"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter Outline:\n",
"1. Recap\n",
"2. Chapter Goals\n",
"3. Expectation-Maximization walkthrough\n",
"4. GMM application\n",
"5. Choosing Number of Components\n",
"6. GMM exploration\n",
"7. Conclusions"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:03.642794Z",
"start_time": "2018-09-07T22:58:35.212211Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2018-09-07T16:58:35-06:00\n",
"\n",
"CPython 3.6.3\n",
"IPython 6.2.1\n",
"\n",
"compiler : GCC 7.2.0\n",
"system : Linux\n",
"release : 4.15.0-33-generic\n",
"machine : x86_64\n",
"processor : x86_64\n",
"CPU cores : 12\n",
"interpreter: 64bit\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/media/bcr/HDD/anaconda3/envs/bayes_dash/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"pandas 0.23.3\n",
"pandas_datareader 0.6.0+21.gda18fbd\n",
"numpy 1.14.5\n",
"sklearn 0.19.1\n",
"statsmodels 0.9.0\n",
"scipy 1.1.0\n",
"pymc3 3.5\n",
"matplotlib 2.2.2\n",
"seaborn 0.9.0\n",
"plotnine 0.3.0\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"from IPython.display import display\n",
"from IPython.core.debugger import set_trace as bp\n",
"# import standard libs\n",
"from pathlib import PurePath, Path\n",
"import sys\n",
"import time\n",
"import os\n",
"import pickle\n",
"os.environ['THEANO_FLAGS'] = 'device=cpu,floatX=float32'\n",
"\n",
"# get project dir\n",
"pp = PurePath(Path.cwd()).parts[:-1]\n",
"pdir = PurePath(*pp)\n",
"data_dir = pdir/'data'\n",
"script_dir = pdir / 'scripts' \n",
"sys.path.append(script_dir.as_posix())\n",
"\n",
"# import python scientific stack\n",
"import pandas as pd\n",
"pd.options.display.float_format = '{:,.4f}'.format\n",
"import pandas_datareader.data as web\n",
"import numpy as np\n",
"import sklearn.mixture as mix\n",
"from sklearn.model_selection import TimeSeriesSplit\n",
"import statsmodels.tsa.api as smt\n",
"import statsmodels.api as sm\n",
"import scipy.stats as stats\n",
"from numba import jit\n",
"import math\n",
"import pymc3 as pm\n",
"from theano import shared, theano as tt\n",
"from multiprocessing import cpu_count\n",
"\n",
"# import visual tools\n",
"from mpl_toolkits import mplot3d\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.gridspec as gridspec\n",
"%matplotlib inline\n",
"import plotnine as pn\n",
"import mizani.breaks as mzb\n",
"import mizani.formatters as mzf\n",
"import seaborn as sns\n",
"savefig_kwds=dict(dpi=300, bbox_inches='tight')\n",
"# import util libs\n",
"from tqdm import tqdm\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"from utils import cprint\n",
"\n",
"# set globals\n",
"plt.style.use('seaborn-talk')\n",
"plt.style.use('bmh')\n",
"plt.rcParams['font.family'] = 'Bitstream Vera Sans'#'DejaVu Sans Mono'\n",
"#plt.rcParams['font.size'] = 9.5\n",
"plt.rcParams['font.weight'] = 'medium'\n",
"plt.rcParams['figure.figsize'] = 10,7\n",
"\n",
"blue, green, red, purple, gold, teal = sns.color_palette('colorblind', 6)\n",
"RANDOM_STATE = 777\n",
"\n",
"print()\n",
"%watermark -p pandas,pandas_datareader,numpy,sklearn,statsmodels,scipy,pymc3,matplotlib,seaborn,plotnine"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Recap\n",
"\n",
"In the last chapter we went through some foundational concepts. \n",
"\n",
"We discussed stationarity, why it is important, and its rules. We were able to understand the concept by thoroughly examining the most common ways that financial time series violate the requirements. \n",
"\n",
"We illustrated how financial time series have trends _(means vary with time)_, changing volatility _(variance changes with time)_, clustering volatility _(autocorrelation between t and t+i)_.\n",
"\n",
"Using statistical techniques we demonstrated that asset returns from different time periods and scales appear to come from different distributions.\n",
"\n",
"We concluded that for our purposes of predicting future return distributions, techniques that cannot accomodate the time varying properties of financial asset returns are a danger to our trading acocunts."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter Goals\n",
"\n",
"In this chapter we will see how Gaussian Mixture Models (gmm) can help overcome some of the time series prediction issues we identified in chapter 1.\n",
"\n",
"1. Understand the intuition behind how GMM's can approximate nonstationary distributions\n",
"2. Understanding the underlying Expectation-Maximization algorithm\n",
"3. Use `sklearn` to choose the optimal number of components\n",
"4. Use `seaborn`, `plotnine`, and `matplotlib` for visual analysis\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gaussian Mixture Models (GMM) Intuition\n",
"\n",
"\n",
