{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reference : https://www.stat.auckland.ac.nz/~ihaka/726/notes.pdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# What is Time series?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Time series는 시간에 따른 일련의 데이터를 의미합니다. (예를 들어, 풍향/풍속 데이터입니다.)\n",
"\n",
"시계열자료의 구분\n",
" - 연속시계열(continuous time series)\n",
" - 이산시계열(discrete time series)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"표기\n",
"- Observation times : $1, 2 ,..., T$\n",
"- Observations : $Y_1, Y_2,..., Y_T$\n",
"- time lag(시차) : 관측시점과 관측시점들 사이의 간격\n",
"\n",
"Time periods는 equal length를 가지며, missing value가 없습니다. 만약에 missing value가 존재하면 Expectation-Maximization 방법으로 처리합니다. 그리고 일부 데이터만 missing한 경우에 가능합니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Time series는 일반적으로 4개의 요소 (Trend, cyclical, Seasonal 그리고 Irregular)에 의해 영향을 받습니다.\n",
"- 불규칙 성분\n",
" - **Irregularity(불규칙성)** : 시간에 따른 규칙적인 움직임과는 무관하게 랜덤한 원인에 의한 변동 성분입니다. Random variations이라고 불리며 예상치 못한 영향에 의해서 나타납니다. 예를 들어서 전쟁, 지진, 홍수, 혁명등등이 될 수 있습니다.\n",
"- 체계적 성분\n",
" - **Trend(추세 성분)**\t: 장기적인 관점에서 봤을때 그래프가 증가하는지, 감소하는지, 또는 정체되어 있는지 등의 추세를 Trend라고 합니다. Time series안에서 long term movement를 보는 것은 중요합니다.\n",
" - **Seasonality(계절 성분)** : 특정 구간동안의 (1년, 한달, 일주일..) 변동성(fluctuations)를 나타냅니다. 예를 들어서 아이스크림 판매량은 여름에 늘어나고, 외투는 겨울에 판매량이 늘어날 것입니다. 또는 피트니스센터의 고객은 매년 결심을 하는 1월 초에 가장많은 사람들이 나올것입니다. 하지만 매월초가 될수도 있고, 매주초가 될 수도 있습니다. 따라서 피트니스센터는 년, 월, 주단위 seasonality를 갖고 있다고 할수 있습니다.\n",
" - **Cycle(주기, 순환 성분)** : Seasonality는 특정 기간에 정확하게 나타나는 변동성을 갖고 있는 반면, Cycle의 경우 특정 시간에 구애 받지 않습니다. 하지만 동일하게 특정 패턴을 갖고 있습니다. 보통 2~3년처럼 장기간에 걸친 패턴을 갖고 있을수 있습니다. 예를 들어서 business cycle의 경우에는 호황 -> 불황 -> 침체 -> 회복 의 cycle을 갖고 있습니다.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 시계열 데이터 분석\n",
"- 예측 목적으로 주로 사용되는 방법\n",
" - 추세분석(trend analysis)\n",
" - 평할법(smoothing method)\n",
" - 분해법(decomposition method)\n",
" - 자기회귀누적이동평균(AutoRegressive Integrated Moving Average: ARIMA)\n",
" - 이분산자기회귀모형(Autoregressive Conditional Heterskedasticity)\n",
"- 시스템의 이해와 제어의 목적으로 주로 사용되는 방법\n",
" - 스펙트럼분석(spectral analysis)\n",
" - 개입분석(intervention analysis)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 시계열 데이터 분석 접근 방법\n",
"- 자체-추정 방법(Self-projecting)\n",
" - 장점\n",
" - 최소의 데이터로\n",
" - 빨리, 쉽게 분석\n",
" - 주로 short-term 예측에 이용\n",
" - 다른 분석의 초기분석으로 이용\n",
" - 단점\n",
" - long term 예측에 어려움\n",
" - 외부요소를 고려하지 못함\n",
"
\n",
"- 원인-결과 방법(Cause-and-effect)\n",
"\n",
" - 장점\n",
" - 많은 정보 이용\n",
" - mid-term 예측 가능\n",
" - 단점\n",
" - 좀 더 복잡한 과정 필요\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Self-projecting의 classical 기법"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 전체적 트렌드를 찾아내는 방법들\n",
" - 1차, 2차, ... 트렌드를 찾아내는 방법 (예를 들어, 기본적인 회귀 모형 적용)\n",
"
\n",
" - 트렌드 제거(detrended), 즉 잔차(residual)를 구하는 방법 (예를 들어, ARIMA 모형 적용)\n",
"
\n",
"\n",
"- 일반적 트렌드를 찾아내는 방법들\n",
" - Polynomial Regression\n",
" - Moving Average Smoother\n",
" - Kernel Smoothing\n",
" - Smoothing Spline\n",
" - Exponential Smoothing (ARIMA(0,1,1))\n",
" - Nearest Neighbor Regression\n",
" - Lowess Regression\n",
"\n",
"항상 그림을 그려서 트렌드를 찾아야 하는가?\n",
