyter notebook), los scripts de python (recomiendo que usen spyder para trabajar con estos archivos) y los archivos en excel con la data usada en los ejemplos.\n", | |
"\n", | |
"# 1. Brownian Distance Variance\n", | |
"\n", | |
"La brownian distance covariance es una medida de dispersión propuesta por __[ Székely et al. (2007)](https://arxiv.org/pdf/0803.4101.pdf)__ que permite medir relaciones lineales y no lineales. La brownian distance variance es el caso especial cuando la brownian distance covariance se calcula respecto a la misma variable aleatoria. Minimizar la brownian distance variance permite diversificar relaciones no lineales a diferencia de la varianza tradicional que solo diversifica las relaciones lineales entre los activos. La optimización de la brownian distance variance fue propuesta por __[Cajas (2023)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4561293)__ y el portafolio óptimo se puede obtener resolviendo el siguiente problema:\n", | |
"\n", | |
"$$\n", | |
"\\begin{aligned}\n", | |
"\\min_{x,\\, D} & \\quad \\frac{1}{T^2} \\left [ \\| D \\|^{2}_{F} + \\frac{1}{T^2}(\\mathbf{1}^{\\prime}_{T} D \\mathbf{1}_{T})^{2} \\right ] \\\\\n", | |
"\\text{s.t.} & \\quad \\sum^{n}_{i=1}x_{i} = 1 \\\\\n", | |
"& \\quad x \\geq 0 \\\\\n", | |
"& \\quad D \\geq y \\mathbf{1}^{\\prime}_{T} - \\mathbf{1}_{T} y^{\\prime} \\\\\n", | |
"& \\quad D \\geq -\\left ( y \\mathbf{1}^{\\prime}_{T} - \\mathbf{1}_{T} y^{\\prime} \\right ) \\\\\n", | |
"& \\quad y = Rx\n", | |
"\\end{aligned}\n", | |
"$$\n", | |
"Donde $\\|.\\|_{F}$ es la Frobenius norm, $D$ es una variable auxiliar simetrica matricial que representa el valor absoluto de todas las combinaciones de diferencias entre retornos, $\\mathbf{1}_n$ es un vector columna de unos, $R$ es la matriz de retornos de los activos, $x$ es el vector de pesos del portafolio." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "3c52d05a-2342-4ddc-bcc3-afae54e9203b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[*********************100%***********************] 25 of 25 completed\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import yfinance as yf\n", | |
"import warnings\n", | |
"\n", | |
"warnings.filterwarnings(\"ignore\")\n", | |
"\n", | |
"yf.pdr_override()\n", | |
"pd.options.display.float_format = '{:.4%}'.format\n", | |
"\n", | |
"# Date range\n", | |
"start = '2018-01-01'\n", | |
"end = '2021-12-30'\n", | |
"\n", | |
"# Tickers of assets\n", | |
"assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n", | |
" 'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n", | |
" 'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n", | |
"assets.sort()\n", | |
"\n", | |
"# Downloading data\n", | |
"data = yf.download(assets, start = start, end = end)\n", | |
"data = data.loc[:,('Adj Close', slice(None))]\n", | |
"data.columns = assets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "79c3f4b0-aefb-4578-af91-495a1e1f1739", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>APA</th>\n", | |
" <th>BA</th>\n", | |