"Our biggest pain point results from the idea that asset returns are comprised of multiple distributions. Time varying means, and volatilities can be considered as coming from different distributions, regimes, or states _(moving forward I will use those terms interchangeably)_. Each regime has its own parameters. \n",
"\n",
"For example consider two regimes with the following characteristics.\n",
" \n",
" 1. Stable, low volatility\n",
" 2. Risky, high(er) volatility\n",
"\n",
"We can make an assumption that every data point from our return series has come from either the _stable_ or _risky_ regime. If we can classify each data point correctly then we can use the current regime's parameters as the input to our prediction for the next period. _As we know, the best estimate for an unpredictable future state is the current state._\n",
"\n",
"That sounds good however we still have some challenges. \n",
"\n",
"1. We do not know the parameters, ($\\mu, \\sigma$), for the two regimes. \n",
"2. We do not know which datapoint came from which regime."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On first pass this problem seems intractable. \n",
"\n",
"Fortunately for us, some smart people devised a solution. \n",
"\n",
"> __Expectation-maximization algorithm (EM, E-M, em, etc.)__\n",
"\n",
"Most introductory texts on this subject explain the topic using heavy maths first, somewhat obscuring the concept and leaving one feeling like its _magic_ and moving on. I hope to avoid that outcome in this brief intro and make it more intuitive. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Why do we need Expectation-Maximization, why bother to understand it?\n",
"\n",
"The EM algorithm and derivations thereof underpin many unsupervised learning methods including mixture modeling. It is useful in many real world applications where:\n",
"\n",
" - Data is corrupted.\n",
" - Data is missing.\n",
" - We do not know the parameters of data generating process (aka model, distribution).\n",
" - We do not know which data generating process generated which data point.\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Expectation-Maximization Walkthrough Example\n",
"\n",
"Let's continue with our example of an asset return series being generated by a combination of 2 Gaussian distributions. To start we let's say we have `3 trading years (252*3)` worth of return data. \n",
"\n",
"To start the algorithm all we have to do is guess at the parameters even though we know __those guesses are likely incorrect__.\n",
"\n",
"For example we can assume the stable regime has returns with mean `2.5%` and sigma `9%`, while the risky regime has `-1.0%` returns and `25%` volatility. Furthermore we will assume that each regime occurs with equal probability.\n",
"\n",
"The next step is to assume those incorrect guesses are correct and proceed to assign responsiblities _(aka probabilities or weights)_ to each data point. So for example assume the first data point we have is a return of `1.3%`. We must compute the probability that the `stable` regime, a Gaussian distribution with mean `2.5%` and std of `9%` generated that return. We do that for all the returns on the first pass, again reusing those initial incorrect guesses about the means and volatilties. We then compute the probability that the `risky` regime generated those data points. \n",
"\n",
"Next we sum those probabilities, normalize them, and use those assignments to reestimate the means and volatilities of the regimes. Rinse and repeat. \n",
"\n",
"What's remarkable about this iterative process is that we are guaranteed to improve our estimate at each iteration. \n",
"\n",
"_Note: this algorithm **does not** guarantee a global solution, but rather a local one. In practice the algorithm is started with multiple random parameter initializations in order to recover the best estimates of the true parameters._"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For this example let's assume we have deduced the true means, sigmas, and prior probabilities for each of the distributions, and we want to test the ability of the EM algorithm to recover this information from noisy data.\n",
"\n",
"To set up this brief demonstration below we define the number of samples `n`, the true means, and sigmas, as well as the true prior probability of each regime. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create Synthetic Return Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:07.466895Z",
"start_time": "2018-09-07T23:00:06.669858Z"
}
},
"outputs": [],
"source": [
"# Let's create some example return data to walk through the process. We will create a synthetic return series composed of two gaussians with different parameters. \n",
"n = 252 * 7\n",
"\n",
"true_stable_mu, true_stable_sigma = 0.15, 0.25\n",
"true_risky_mu, true_risky_sigma = -0.17, 0.45\n",
"\n",