"- 자기상관관계함수(ACF, auto-correlation function)등을 이용하여 통계적으로 알아 낼 수 있습니다. 하지만 가능하면 시각화를 하는것이 좋습니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AC / ACF\n",
"- Autocorrelation(AC)\n",
"$$\\rho_k=\\frac{E[(Y_t-\\mu)(Y_{t+k}-\\mu)]}{\\sigma_Y^2}$$\n",
" - 자체 시계열 데이터 내에서 얼마나 선형적 연관성이 있는가?\n",
" - lag $k$ : $Y_t$와 $k$만큼 shift 시킨 $Y_{t-k}$ 사이의 연광성\n",
" - Autocorrelation에서 auto가 붙는 이유는, 자기자신(auto or self)의 데이터를 사용하여 자기 자신의 데이터를 예측하기 때문에 이렇게 이름이 지어졌습니다.\n",
"- 자기상관관계함수(ACF, auto-correlation function)\n",
"- Sample autocorrelation\n",
"$$\\rho_k=\\frac{\\Sigma_{t=1}^{N-k}(Y_t-\\bar{Y})(Y_{t+k}-\\bar{Y})}{\\Sigma_{t=1}^{N}(Y_t-\\bar{Y})}$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ARIMA : Autoregressive Integrated Moving-Average"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ARIMA는 time series foracasting model입니다. \n",
"- 넓은 범위의 시계열 데이터를 표현할 수 있습니다.\n",
"- 미래 관측치에 대한 Confidence Interval도 구할 수 있습니다.\n",
"- 1960’s Box 와 Jenkins가 경제학 관련 예측 연구에서 제안했습니다.\n",
" - Time series analysis - forecasting and control, by George E. P. Box and Gwilym M. Jenkins\n",
"- Box-Jenkins approach 라고도 합니다.\n",
"\n",
"### 1. 모델 identification : 모델의 주요 후보군 도출\n",
" - Autocorrelation 함수\n",
" - Partial-autocorrelation 함수\n",
" \n",
"### 2. 모델 estimation : 모델 내 수치 결정\n",
"- Sum of squares of errors를 최소가 되게 하는 모델 내의 파라미터 추정\n",
" - Noise가 정규분포를 따른다고 가정한 경우\n",
" - Maximum Likelihood Estimation이 일반적인 방법\n",
" \n",
"### 3. 모델 validation (좋은 모델 선정)\n",
"- 통계 테스트 등을 통하여 모델의 타당성 검증\n",
" - 여러 통계 테스트와 AIC/BIC 값\n",
" - Cross-Validation 개념의 내부 예측력 테스트 등을 이용\n",
" \n",
"### 4. 모델 forecasting\n",
"- Future 관측치의 추정치와 confidence interval 계산\n",
"\n",
"- 모델링이 진행되면서 3가지 중요한 parameter를 찾습니다.\n",
" - Auto Regression(AR) : 이전 값들의 lags을 위한 term입니다.\n",
" - Integral(I) : non-stationary differencing을 위한 term입니다.\n",
" - Moving Average(MA) : error를 위한 term입니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ARIMA의 주요 개념들\n",
"- Normal 프로세스\n",
"- Stationary 프로세스 / Invertibility / Causality\n",
"- White Noise 프로세스\n",
"- AC, Partial AC\n",
"- AR, MA 모형"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Normal 프로세스\n",
"각 관측치 $Y_t$는 probability density function $p(Y_t)$로부터 관측됩니다. $p(Y_t)$를 정규분포라고 가정합니다. $Y_{t_1}와 Y_{t_2}$는 joint probability density function $p(Y_{t_1}, Y_{t_2})$로부터 주어집니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Stationarity 프로세스\n",
"- Stationary : 정적인, 움직이지 않는\n",
"- 시계열 데이터의 특징이 (어느 수준 범위에서) 항상 고정되어 있을 때를 말합니다. 통계적으로 (간단히) $p(Y_t)$가 대해 모든 t에 대해 동일한것을 의미하는 아주 강력한 가정입니다.\n",
"- Strictly stationary : $m$개의 관측치 $t_1,...,t_m$의 joint pdf와 $t_{1+k}, t_{2+k},...,t_{m+k}$의 joint pdf가 같습니다.\n",
"- Weakly stationary\n",
" - 평균 $E[Y_t]$가 $t$에 의존하지 않습니다.\n",
" - $Y_t$와 $Y_{t+k}$의 correlation / covariance가 $t$에 의존하지 않습니다.\n",
"- **$Y_t$가 stationary 프로세스이면 그것의 차이 $\\nabla Y_t=Y_t-Y_{t-1}$ (또는 고차원의 차이) 또한 stationary 프로세스가 됩니다.**\n",
"- 대부분의 시계열 데이터는 stationary 하지 않습니다.\n",
"- 하지만 단순한 차이가 stationary 프로세스로 연결되지 않을 때도 있습니다. 이럴 때는 이전의 trend를 제거하는 방법을 사용하는 것도 좋은 방법입니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. White Noise 프로세스\n",
"- Box-Jenkins 모델에서는 $Y_t$가 지금과 그 이전 시점의 uncorrelated 된 노이즈들의 영향으로 발생한다고 가정합니다.\n",
"- $E[\\epsilon_t]=0$, $var[\\epsilon_t]=\\sigma_e^2$\n",