" <th>BAX</th>\n", | |
" <th>BMY</th>\n", | |
" <th>CMCSA</th>\n", | |
" <th>CNP</th>\n", | |
" <th>CPB</th>\n", | |
" <th>DE</th>\n", | |
" <th>HPQ</th>\n", | |
" <th>JCI</th>\n", | |
" <th>...</th>\n", | |
" <th>NI</th>\n", | |
" <th>PCAR</th>\n", | |
" <th>PSA</th>\n", | |
" <th>SEE</th>\n", | |
" <th>T</th>\n", | |
" <th>TGT</th>\n", | |
" <th>TMO</th>\n", | |
" <th>TXT</th>\n", | |
" <th>VZ</th>\n", | |
" <th>ZION</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2018-01-03</th>\n", | |
" <td>2.3251%</td>\n", | |
" <td>0.3234%</td>\n", | |
" <td>1.6078%</td>\n", | |
" <td>0.0815%</td>\n", | |
" <td>-1.6070%</td>\n", | |
" <td>-0.2141%</td>\n", | |
" <td>-1.4138%</td>\n", | |
" <td>0.4557%</td>\n", | |
" <td>0.2345%</td>\n", | |
" <td>1.9095%</td>\n", | |
" <td>...</td>\n", | |
" <td>-0.6309%</td>\n", | |
" <td>1.2188%</td>\n", | |
" <td>0.2181%</td>\n", | |
" <td>0.0809%</td>\n", | |
" <td>-2.3093%</td>\n", | |
" <td>-0.6802%</td>\n", | |
" <td>1.8344%</td>\n", | |
" <td>0.5759%</td>\n", | |
" <td>-2.0549%</td>\n", | |
" <td>-0.1183%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-01-04</th>\n", | |
" <td>3.3312%</td>\n", | |
" <td>-0.3794%</td>\n", | |
" <td>0.2345%</td>\n", | |
" <td>1.2959%</td>\n", | |
" <td>0.6434%</td>\n", | |
" <td>0.1073%</td>\n", | |
" <td>0.8348%</td>\n", | |
" <td>0.5733%</td>\n", | |
" <td>0.7487%</td>\n", | |
" <td>2.2844%</td>\n", | |
" <td>...</td>\n", | |
" <td>-0.4365%</td>\n", | |
" <td>1.2718%</td>\n", | |
" <td>-1.7701%</td>\n", | |
" <td>0.2224%</td>\n", | |
" <td>0.9296%</td>\n", | |
" <td>-1.9651%</td>\n", | |
" <td>1.2518%</td>\n", | |
" <td>-0.0867%</td>\n", | |
" <td>0.3242%</td>\n", | |
" <td>0.4147%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-01-05</th>\n", | |
" <td>-0.9608%</td>\n", | |
" <td>4.1022%</td>\n", | |
" <td>1.1255%</td>\n", | |
" <td>0.2267%</td>\n", | |
" <td>0.9098%</td>\n", | |
" <td>-0.4287%</td>\n", | |
" <td>0.3821%</td>\n", | |
" <td>0.4260%</td>\n", | |
" <td>1.0218%</td>\n", | |
" <td>-3.5885%</td>\n", | |
" <td>...</td>\n", | |
" <td>-1.1957%</td>\n", | |
" <td>0.3340%</td>\n", | |
" <td>-0.5859%</td>\n", | |
" <td>-0.3026%</td>\n", | |
" <td>0.3684%</td>\n", | |
" <td>1.0630%</td>\n", | |
" <td>1.7137%</td>\n", | |
" <td>1.5978%</td>\n", | |
" <td>-0.2281%</td>\n", | |
" <td>0.0393%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-01-08</th>\n", | |
" <td>-1.0131%</td>\n", | |
" <td>0.4242%</td>\n", | |
" <td>0.1446%</td>\n", | |
" <td>0.0323%</td>\n", | |
" <td>-1.3645%</td>\n", | |
" <td>0.6100%</td>\n", | |
" <td>0.7190%</td>\n", | |
" <td>0.4928%</td>\n", | |
" <td>0.4138%</td>\n", | |
" <td>1.3535%</td>\n", | |
" <td>...</td>\n", | |
" <td>0.8471%</td>\n", | |
" <td>-0.3196%</td>\n", | |
" <td>0.7973%</td>\n", | |
" <td>0.4452%</td>\n", | |
" <td>0.2884%</td>\n", | |
" <td>0.9467%</td>\n", | |
" <td>0.1631%</td>\n", | |
" <td>-0.2564%</td>\n", | |
" <td>-0.1715%</td>\n", | |
" <td>-0.4914%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-01-09</th>\n", | |
" <td>-2.9834%</td>\n", | |