"true_prob_stable = 0.65\n",
"true_prob_risky = 1 - true_prob_stable\n",
"\n",
"true_mus = np.array([true_stable_mu, true_risky_mu])\n",
"true_sigmas = np.array([true_stable_sigma, true_risky_sigma])\n",
"true_probs = np.array([true_prob_stable, true_prob_risky])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we create a little helper fun that takes our true parameters and creates a noisy, synthetic _(fake)_ return series by **mixing** our true distributions. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:14.764293Z",
"start_time": "2018-09-07T23:00:09.703961Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def mix_data(mus, sigmas, probs, n):\n",
"\n",
" np.random.seed(0)\n",
" # randomly sample from binomial to select distr.\n",
" z = np.random.binomial(1, true_probs[1], n)\n",
" # sample from normal distr. and associated parameters according to z\n",
" X = np.random.normal(true_mus[z], true_sigmas[z])\n",
" \n",
" # fake dates to make it look real\n",
" fake_dates = pd.date_range('2011', periods=n)\n",
" fake_returns = pd.Series(X, index=fake_dates)\n",
" \n",
" return fake_returns\n",
"\n",
"mixed = mix_data(true_mus, true_sigmas, true_probs, n=n)\n",
"\n",
"fig, axs = plt.subplots(nrows=3, figsize=(10,7))#, sharex=True)\n",
"\n",
"mixed.plot(ax=axs[0], label='fake returns')\n",
"mixed.cumsum().plot(ax=axs[1], label='fake cumulative returns')\n",
"sns.distplot(mixed, ax=axs[2], kde_kws=dict(cut=0), label='fake kde returns')\n",
"for ax in axs: \n",
" ax.legend(loc='upper left') \n",
" ax.tick_params('both', direction='inout', length=7, width=1, which='major')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Code Normal Distribution Class"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After creating our somewhat realistic looking mixture we need to code our normal distribution class. \n",
"\n",
"It needs to be able to take mu, sigma parameters and contain methods to compute the log probability density function (logpdf, or log_density) of the data given the parameters. It also needs to be able to estimate the parameters of the normal distribution given the data and weights."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:16.725740Z",
"start_time": "2018-09-07T23:00:15.887661Z"
}
},
"outputs": [],
"source": [
"# code adapted from: https://github.com/sseemayer/mixem\n",
"\n",
"class Normal:\n",
" \"\"\"Univariate normal distribution with parameters (mu, sigma).\"\"\"\n",
"\n",
" def __init__(self, mu, sigma):\n",
" self.mu = mu\n",
" self.sigma = sigma\n",
"\n",
" def log_density(self, data):\n",
" \"\"\"fn: compute log pdf of normal distr. given parameters and data\"\"\"\n",
" \n",
" assert(len(data.shape) == 1), \"Expect 1D data!\"\n",
" \n",
" # uncomment to confirm they produce same values\n",
" log_pdf = stats.norm.logpdf(data, loc=self.mu, scale=self.sigma)\n",
" #log_pdf = - (data - self.mu) ** 2 / (2 * self.sigma ** 2) - np.log(self.sigma) - 0.5 * np.log(2 * np.pi)\n",
" return log_pdf\n",
"\n",
" def estimate_parameters(self, data, weights):\n",
" \"\"\"fn: estimate parameters of normal distr. given data and weights\"\"\"\n",
" \n",
" assert(len(data.shape) == 1), \"Expect 1D data!\"\n",
"\n",
" wsum = np.sum(weights)\n",
"\n",
" self.mu = np.sum(weights * data) / wsum\n",
" self.sigma = np.sqrt(np.sum(weights * (data - self.mu) ** 2) / wsum) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Initialize Expectation-Maximization Algorithm\n",
"\n",
"Now we can make incorrect guesses about the parameters of the two distributions as initial starting points to the EM algorithm. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:19.903152Z",
"start_time": "2018-09-07T23:00:18.884287Z"
}
},
"outputs": [],
"source": [
"# terrible guesses at the true prior probability\n",
"init_stable_prob = 0.5\n",
"init_volatile_prob = 0.5\n",
"\n",
"# guesses at starting mean\n",
"init_stable_mean = 0.10\n",
"init_volatile_mean = -0.1\n",
"\n",
"# guesses at starting std\n",
"init_stable_std = 0.10\n",
"init_volatile_std = 0.3\n",
"\n",
"init_probs = np.array([init_stable_prob, init_volatile_prob])\n",
"init_means = np.array([init_stable_mean, init_volatile_mean])\n",
"init_sigmas = np.array([init_stable_std, init_volatile_std])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we are ready to code the actual algorithm steps. Code is adapted from [here](https://github.com/sseemayer/mixem/blob/master/mixem/em.py)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:23.424677Z",
"start_time": "2018-09-07T23:00:22.104475Z"
}
},
"outputs": [],
"source": [
"# wrap our distributions in a list\n",
"distributions = [Normal(init_means[0], init_sigmas[0]), \n",
" Normal(init_means[1], init_sigmas[1])]\n",
"# set data\n",
"data = mixed.copy() \n",
"\n",
"# set algorithm parameters\n",