"- $\\epsilon_t$, $\\epsilon_{t-1}$, $\\epsilon_{t-2}$...를 white noise 프로세스라고합니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. ACF, Partial ACF"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. AR, MA 모형\n",
"- Autoregressive (AR) models\n",
"- Moving-average (MA) models\n",
"- (Mixed) ARMA models\n",
"- Non stationary models (ARIMA models)\n",
"- The mean parameter\n",
"- The trend parameter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 데이터 로딩"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"_uuid": "1a0c06bd41ef79a5c8acdd54686993b2031e279b",
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"import warnings \n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import statsmodels.api as sm\n",
"\n",
"plt.style.use('ggplot')\n",
"color = sns.color_palette()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"_uuid": "43e701579b56f07b937e6261d7e90054f0647bf3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HR-Employee-Attrition.csv\n",
"benz_train.csv\n",
"click_rates.csv\n",
"creditcard.csv\n",
"e-commerce-data.csv\n",
"four_sessions.csv\n",
"german_credit_data.csv\n",
"housing.csv\n",
"murders.csv\n",
"ratings_test.txt\n",
"ratings_train.txt\n",
"scores.csv\n",
"selected_reviews\n",
"spam.csv\n",
"state-population.csv\n",
"superstore.xls\n",
"ts_train.csv\n",
"web_page_data.csv\n",
"winequality-data.csv\n",
"\n"
]
}
],
"source": [
"from subprocess import check_output\n",
"print(check_output(['ls', './inputs']).decode('utf-8'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"_uuid": "07ac6c57769c08e59e849446ee1beaba37d66b36",
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"result = seasonal_decompose(train_df['sales'], model='multiplicative', freq=365)\n",
"\n",
"fig = plt.figure() \n",
"fig = result.plot() \n",
"fig.set_size_inches(15, 12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stationarize the data:\n",
"\n",
"Data가 stationary 되어야 한다는 것이 무슨 의미일까?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $E(x_t)=\\mu$, Series의 평균이 시간의 함수가 되면 안됩니다. 아래의 그래프를 살펴보면 왼쪽은 stationary series이지만, 오른쪽은 non-stationary series입니다. 왜냐하면 시간이 지남에 따라서 평균이 증가하기 때문입니다. 즉, 평균이 시간의 함수가 되는것을 보여주고 있습니다. \n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $E[(x_t-\\mu)^2]=Var(x_t)=\\sigma^2$, Series의 분산이 시간의 함수가 되면 안됩니다. 이것은 homoscedasticity(동분산성)으로 알려져 있습니다. 선형회귀모형의 가정에서 나온, 잔차의 분산이 일정한 상수를 만족한다는 가정과 같습니다. 동분산성의 반대말은 heteroscedasticity(이분산성) 입니다.\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $cov(y_t, y_{t+s})=cov(y_t, y_{t-s})$, Series의 i번째 term과 i+m번째 term의 공분산이 시간의 함수가 되면 안됩니다. 오른쪽 그래프에서는 시간이 흐름에 따라 간격이 좁아지고 있습니다. 따라서 series의 spreading이 시간이 증가함에 따라 증가함을 볼 수 있습니다.\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"즉 평균과 분산이 각각 상수를 갖고 있으며, 시간이 지나도 평균과 분산이 변하지 않는다는 뜻입니다. \n",
"\n",
"선형회귀모형은 관찰된 데이터들이(observations) 서로 독립임을 가정하고 있습니다. 그러나 time series에서는 observations이 시간에 의존적이라는 것을 알고 있습니다. \n",
"\n",
"Law of large numbers, central limit theorem 등과 같이 통계학에서 유용한 이론 및 결과, 또는 regression은 서로 독립인 random variable에서 성립하는 것을 볼 수 있습니다. 이런 좋은 결과들을 time series에서 적용하기 위해서는 각각의 관찰이 시간의 함수가 아닌 stationary random variables이여야만 가능합니다. \n",
"\n",
