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Created January 7, 2023 04:00
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Smooth Prediction.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/sudeepraja/a0ac05c894e2d398ae0703a426f501c0/smooth-prediction.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Zo8HcrEo_vu8",
"outputId": "660c000c-a3dd-4e86-d54b-f0b08a228bfa"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: yfinance in /usr/local/lib/python3.8/dist-packages (0.2.3)\n",
"Requirement already satisfied: appdirs>=1.4.4 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.4.4)\n",
"Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.8/dist-packages (from yfinance) (2.28.1)\n",
"Requirement already satisfied: html5lib>=1.1 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.1)\n",
"Requirement already satisfied: pandas>=1.3.0 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.3.5)\n",
"Requirement already satisfied: beautifulsoup4>=4.11.1 in /usr/local/lib/python3.8/dist-packages (from yfinance) (4.11.1)\n",
"Requirement already satisfied: frozendict>=2.3.4 in /usr/local/lib/python3.8/dist-packages (from yfinance) (2.3.4)\n",
"Requirement already satisfied: lxml>=4.9.1 in /usr/local/lib/python3.8/dist-packages (from yfinance) (4.9.2)\n",
"Requirement already satisfied: numpy>=1.16.5 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.21.6)\n",
"Requirement already satisfied: cryptography>=3.3.2 in /usr/local/lib/python3.8/dist-packages (from yfinance) (39.0.0)\n",
"Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.8/dist-packages (from yfinance) (0.0.11)\n",
"Requirement already satisfied: pytz>=2022.5 in /usr/local/lib/python3.8/dist-packages (from yfinance) (2022.7)\n",
"Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.8/dist-packages (from beautifulsoup4>=4.11.1->yfinance) (2.3.2.post1)\n",
"Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.8/dist-packages (from cryptography>=3.3.2->yfinance) (1.15.1)\n",
"Requirement already satisfied: webencodings in /usr/local/lib/python3.8/dist-packages (from html5lib>=1.1->yfinance) (0.5.1)\n",
"Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.8/dist-packages (from html5lib>=1.1->yfinance) (1.15.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=1.3.0->yfinance) (2.8.2)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n",
"Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.1.1)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.10)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2022.12.7)\n",
"Requirement already satisfied: pycparser in /usr/local/lib/python3.8/dist-packages (from cffi>=1.12->cryptography>=3.3.2->yfinance) (2.21)\n"
]
}
],
"source": [
"import cvxpy as cp\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"!pip install yfinance\n",
"import yfinance as yf\n",
"import pandas as pd\n",
"import string\n",
"import random\n",
"\n",
"sns.set_context(\"notebook\")\n",
"plt.rcParams[\"figure.figsize\"] = (16, 8)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WMdAyimNtxZk"
},
"source": [
"# BCRP and FTL"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "mgLtlwsiHX0j"
},
"outputs": [],
"source": [
"\n",
"def Best_Constantly_Rebalanced_Portfolio(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" x = cp.Variable(n)\n",
"\n",
" obj = cp.sum(cp.log(r@x))\n",
" prob = cp.Problem(cp.Maximize(obj), [cp.sum(x) == 1, x >= 0])\n",
" prob.solve()\n",
" return x.value"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uk6f1yfFTPEw"
},
"source": [
"# Smooth Prediction\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"id": "SF4FW2jIgmNt"
},
"outputs": [],
"source": [
"## Agarwal and Hazan\n",
"## Smooth Prediction and Modified Smooth Prediction\n",
"## FTRL with log barrier\n",
"\n",
"def Smooth_Prediction(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" x = np.zeros((T,n))\n",
" I = np.identity(n)\n",
" for t in range(T):\n",
" x[t] = Best_Constantly_Rebalanced_Portfolio(np.concatenate((I, r[:t])))\n",
"\n",
" return x\n",
"\n",
"def FTRL_Log_Barrier(r, epsilon):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" x = cp.Variable(n)\n",
" \n",
"\n",
" obj = cp.sum(cp.log(r@x)) + epsilon * cp.sum(cp.log(x))\n",
" prob = cp.Problem(cp.Maximize(obj), [cp.sum(x) == 1, x >= 0])\n",
" prob.solve()\n",
" return x.value\n",
"\n",
"def Modified_Smooth_Prediction(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" tilde_r = np.ones((T,n))\n",
" x = np.zeros((T,n))\n",
" alpha = n*np.sqrt(np.log(T+1)/(T))\n",
" r_min = alpha/n\n",
" epsilon = 1/r_min\n",
" for t in range(T):\n",