" <td>2.6697%</td>\n", | |
" <td>0.1444%</td>\n", | |
" <td>-0.0969%</td>\n", | |
" <td>0.3211%</td>\n", | |
" <td>-0.9986%</td>\n", | |
" <td>0.0423%</td>\n", | |
" <td>2.7869%</td>\n", | |
" <td>-0.1374%</td>\n", | |
" <td>-0.4879%</td>\n", | |
" <td>...</td>\n", | |
" <td>-1.2000%</td>\n", | |
" <td>-0.0401%</td>\n", | |
" <td>-1.1693%</td>\n", | |
" <td>-1.3497%</td>\n", | |
" <td>-0.2607%</td>\n", | |
" <td>2.9176%</td>\n", | |
" <td>1.6673%</td>\n", | |
" <td>0.1714%</td>\n", | |
" <td>-0.3668%</td>\n", | |
" <td>2.3508%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 25 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" APA BA BAX BMY CMCSA CNP CPB \\\n", | |
"Date \n", | |
"2018-01-03 2.3251% 0.3234% 1.6078% 0.0815% -1.6070% -0.2141% -1.4138% \n", | |
"2018-01-04 3.3312% -0.3794% 0.2345% 1.2959% 0.6434% 0.1073% 0.8348% \n", | |
"2018-01-05 -0.9608% 4.1022% 1.1255% 0.2267% 0.9098% -0.4287% 0.3821% \n", | |
"2018-01-08 -1.0131% 0.4242% 0.1446% 0.0323% -1.3645% 0.6100% 0.7190% \n", | |
"2018-01-09 -2.9834% 2.6697% 0.1444% -0.0969% 0.3211% -0.9986% 0.0423% \n", | |
"\n", | |
" DE HPQ JCI ... NI PCAR PSA SEE \\\n", | |
"Date ... \n", | |
"2018-01-03 0.4557% 0.2345% 1.9095% ... -0.6309% 1.2188% 0.2181% 0.0809% \n", | |
"2018-01-04 0.5733% 0.7487% 2.2844% ... -0.4365% 1.2718% -1.7701% 0.2224% \n", | |
"2018-01-05 0.4260% 1.0218% -3.5885% ... -1.1957% 0.3340% -0.5859% -0.3026% \n", | |
"2018-01-08 0.4928% 0.4138% 1.3535% ... 0.8471% -0.3196% 0.7973% 0.4452% \n", | |
"2018-01-09 2.7869% -0.1374% -0.4879% ... -1.2000% -0.0401% -1.1693% -1.3497% \n", | |
"\n", | |
" T TGT TMO TXT VZ ZION \n", | |
"Date \n", | |
"2018-01-03 -2.3093% -0.6802% 1.8344% 0.5759% -2.0549% -0.1183% \n", | |
"2018-01-04 0.9296% -1.9651% 1.2518% -0.0867% 0.3242% 0.4147% \n", | |
"2018-01-05 0.3684% 1.0630% 1.7137% 1.5978% -0.2281% 0.0393% \n", | |
"2018-01-08 0.2884% 0.9467% 0.1631% -0.2564% -0.1715% -0.4914% \n", | |
"2018-01-09 -0.2607% 2.9176% 1.6673% 0.1714% -0.3668% 2.3508% \n", | |
"\n", | |
"[5 rows x 25 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Calculating returns\n", | |
"\n", | |
"Y = data[assets].pct_change().dropna()\n", | |
"\n", | |
"display(Y.head())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "5d6da5c5-bdff-441b-ae09-77dac5b4141d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from scipy.spatial.distance import pdist, squareform\n", | |
"\n", | |
"def dcov(X, Y):\n", | |
"\n", | |
" X = np.atleast_1d(X)\n", | |
" Y = np.atleast_1d(Y)\n", | |
"\n", | |
" if np.prod(X.shape) == len(X):\n", | |
" X = X[:, None]\n", | |
" if np.prod(Y.shape) == len(Y):\n", | |
" Y = Y[:, None]\n", | |
"\n", | |
" X = np.atleast_2d(X)\n", | |
" Y = np.atleast_2d(Y)\n", | |
" T = X.shape[0]\n", | |
"\n", | |
" if Y.shape[0] != X.shape[0]:\n", | |
" raise ValueError(\"Number of samples must match\")\n", | |
"\n", | |
" a = squareform(pdist(X))\n", | |
" b = squareform(pdist(Y))\n", | |
"\n", | |
" A = a - a.mean(axis=0)[None, :] - a.mean(axis=1)[:, None] + a.mean()\n", | |