"따라서 data를 stationary하게 만드는 것은, regression techniques을 time dependent variable에 적용할 수 있게 합니다.\n",
"\n",
"Time series의 stationarity를 확인하는 방법에는 2가지가 있습니다.\n",
" - Visualization : observations의 mean과 variation을 쉽게 체크할 수 있도록 합니다.\n",
" - Dickey-Fuller test : `adfuller`사용"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"from statsmodels.tsa.stattools import adfuller"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"timeseries = train_df['sales']\n",
"window = 12\n",
"\n",
"# Window 크기 만큼의 series에서 평균 및 표준편차를 구합니다.\n",
"rolmean = timeseries.rolling(window).mean()\n",
"rolstd = timeseries.rolling(window).std()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
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NaN
\n",
"
\n",
"
\n",
"
2013-01-03
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-04
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-05
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-06
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-07
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-08
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-09
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-10
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-11
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
2013-01-12
\n",
"
10.750000
\n",
"
2.094365
\n",
"
\n",
"
\n",
"
2013-01-13
\n",
"
10.500000
\n",
"
1.977142
\n",
"
\n",
"
\n",
"
2013-01-14
\n",
"
10.583333
\n",
"
2.020726
\n",
"
\n",
"
\n",
"
2013-01-15
\n",
"
9.833333
\n",
"
2.289634
\n",
"
\n",
"
\n",
"
2013-01-16
\n",
"
9.333333
\n",
"
2.188122
\n",
"
\n",
"
\n",
"
2013-01-17
\n",
"
9.833333
\n",
"
2.918073
\n",
"
\n",
"
\n",
"
2013-01-18
\n",
"
9.416667
\n",
"
2.937480
\n",
"
\n",
"
\n",
"
2013-01-19
\n",
"
10.083333
\n",
"
3.848455
\n",
"
\n",
"
\n",
"
2013-01-20
\n",
"
10.583333
\n",
"
4.077841
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean std\n",
"date \n",
"2013-01-01 NaN NaN\n",
"2013-01-02 NaN NaN\n",
"2013-01-03 NaN NaN\n",
"2013-01-04 NaN NaN\n",
"2013-01-05 NaN NaN\n",
"2013-01-06 NaN NaN\n",
"2013-01-07 NaN NaN\n",
"2013-01-08 NaN NaN\n",
"2013-01-09 NaN NaN\n",
"2013-01-10 NaN NaN\n",
"2013-01-11 NaN NaN\n",
"2013-01-12 10.750000 2.094365\n",
"2013-01-13 10.500000 1.977142\n",
"2013-01-14 10.583333 2.020726\n",
"2013-01-15 9.833333 2.289634\n",
"2013-01-16 9.333333 2.188122\n",
"2013-01-17 9.833333 2.918073\n",
"2013-01-18 9.416667 2.937480\n",
"2013-01-19 10.083333 3.848455\n",
"2013-01-20 10.583333 4.077841"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame({'mean': rolmean.head(20), 'std': rolstd.head(20)})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> 시각화"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Rolling Mean & Standard Deviation')"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20, 8))\n",
"orig = plt.plot(timeseries, color='blue',label='Original')\n",
"mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
"std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
"plt.legend(loc='best')\n",
"plt.title('Rolling Mean & Standard Deviation')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Dickey-Fuller test"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"lag $k$의 의미? : $Y_t$ 와 $k$ 만큼 shift 시킨 $Y_t-k$ 사이의 연관성"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n",