"max_iterations = tol_iters = 1000\n",
"tol=1e-5\n",
"\n",
"# get key dim info\n",
"n_distr = true_mus.shape[0]\n",
"n_data = data.shape[0]\n",
"\n",
"weight = np.array(init_probs) # init weight array\n",
"last_ll = np.full((tol_iters, ), np.nan) # init log-likelihood array\n",
"resp = np.empty((n_data, n_distr)) # init algo weights/resp array\n",
"log_density = np.empty((n_data, n_distr)) # init logpdf array\n",
"\n",
"iteration = 0 # init counter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Run Expectation-Maximization Algorithm"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:00:34.075835Z",
"start_time": "2018-09-07T23:00:26.208235Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"-----------------------------------------------------------------------------\n",
"iteration: 0\n",
"ll new: -7322372.071\n"
]
},
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" means sigmas weights true_means true_sigmas true_weights\n",
"stable regime 0.1370 0.2510 0.6810 0.1500 0.2500 0.6500\n",
"risky regime -0.2160 0.4460 0.3190 -0.1700 0.4500 0.3500"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"change in loglk less than tolerance\n"
]
}
],
"source": [
"while True:\n",
" # ---------------------------------------------------------\n",
" # E-step \n",
" # ---------------------------------------------------------\n",
" \n",
" # compute responsibilities aka weights\n",
" for d in range(n_distr):\n",
" log_density[:, d] = distributions[d].log_density(data)\n",
" \n",
" # normalize responsibilities of distributions so they sum up to one for example\n",
" resp = weight[np.newaxis, :] * np.exp(log_density)\n",
" resp /= np.sum(resp, axis=1)[:, np.newaxis]\n",
" \n",
" # compute log-likelihood\n",
" log_likelihood = np.sum(resp @ log_density.T) # matrix multiplication\n",
" \n",
" # ---------------------------------------------------------\n",
" # M-step \n",
" # ---------------------------------------------------------\n",
" \n",
" # now that we have the new weights we update the parameters\n",
" # of the distributions\n",
" for d in range(n_distr):\n",
" distributions[d].estimate_parameters(data, resp[:, d])\n",
"\n",
" weight = np.mean(resp, axis=0)\n",
" \n",
" # ---------------------------------------------------------\n",
" # check convergence\n",
" # ---------------------------------------------------------\n",
" \n",
" if np.isnan(log_likelihood):\n",
" last_ll[0] = log_likelihood\n",
" print('loglk is nan')\n",
" break\n",
" \n",
" if ((last_ll[0] - log_likelihood) / last_ll[0]) <= tol:\n",
" last_ll[0] = log_likelihood\n",
" print('change in loglk less than tolerance')\n",
" break\n",
"\n",
" if iteration >= max_iterations:\n",
" last_ll[0] = log_likelihood\n",
" print('reached maximum iterations')\n",
" break\n",
"\n",
" # ---------------------------------------------------------\n",
" # store value of current iteration in last_ll[0]\n",
" # and shift older values to the right\n",
" # --------------------------------------------------------- \n",
" last_ll[1:] = last_ll[:-1]\n",
" last_ll[0] = log_likelihood\n",
" \n",
" # ---------------------------------------------------------\n",
" # info display\n",
" # --------------------------------------------------------- \n",
" mus = np.array([distributions[i].mu for i in range(n_distr)])\n",
" sigs = np.array([distributions[i].sigma for i in range(n_distr)])\n",
" \n",
" regime_map = {0:'stable', 1:'risky'}\n",
" iter_data = (pd.DataFrame(np.vstack([mus, sigs, weight,\n",
" true_mus, true_sigmas, true_probs]),\n",
" columns=[f'{regime_map[i]} regime' for i in range(n_distr)],\n",
" index=['means', 'sigmas', 'weights',\n",
" 'true_means', 'true_sigmas', 'true_weights'])\n",
" .round(3))\n",
" \n",
" if iteration % 50==0:\n",
" print()\n",
" print('-'*77)\n",
" print(f'iteration: {iteration}')\n",
" print(f\"ll new: {last_ll[0].round(3)}\")\n",
" display(iter_data.T)\n",
" iteration += 1 "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2018-09-07T23:10:40.714146Z",
"start_time": "2018-09-07T23:10:40.013983Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Maximizing Log Likelihood')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_last_ll = last_ll[pd.notnull(last_ll)]\n",
"plt.plot(np.arange(0,len(_last_ll)), _last_ll[::-1])\n",
"plt.title('Maximizing Log Likelihood')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad right? This algorithm is pretty flexible although you can adjust the true parameters and/or the guesses and you will find some of the limitations. However how those are addressed are beyond the scope of this chapter.\n",
"\n",
"My goal was to provide a simple working example of the algorithm, in order for us to gain a deeper understanding of what is happening inside the black box of the algorithm. \n",