" B = b - b.mean(axis=0)[None, :] - b.mean(axis=1)[:, None] + b.mean()\n", | |
"\n", | |
" dcov2_xy = (A * B).sum() / float(T * T)\n", | |
" value = dcov2_xy\n", | |
"\n", | |
" return value" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "c92dfe64-c5cb-4bd3-b8c9-c77cd2311642", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from scipy.linalg import sqrtm\n", | |
"\n", | |
"T, N = Y.shape\n", | |
"\n", | |
"mu = Y.mean().to_numpy().reshape(-1,1)\n", | |
"Sigma = Y.cov().to_numpy()\n", | |
"\n", | |
"rs = np.random.RandomState(seed=123)\n", | |
"s1 = rs.dirichlet([0.1] * len(assets), 2000)\n", | |
"s2 = rs.dirichlet([0.25] * len(assets), 2000)\n", | |
"s3 = rs.dirichlet([0.5] * len(assets), 2000)\n", | |
"s4 = rs.dirichlet([0.75] * len(assets), 2000)\n", | |
"s5 = rs.dirichlet([1.0] * len(assets), 2000)\n", | |
"s6 = rs.dirichlet([1.5] * len(assets), 2000)\n", | |
"s7 = rs.dirichlet([2.0] * len(assets), 2000)\n", | |
"s8 = rs.dirichlet([3.0] * len(assets), 2000)\n", | |
"sample = np.concatenate([s1, s2, s3, s4, s5, s6, s7, s8], axis=0)\n", | |
"sample = sample/sample.sum(axis=1).reshape(-1,1)\n", | |
"\n", | |
"mean_1 = sample @ mu\n", | |
"std_1 = np.linalg.norm(sqrtm(Sigma) @ sample.T, ord=2, axis=0).reshape(-1,1)\n", | |
"sharpe_1 = mean_1/std_1\n", | |
"\n", | |
"R = sample @ Y.to_numpy().T\n", | |
"dstd_1 = []\n", | |
"for row in R:\n", | |
" dstd_1.append(dcov(row, row)**0.5)\n", | |
"dstd_1 = np.array(dstd_1).reshape(-1,1)\n", | |
"sharpe_2 = mean_1/dstd_1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "e20179d1-e9b4-4b42-b350-7d08c3586169", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" 0\n", | |
"APA 0.0000%\n", | |
"BA 0.0000%\n", | |
"BAX 5.3919%\n", | |
"BMY 9.0650%\n", | |
"CMCSA 0.0000%\n", | |
"CNP 0.0000%\n", | |
"CPB 9.6386%\n", | |
"DE 0.0000%\n", | |
"HPQ 0.0000%\n", | |
"JCI 0.0000%\n", | |
"JPM 0.0000%\n", | |
"LUV 1.7990%\n", | |
"MMC 8.1100%\n", | |
"MO 2.5048%\n", | |
"MSFT 1.2013%\n", | |
"NI 3.3927%\n", | |
"PCAR 2.9249%\n", | |
"PSA 16.1955%\n", | |
"SEE 0.8947%\n", | |
"T 1.4452%\n", | |
"TGT 6.1671%\n", | |
"TMO 4.0259%\n", | |
"TXT 0.0000%\n", | |
"VZ 27.2434%\n", | |
"ZION 0.0000%\n" | |
] | |
} | |
], | |
"source": [ | |
"import cvxpy as cp\n", | |
"\n", | |
"r = Y.to_numpy()\n", | |
"\n", | |
"X = cp.Variable((T, T), symmetric=True)\n", | |
"x = cp.Variable((N,1))\n", | |
"k = cp.Variable(nonneg=True)\n", | |
"\n", | |
"ones = np.ones((T,1))\n", | |
"y = r @ x\n", | |
"risk = cp.sum_squares(X)/T**2 + cp.sum(X)**2/T**4\n", | |
"\n", | |
"constraints = [cp.sum(x) == 1,\n", | |
" x >= 0,\n", | |
" X >= (y @ ones.T - ones @ y.T),\n", | |
" X >= -(y @ ones.T - ones @ y.T),\n", | |
" ]\n", | |
"\n", | |
"obj= cp.Minimize(risk)\n", | |
"prob = cp.Problem(obj, constraints)\n", | |
"prob.solve(solver = cp.CLARABEL)\n", | |
"\n", | |
"weights_1 = pd.DataFrame(x.value, index=assets)\n", | |
"print(weights_1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "ea099780-66e6-4371-9f37-a44c5b0e5671", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" weights\n", | |
"APA 0.0000%\n", | |