"dfoutput = pd.Series(\n",
" dftest[0:4], \n",
" index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Test Statistic -2.987278\n",
"p-value 0.036100\n",
"#Lags Used 20.000000\n",
"Number of Observations Used 1805.000000\n",
"dtype: float64"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfoutput"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`autolag='AIC'` : If ‘AIC’ (default) or ‘BIC’, then the number of lags is chosen to minimize the corresponding information criterion.\n",
"\n",
"https://datascienceschool.net/view-notebook/ebb638fc880145b9adeef8dfa630f067/"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-value = 0.0361. The series is likely non-stationary.\n",
"Test Statistic -2.987278\n",
"p-value 0.036100\n",
"#Lags Used 20.000000\n",
"Number of Observations Used 1805.000000\n",
"Critical Value (1%) -3.433978\n",
"Critical Value (5%) -2.863143\n",
"Critical Value (10%) -2.567623\n",
"dtype: float64\n"
]
}
],
"source": [
"cutoff = 0.01\n",
"\n",
"dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n",
"dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
"for key,value in dftest[4].items():\n",
" dfoutput['Critical Value (%s)'%key] = value\n",
"pvalue = dftest[1]\n",
"if pvalue < cutoff:\n",
" print('p-value = %.4f. The series is likely stationary.' % pvalue)\n",
"else:\n",
" print('p-value = %.4f. The series is likely non-stationary.' % pvalue)\n",
"\n",
"print(dfoutput)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"_uuid": "e9cbc13adbe2538ca0379751eb32c15bafeed898"
},
"outputs": [],
"source": [
"# 함수로 만듭니다.\n",
"from statsmodels.tsa.stattools import adfuller\n",
"def test_stationarity(timeseries, window = 12, cutoff = 0.01):\n",
"\n",
" # Determing rolling statistics\n",
" rolmean = timeseries.rolling(window).mean()\n",
" rolstd = timeseries.rolling(window).std()\n",
"\n",
" #Plot rolling statistics:\n",
" fig = plt.figure(figsize=(12, 8))\n",
" orig = plt.plot(timeseries, color='blue',label='Original')\n",
" mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
" std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
" plt.legend(loc='best')\n",
" plt.title('Rolling Mean & Standard Deviation')\n",
" plt.show()\n",
" \n",
" #Perform Dickey-Fuller test:\n",
" print('Results of Dickey-Fuller Test:')\n",
" dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n",
" dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
" for key,value in dftest[4].items():\n",
" dfoutput['Critical Value (%s)'%key] = value\n",
" pvalue = dftest[1]\n",
" if pvalue < cutoff:\n",
" print('p-value = %.4f. The series is likely stationary.' % pvalue)\n",
" else:\n",
" print('p-value = %.4f. The series is likely non-stationary.' % pvalue)\n",
" \n",
" print(dfoutput)"
]
},
{
"cell_type": "markdown",
"metadata": {
"_uuid": "21a35cea79bd763a3399115e8672500f85e44953"
},
"source": [
"사실, p-value 0.036의 값은 critical value를 0.05로 주면, 귀무가설을 기각하게 되므로 데이터가 stationary 하다고 판단할 수 있습니다. 하지만 데이터를 시각화했을때 시간이 흐를수록 위쪽으로 상승하는 trend를 보였기 때문에, critical value를 엄격하게 설정하였습니다.\n",
"\n",