"\n",
"Now we can move forward."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fitting Mixture Models Using Real Data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:40.992835Z",
"start_time": "2018-05-30T19:00:40.747280Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-------------------------------------------------------------------------------\n",
"dataframe information\n",
"-------------------------------------------------------------------------------\n",
" SPY QQQ TLT GLD EFA EEM year\n",
"Date \n",
"2017-12-25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 2017\n",
"2017-12-26 -0.0012 -0.0054 0.0030 0.0068 -0.0003 -0.0009 2017\n",
"2017-12-27 0.0005 0.0001 0.0129 0.0038 0.0019 0.0026 2017\n",
"2017-12-28 0.0021 0.0012 -0.0009 0.0051 0.0006 0.0068 2017\n",
"2017-12-29 -0.0038 -0.0062 0.0016 0.0065 0.0007 0.0047 2017\n",
"--------------------------------------------------\n",
"\n",
"DatetimeIndex: 3421 entries, 2004-11-19 to 2017-12-29\n",
"Data columns (total 7 columns):\n",
"SPY 3421 non-null float64\n",
"QQQ 3421 non-null float64\n",
"TLT 3421 non-null float64\n",
"GLD 3421 non-null float64\n",
"EFA 3421 non-null float64\n",
"EEM 3421 non-null float64\n",
"year 3421 non-null int64\n",
"dtypes: float64(6), int64(1)\n",
"memory usage: 213.8 KB\n",
"None\n",
"-------------------------------------------------------------------------------\n",
"\n"
]
}
],
"source": [
"infp = PurePath(data_dir/'etf_returns_2004-11-19-2017-12-31.parq')\n",
"R = (pd.read_parquet(infp)\n",
" .assign(year=lambda df: df.index.year)) # add year column for later conv.\n",
"cprint(R)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:41.251383Z",
"start_time": "2018-05-30T19:00:40.994144Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 3390 entries, 2005-01-03 to 2017-12-29\n",
"Data columns (total 7 columns):\n",
"SPY 3390 non-null float64\n",
"QQQ 3390 non-null float64\n",
"TLT 3390 non-null float64\n",
"GLD 3390 non-null float64\n",
"EFA 3390 non-null float64\n",
"EEM 3390 non-null float64\n",
"year 3390 non-null int64\n",
"dtypes: float64(6), int64(1)\n",
"memory usage: 211.9 KB\n"
]
}
],
"source": [
"sym = 'SPY' # example symbol\n",
"df = R.loc['2005':].copy() # use 2005 cutoff b/c it's first full year of data\n",
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:41.516125Z",
"start_time": "2018-05-30T19:00:41.252824Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
SPY
\n",
"
normal
\n",
"
laplace
\n",
"
\n",
"
\n",
"
Date
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
2005-01-03
\n",
"
-0.0047
\n",
"
0.0067
\n",
"
0.0329
\n",
"
\n",
"
\n",
"
2005-01-04
\n",
"
-0.0123
\n",
"
-0.0092
\n",
"
-0.0065
\n",
"
\n",
"
\n",
"
2005-01-05
\n",
"
-0.0069
\n",
"
0.0029
\n",
"
0.0051
\n",
"
\n",
"
\n",
"
2005-01-06
\n",
"
0.0051
\n",
"
-0.0036
\n",
"
0.0138
\n",
"
\n",
"
\n",
"
2005-01-07
\n",
"
-0.0014
\n",
"
-0.0125
\n",
"
0.0248
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SPY normal laplace\n",
"Date \n",
"2005-01-03 -0.0047 0.0067 0.0329\n",
"2005-01-04 -0.0123 -0.0092 -0.0065\n",
"2005-01-05 -0.0069 0.0029 0.0051\n",
"2005-01-06 0.0051 -0.0036 0.0138\n",
"2005-01-07 -0.0014 -0.0125 0.0248"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = (df[[sym]]\n",
" .assign(normal=lambda df:\n",
" stats.norm.rvs(df[sym].mean(), df[sym].std(),\n",
" size=len(df[sym])))\n",
" .assign(laplace=lambda df: \n",
" stats.laplace.rvs(df[sym].mean(), df[sym].std(),\n",
" size=len(df[sym]))))\n",
"\n",
"df2.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:43.701609Z",
"start_time": "2018-05-30T19:00:41.517340Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = (pn.ggplot(pd.melt(df2), pn.aes(x='value', color='variable'))\n",
" +pn.geom_density(pn.aes(fill='variable'), alpha=0.5))\n",
"p.draw();\n",
"\n",
"p = (pn.ggplot(pd.melt(df2), pn.aes(x='value', color='variable'))\n",
" +pn.geom_histogram(pn.aes(y='..ndensity..', fill='variable'), alpha=0.5))\n",
"p.draw();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Continuing with our example, using SPY returns, let's use sklearn to fit a GMM model. First we will fit one using a single component. This is equivalent to fitting a single normal distribution to the set of returns."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:44.216579Z",
"start_time": "2018-05-30T19:00:43.702998Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-------------------------\n",
"means: [0.00023363]\n",
"-------------------------\n",
"covars: [0.00013651]\n",
"-------------------------\n",
"sqrt covar: [0.01168375]\n",
"-------------------------\n",
"aic: -20568.42188\n",
"bic: -20556.16471\n",
"-------------------------\n",
"data derived mean: 0.0002336\n",
"data derived std: 0.0116426\n"
]
}
],
"source": [