"BA 0.0000%\n", | |
"BAX 1.0525%\n", | |
"BMY 12.8857%\n", | |
"CMCSA 0.0000%\n", | |
"CNP 0.0000%\n", | |
"CPB 13.2687%\n", | |
"DE 0.0000%\n", | |
"HPQ 0.0000%\n", | |
"JCI 0.0000%\n", | |
"JPM 0.0000%\n", | |
"LUV 0.3901%\n", | |
"MMC 5.4546%\n", | |
"MO 0.5901%\n", | |
"MSFT 0.0000%\n", | |
"NI 0.0000%\n", | |
"PCAR 4.5372%\n", | |
"PSA 14.0324%\n", | |
"SEE 2.2724%\n", | |
"T 0.0000%\n", | |
"TGT 5.4639%\n", | |
"TMO 5.5437%\n", | |
"TXT 0.0000%\n", | |
"VZ 34.5085%\n", | |
"ZION 0.0000%\n" | |
] | |
} | |
], | |
"source": [ | |
"x = cp.Variable((N,1))\n", | |
"g = cp.Variable(nonneg=True)\n", | |
"\n", | |
"G = sqrtm(Sigma)\n", | |
"\n", | |
"constraints = [cp.sum(x) == 1,\n", | |
" x >= 0,\n", | |
" cp.SOC(g, G @ x)\n", | |
" ]\n", | |
"\n", | |
"obj = cp.Minimize(g)\n", | |
"prob = cp.Problem(obj, constraints)\n", | |
"prob.solve()\n", | |
"weights_2 = pd.DataFrame(x.value, index=assets, columns=['weights'])\n", | |
"\n", | |
"print(weights_2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "77844096-adf7-414f-8c6c-34c36674d796", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#%%\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.ticker as mtick\n", | |
"\n", | |
"z_1 = (r @ weights_1.to_numpy()).ravel()\n", | |
"z_2 = (r @ weights_2.to_numpy()).ravel()\n", | |
"dvar_1 = dcov(z_1, z_1)\n", | |
"dvar_2 = dcov(z_2, z_2)\n", | |
"shp_1 = (mu.T @ weights_1.to_numpy()).item()/dvar_1**0.5\n", | |
"shp_2 = (mu.T @ weights_2.to_numpy()).item()/dvar_2**0.5\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize=(10,6))\n", | |
"\n", | |
"ax1 = ax.scatter(dstd_1, mean_1, c=sharpe_2, cmap = 'RdYlBu')\n", | |
"\n", | |
"ax.scatter(dvar_1**0.5,\n", | |
" (mu.T @ weights_1.to_numpy()).item(),\n", | |
" marker='*',\n", | |
" c='forestgreen',\n", | |
" s=2**8,\n", | |
" label='Min Brownian Distance Standard Deviation ({:.2%})'.format(dvar_1**0.5))\n", | |
"\n", | |
"ax.scatter(dvar_2**0.5,\n", | |
" (mu.T @ weights_2.to_numpy()).item(),\n", | |
" marker='*',\n", | |
" c='fuchsia',\n", | |
" s=2**8,\n", | |
" label='Min Standard Deviation ({:.2%})'.format(dvar_2**0.5))\n", | |
"\n", | |
"ax.set_xlabel('Daily Brownian Distance Standard Deviation')\n", | |
"ax.set_ylabel('Daily Expected Return')\n", | |
"vals = ax.get_yticks()\n", | |
"ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n", | |
"vals = ax.get_xticks()\n", | |
"ax.set_xticklabels(['{:,.2%}'.format(x) for x in vals])\n", | |
"ax.grid(linestyle = 'dotted')\n", | |
"ax.legend(loc=\"upper right\")\n", | |
"colorbar = ax.figure.colorbar(ax1)\n", | |
"colorbar.set_label(\"Return / Brownian Distance Standard Deviation\")\n", | |
"fig.tight_layout()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.10.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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Hola Dany, muy interesante también este estudio. Una cosa, tengo un ordenador bastante potente y se invierte mucho tiempo en los cálculos, hay alguna posibilidad de usar la GPU y como habría que modificar el programa?