" y = FTRL_Log_Barrier(tilde_r[:t], epsilon)\n",
" tilde_r[t] = (1-alpha/n)*r[t] + alpha/n\n",
" x[t] = (1-alpha)*y + alpha/n\n",
"\n",
" return x\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "04eP9U2ZnJBq"
},
"source": [
"# Simulation Experiment\n",
"\n",
"Generate returns using a log-normal distribution."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"id": "7LUPxfF6Xxq9"
},
"outputs": [],
"source": [
"# Number of stocks\n",
"n = 5\n",
"# Create dummy stock labels\n",
"dummy_stocks = [''.join(random.choices(string.ascii_uppercase, k=5)) for i in range(n)]\n",
"# Number of trading days\n",
"T = 700\n",
"\n",
"#Log-normal returns\n",
"r = np.exp(np.random.normal(0, 0.03, size=(T,n)))\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "m5sQPJ5duXlO",
"outputId": "83ead749-4ac3-42f5-aed0-235ff0e298d9"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6086f9e6d0>"
]
},
"metadata": {},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df.plot(logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"id": "otkfi5GBYdFE"
},
"outputs": [],
"source": [
"sp = Smooth_Prediction(r)\n",
"df[\"SP\"] = np.cumprod(np.sum(r*sp, axis=1))\n",
"\n",
"msp = Modified_Smooth_Prediction(r)\n",
"df[\"MSP\"] = np.cumprod(np.sum(r*msp, axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "FNar6WgjwqeH",
"outputId": "b3a59f0b-0536-486f-ebdb-7e1bd7cd874e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6086289d00>"
]
},
"metadata": {},
"execution_count": 28
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df.plot(logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"id": "5Ew-XL4GHWZ9"
},
"outputs": [],
"source": [
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df['UCRP'] = np.cumprod(np.sum(r*(np.ones(n)/n), axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "OW6ckYT2HfUP",
"outputId": "e133e2f0-0162-44ce-cc15-b3cfb000192f"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f60861af400>"
]
},
"metadata": {},
"execution_count": 30
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df[[\"BCRP\",\"UCRP\", \"SP\", \"MSP\"]].plot(logy=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9doDLMZ2ps9k"
},
"source": [
"# Market Data\n",
"\n",
"Gather market data from Yahoo Finance and compute returns"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_knon8txp54W",
"outputId": "abf7af7c-9c22-4db9-a744-dfa29b998f97"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[*********************100%***********************] 5 of 5 completed\n"
]
}
],
"source": [
"# Date range\n",
"start = '2020-01-01'\n",
"end = '2022-11-12'\n",
"\n",
"# Tickers of assets\n",
"assets = [\"MS\",\"XOM\",\"AMZN\",\"VZ\",\"BA\"]\n",
"assets.sort()\n",
"n = len(assets)\n",
"# Downloading data\n",
"data = yf.download(assets, start = start, end = end)\n",
"data = data.loc[:,('Adj Close', slice(None))]\n",
"data.columns = assets\n",
"\n",
"# Calculating returns\n",
"\n",
"df = 1+data[assets].pct_change().dropna()/100 \n",
"r = df.to_numpy()\n",
"df = df.cumprod(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "PVZwoRxpqcMd",
"outputId": "4d5d1877-18b9-4132-c111-adb9fc842335"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6086252f70>"
]
},
"metadata": {},
"execution_count": 32
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df.plot()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"id": "MK1h8ahNtqT2"
},
"outputs": [],
"source": [
"sp = Smooth_Prediction(r)\n",
"df[\"SP\"] = np.cumprod(np.sum(r*sp, axis=1))\n",
"\n",
"msp = Modified_Smooth_Prediction(r)\n",
"df[\"MSP\"] = np.cumprod(np.sum(r*msp, axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "RFGlDGk1wH41",
"outputId": "1396cece-317e-48bd-c6b0-2b06453d93f8"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f60861fb970>"
]
},
"metadata": {},
"execution_count": 34
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df.plot(logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"id": "HAw-4a_gxBBW"
},
"outputs": [],
"source": [
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df['UCRP'] = np.cumprod(np.sum(r*(np.ones(n)/n), axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "sdzXWCyTR0bG",
"outputId": "be12b68c-b95f-4671-bc84-f7d070804cae"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6086250580>"
]
},
"metadata": {},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df[[\"BCRP\",\"UCRP\", \"SP\", \"MSP\"]].plot(logy=True)"
]
}
],
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyNPnmZ6KSdhl8mD5mid83lb",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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