"def make_gmm(n_components, max_iter=150, random_state=RANDOM_STATE):\n",
" \"\"\"fn: create gmm object\"\"\"\n",
" model_kwds = dict(n_components=n_components, \n",
" max_iter=max_iter,\n",
" n_init=100,\n",
" random_state=RANDOM_STATE)\n",
"\n",
" gmm = mix.GaussianMixture(**model_kwds)\n",
" return gmm\n",
"\n",
"def print_gmm_results(gmm, X):\n",
" print('-'*25)\n",
" print(f'means: {gmm.means_.ravel()}')\n",
" print('-'*25)\n",
" print(f'covars: {gmm.covariances_.ravel()}')\n",
" print('-'*25)\n",
" print(f'sqrt covar: {np.sqrt(gmm.covariances_.ravel())}')\n",
" print('-'*25)\n",
" print(f'aic: {gmm.aic(X):.5f}')\n",
" print(f'bic: {gmm.bic(X):.5f}')\n",
" print('-'*25)\n",
" \n",
"#######\n",
"s = df[sym]\n",
"max_iter = 150 \n",
"_X = s.values.reshape(-1, 1)\n",
"\n",
"gmm1 = make_gmm(1, max_iter)\n",
"gmm1.fit(_X)\n",
"\n",
"preds = gmm1.predict(_X)\n",
"\n",
"print_gmm_results(gmm1,_X)\n",
"print(f'data derived mean: {s.mean():.7f}')\n",
"print(f'data derived std: {s.std():.7f}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparing AIC and BIC of Different numbers of Component Mixtures\n",
"\n",
"Note that the mean and standard deviation is the same as computed in the previous plot. Also note the `aic` and `bic` metrics. These reference the [`Akaike Information Criterion`](https://en.wikipedia.org/wiki/Akaike_information_criterion) and the [`Bayesian Information Criterion`](https://en.wikipedia.org/wiki/Bayesian_information_criterion). Without delving too heavily into the theoretical pros and cons of each, we can just say they are both methods which allow us to compare the relative suitability of different models. Generally speaking, when choosing among a set of models we want to choose the `aic` or `bic` with the smallest information criterion value.\n",
"\n",
"> AIC rewards goodness of fit (as assessed by the likelihood function), but it also includes a penalty that is an increasing function of the number of estimated parameters. The penalty discourages overfitting, because increasing the number of parameters in the model almost always improves the goodness of the fit. - [wikipedia](https://en.wikipedia.org/wiki/Akaike_information_criterion)\n",
"\n",
"The importance of the penalty component in each of the ICs cannot be overstated. As always, in the limit, you could technically fit a distribution, or add a parameter for _every_ datapoint, thereby grossly overfitting the model. \n",
"\n",
"Both metrics implement a penalty, however the `bic` penalizes additional parameters more heavily than the `aic` and will always result in a selecting fewer parameters than the `aic` would. Let's walkthrough a quick demo of this."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:45.678327Z",
"start_time": "2018-05-30T19:00:44.220179Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-------------------------\n",
"means: [-0.00266647 0.00078149]\n",
"-------------------------\n",
"covars: [6.15239699e-04 4.41844483e-05]\n",
"-------------------------\n",
"sqrt covar: [0.02480403 0.00664714]\n",
"-------------------------\n",
"aic: -21866.06618\n",
"bic: -21835.42325\n",
"-------------------------\n"
]
}
],
"source": [
"gmm2 = make_gmm(2, max_iter)\n",
"gmm2.fit(_X)\n",
"\n",
"print_gmm_results(gmm2,_X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above we fit a GMM model with `2` components. Notice that both the `aic` and `bic` are smaller than their single component counterparts. This implies that the model with `2` components is \"better\" than the one with a single component. What about more components? Let's try `15`. "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:49.952723Z",
"start_time": "2018-05-30T19:00:45.679506Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-------------------------\n",
"means: [ 0.01388283 0.00023159 -0.02183881 0.03311002 -0.00824004 0.00862988\n",
" -0.03084074 0.12304543 -0.07724461 0.00415294 -0.00324585 -0.01365624\n",
" 0.02042235 0.060776 -0.04614129]\n",
"-------------------------\n",
"covars: [7.99686450e-06 4.39321022e-06 1.23421269e-05 3.91651572e-05\n",
" 6.51551472e-06 6.34283435e-06 1.69453159e-05 1.58093460e-04\n",
" 2.21893063e-04 5.60964597e-06 5.89996895e-06 7.85232708e-06\n",
" 1.14285799e-05 3.71869515e-05 2.97916425e-05]\n",
"-------------------------\n",
"sqrt covar: [0.00282787 0.002096 0.00351314 0.00625821 0.00255255 0.0025185\n",
" 0.00411647 0.01257352 0.01489608 0.00236847 0.00242899 0.0028022\n",
" 0.00338062 0.00609811 0.00545817]\n",
"-------------------------\n",
"aic: -22051.87240\n",
"bic: -21782.21465\n",
"-------------------------\n"
]
}
],
"source": [
"gmm15 = make_gmm(15, max_iter)\n",
"gmm15.fit(_X)\n",
"\n",
"print_gmm_results(gmm15,_X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we see an example where the `aic` has improved by getting smaller but the `bic` is actually larger than the `2` component model. Here we see the result of the `bic` penalizing additional parameters more heavily. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Choosing The Optimal Number of Components using AIC/BIC\n",
"\n",
"Below we can see a comparison between the two metrics as we increase the number of components. We can also see that they choose different numbers of optimal components."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:00:50.222650Z",
"start_time": "2018-05-30T19:00:49.968439Z"
},
"scrolled": true
},
"outputs": [],
"source": [
"def make_ic_series(list_of_tups, name=None):\n",
" \"\"\"fn: convert list of tuples for \n",
" information criterion (aic, bic) into series\n",
" # args\n",
" list_of_tups : list() of tuples()\n",
" tuple[0] is n_component, tuple[1] is IC\n",
" name : str(), name of IC\n",
" \n",
" # returns\n",
" s : pd.Series()\n",
" index is n_components, values are IC's\n",
" \"\"\"\n",
" s = (pd.DataFrame(list_of_tups)\n",
" .rename(columns={0:'n_components', 1:name})\n",
" .set_index('n_components')\n",
" .squeeze())\n",
" return s"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:01:32.416231Z",
"start_time": "2018-05-30T19:00:50.224095Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n_components = np.arange(1,15)\n",
"aics = []\n",
"bics = []\n",
"\n",
"for n in n_components:\n",
" tmp_gmm = make_gmm(n, max_iter).fit(_X)\n",
" aics.append((n, tmp_gmm.aic(_X)))\n",
" bics.append((n, tmp_gmm.bic(_X)))\n",
"\n",
"bics = make_ic_series(bics, 'bic')\n",
"aics = make_ic_series(aics, 'aic')\n",
" \n",
"plt.figure(figsize=(10,7)) \n",
"plt.plot(n_components, bics.values, color=blue, label=f'BIC min = {np.argmin(bics)}')\n",
"plt.axvline(np.argmin(bics), color=blue)\n",
"\n",
"plt.plot(n_components, aics.values, color=red, label=f'AIC min = {np.argmin(aics)}')\n",
"plt.axvline(np.argmin(aics), color=red)\n",
"\n",
"plt.legend(loc='best')\n",
"plt.xlabel('n_components');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As shown above the `aic` selects `12` components as being the best model whereas the `bic` selects only `7`. For convenience we will use the `bic` recommendation for the remainder of the this notebook. One exercise I leave for the reader is to run the `aic`, `bic`, component analysis using different asset returns, and using different lookback periods. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing Regimes\n",
"\n",
"Below is a demonstration of the how varied the components are across multiple lookback periods. Note that we choose only `2` components even though the `BIC` informed us that `7` was the \"optimal\" number. This is done for interpretability purposes. In this example one regime will be considered `stable` and the other as `risky`. Due to the unsupervised nature of the algorithm we cannot know which regime is which apriori. So for the rest of the example the regimes will be named `s1, s2` as in state 1, and state 2. \n",
"\n",
"Note what we make use of the `TimeSeriesSplit` tool from `sklearn` to implement our walkforward testing. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:01:54.274473Z",
"start_time": "2018-05-30T19:01:32.417840Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 21.8 s, sys: 7.1 s, total: 28.9 s\n",
"Wall time: 18.8 s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"np.random.seed(0)\n",
"\n",
"lookback = 252 #* 3 # 3 trading years\n",
"n_components = 2\n",
"max_iter = 1000\n",
"n_split = n_components * 4\n",
"grid_rows = math.ceil(n_split/2)\n",
"\n",
"# stash data in lists\n",
"preds = []\n",
"pred_means = []\n",
"pred_covs = []\n",
"\n",
"### begin plot code ###\n",
"fig = plt.figure(figsize=(15,20))\n",
"outer_grid = gridspec.GridSpec(grid_rows, 2)\n",
"colors = plt.cm.rainbow(np.linspace(0, 1, n_components))\n",
"\n",
"tscv = TimeSeriesSplit(n_splits=n_split, max_train_size=lookback)\n",
"\n",
"for i, (train, test) in enumerate(tscv.split(s)):\n",
" tmp_train = s.iloc[train] # temporary train data\n",
" tmp_test = s.iloc[test] # temporary test data\n",
" \n",
" _X = tmp_train.values.reshape(-1,1) # format pd.Series for sklearn\n",
" gmm = make_gmm(n_components, max_iter) # make model\n",
" gmm.fit(_X) # fit model\n",
" \n",
" # predict hidden states\n",
" hidden_states = gmm.predict(_X)\n",
" \n",
" # store output in lists\n",
" preds.append(hidden_states)\n",
" pred_means.append(gmm.means_)\n",
" pred_covs.append(gmm.covariances_)\n",
" \n",
" # make inner grid for subplots\n",
" inner_grid = gridspec.GridSpecFromSubplotSpec(n_components, 1,\n",
" subplot_spec=outer_grid[i],\n",
" wspace=0.0, hspace=0.2)\n",
" title_text = f\"Period {tmp_train.index.min().strftime('%Y-%m-%d')} through {tmp_train.index.max().strftime('%Y-%m-%d')}\"\n",
" for j, (_, color) in enumerate(zip(range(grid_rows), colors)):\n",
" \n",
" hs = pd.Series(hidden_states.copy())\n",
" mask = hs[hs==j] # index locs of each hidden state\n",
" \n",
" tmp_ax = plt.Subplot(fig, inner_grid[j,:]) # make inner grid ax\n",
" marker_edge_color = mpl.colors.colorConverter.to_rgba('white', alpha=.3)\n",
" tmp_train[mask.index].plot(ax=tmp_ax, c=color,\n",
" marker='o', markersize=4,\n",
" markeredgecolor=marker_edge_color,\n",
" markeredgewidth=1.75, label=f\"{j}th hidden state\")\n",
" tmp_ax.set_facecolor('k')#sns.xkcd_rgb['slate'])\n",
" tmp_ax.legend(loc='upper right', fontsize=9)\n",
"\n",
" tmp_ax.tick_params(axis='x', which='both', labelsize=11, rotation=30)\n",
" tmp_ax.tick_params(axis='y', which='both', labelsize=11)\n",
" tmp_ax.tick_params(axis='both', direction='inout', length=7, width=1, which='major')\n",
" \n",
" if j==0: tmp_ax.set_title(title_text, fontsize=17, fontweight='medium')\n",
" if j < (grid_rows-1): \n",
" tmp_ax.set_xticklabels([])\n",
" tmp_ax.set_xlabel('') \n",
" fig.add_subplot(tmp_ax) # add inner grid ax to figure\n",
" plt.tight_layout()\n",
" \n",
"outfp=PurePath(pdir/'visuals'/'02_Gaussian_Mixtures'/'grid-test-2.png').as_posix()\n",
"plt.savefig(outfp,**savefig_kwds) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see how varied the components are across different time periods. Some components are more active while others are rarely active. Additionally notice how some components are clustered over shorter sub periods while others are more evenly distributed.\n",
"\n",
"Next we visualize these relationships further. For each time period, we plot the cumulative returns, color and shape coded to represent the different components. Then we show a boxplot of the aggregate returns over the period. Finally we print out the statistical description of the dataframe using `pandas.describe()`. "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:01:54.626742Z",
"start_time": "2018-05-30T19:01:54.275842Z"
}
},
"outputs": [],
"source": [
"def plot_cuml_state(states, state_col=None):\n",
" g = (pn.ggplot(states, pn.aes(x='Date',y='mkt_cret', color=f'factor({state_col})')) \n",
" + pn.geom_point(pn.aes(shape=f'factor({state_col})'))\n",
" + pn.geom_hline(yintercept=0., size=1, linetype=':', color='red')\n",
" + pn.scale_y_continuous(breaks=mzb.mpl_breaks(),\n",
" labels=mzf.percent_format(),\n",
" limits=(states['mkt_cret'].min(), states['mkt_cret'].max()))\n",
" + pn.theme_linedraw()\n",
" + pn.theme(panel_background=pn.element_rect(fill='black'), \n",
" axis_text_x=pn.element_text(rotation=50),\n",
" text=pn.element_text(size=7)) \n",
" + pn.ylab('log returns')\n",
" + pn.ggtitle('Cumulative Log Returns by Hidden State'))\n",
" return g\n",
"\n",
"def plot_facet_cuml_states(states, state_col=None):\n",
" g = (pn.ggplot(states, pn.aes(x='Date',y='mkt_cret', color=f'factor({state_col})')) \n",
" + pn.geom_point(pn.aes(shape=f'factor({state_col})'))\n",
" + pn.geom_hline(yintercept=0., size=1, linetype=':', color='red') \n",
" + pn.facet_wrap(f'~{state_col}')\n",
" + pn.scale_y_continuous(breaks=mzb.mpl_breaks(),\n",
" labels=mzf.percent_format(),\n",
" limits=(states['mkt_cret'].min(), states['mkt_cret'].max()))\n",
" + pn.theme_linedraw()\n",
" + pn.theme(panel_background=pn.element_rect(fill='black'), \n",
" axis_text_x=pn.element_text(rotation=50),\n",
" text=pn.element_text(size=7)) \n",
" + pn.ylab('log returns')\n",
" + pn.ggtitle('Cumulative Log Returns by Hidden State'))\n",
" return g\n",
"\n",
"def plot_states_boxplot(states, state_col, y_col):\n",
" g = (pn.ggplot(states, pn.aes(x=state_col, y=y_col, color=f'factor({state_col})')) \n",
" + pn.geom_boxplot()\n",
" + pn.geom_jitter(alpha=0.5)\n",
" + pn.geom_hline(yintercept=0., size=1, linetype=':', color='red') \n",
" + pn.scale_y_continuous(breaks=mzb.mpl_breaks(),\n",
" labels=mzf.percent_format(),\n",
" limits=(states[y_col].min(), states[y_col].max()))\n",
" + pn.theme_linedraw()\n",
" + pn.theme(panel_background=pn.element_rect(fill='black'), \n",
" axis_text_x=pn.element_text(rotation=30),) \n",
" + pn.ylab('log returns')\n",
" + pn.ggtitle('Log Returns by Hidden State'))\n",
" return g"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the plotting functions defined we can loop through the `TimeseriesSplit` object to generate the plots and descriptive tables for each lookback/training period. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2018-05-30T19:02:11.388408Z",
"start_time": "2018-05-30T19:01:54.628301Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"*****************************************************************************\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
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