"Stationary data를 얻기 위해서는 다른 techinque들도 존재합니다."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"_uuid": "ae1e5b9ccdf31a47b48e0d20bd25f2ceaa370725"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results of Dickey-Fuller Test:\n",
"p-value = 0.0000. The series is likely stationary.\n",
"Test Statistic -1.520810e+01\n",
"p-value 5.705031e-28\n",
"#Lags Used 2.000000e+01\n",
"Number of Observations Used 1.804000e+03\n",
"Critical Value (1%) -3.433980e+00\n",
"Critical Value (5%) -2.863143e+00\n",
"Critical Value (10%) -2.567624e+00\n",
"dtype: float64\n"
]
}
],
"source": [
"# Differencing\n",
"first_diff = train_df.sales - train_df.sales.shift(1)\n",
"first_diff = first_diff.dropna(inplace = False)\n",
"test_stationarity(first_diff, window = 12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Differencing 이후에 p-value는 크게 작아졌습니다. 따라서 이 series는 stationary 데이터라고 볼 수 있습니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## (2) ACF and PACF\n",
"\n",
"- 편(부분)자기상관계수 함수(Partial autocorrelation)은 AR 모형의 차수를 추정하기 위한 방법중 하나입니다. 일반적인 자기상관계수 함수 $\\rho_k$는 확률 과정의 시각 $t$의 값 $Y_t$와 시각 $t-k$의 값 $Y_{t-k}$의 상관계수를 뜻합니다. 편자기상관계수 함수는 이와 달리 두 시각 사이의 값 즉 $Y_{t-1}$,...,$Y_{t-k+1}$의 영향을 배제합니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### (2.1) Autoregression(AR)\n",
"\n",
"AR(p) (AutoRegressive of order p)는 간단하게 과거의 패턴이 지속된다면 시계열 데이터 관측치 $Y_t$는 과거 관측치 $Y_{t-1}$, $Y_{t-2}$, $Y_{t-3}$,..., $Y_{t-p}$에 의해 예측될 수 있다고 봅니다. 오직 과거의 데이터(lagged variables)만 사용해서 예측 모형을 만들게 되며, 이름도 autoregressive 입니다. (그리스어로 auto 라는 뜻은 self를 가르킵니다.)\n",
"\n",
"Autoregression은 이전 time-steps의 observations을 통해 다음 step의 값을 예측할 수 있다는 가정을 갖고 있습니다. Variables관의 관계를 correlation이라고 하며, 두 variables이 동시에 증가하거나 감소하면 positive correlation이라고 하며, 서로 반대방향으로 움직인다면 (하나는 증가하고, 하나는 감소하는 상황) negative correlation이라고 합니다.\n",
"\n",
"Output variable (예측값) 그리고 이전 time-steps의 값(lagged variables)들의 correlation을 구함으로서 통계적 측정을 할 수 있습니다.\n",
"correlation을 통해서 얼마만큼의 lag variables을 사용해야될지 알 수 있으며, 그래프가 predictable한지 안 한지도 알 수 있습니다.\n",
"\n",
"Lag $k$인 Autoregression(AR) process를 이용하여 time series를 생성했다고 가정해보겠습니다.\n",
"\n",
"ACF는 한 시점에서의 observarion과 그 이전 시점에서의 다른 observation(lag) 사이의 autocorrelation을 나타냅니다. 그리고 한 시점에서의 observation과 이전 시점에서의 다른 observation은 직/간접적으로 의존적인 정보를 포함하고 있습니다.\n",
"(예를 들어, 교회 수 $x$와 범죄발생 수$z$의 상관관계가 0.99라고 하자. 인구 수 $z$가 여기에 큰 영향을 미치기 때문이다. ACF는 $x$와 $y$의 상관계수를 계산할 때, $z$의 영향력을 포함시켜서 계산한다.)\n",
"\n",
"PACF는 observation과 lag간의 직접적인 관계를 이용합니다. 따라서 observation과 $k$ 시점 뒤의 lag value와는 상관관계가 없을 수 있습니다.\n",
"(예를 들어, 교회 수 $x$와 범죄발생 수$z$의 상관관계가 0.99라고 하자. 인구 수 $z$가 여기에 큰 영향을 미치기 때문이다. PACF는 $x$와 $y$의 상관계수를 계산할 때, $z$의 영향력을 제외시켜서 계산한다.)\n",
"\n",
"$Y_t$ : a function of the *‘Lags of $Y_t$’*.\n",
"\n",
"$$Y_t=\\alpha + \\beta_1Y_{t-1} + \\beta_2Y_{t-2} + ... + \\beta_pY_{t-p} + \\epsilon_t$$\n",
"\n",
"where, \n",
"- $Y_{t-1}$ is the lag 1 of the series.\n",
"- $\\beta_1$ is the coefficient of lag 1 that the model estimates.\n",
"- $\\alpha$ is the intercept term, also estimated by the model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### (2.2) Moving Average(MA)"
]
},
{
"cell_type": "markdown",
"metadata": {
"_uuid": "1ef9dc951591af3b49fbcb361f117c5d528f0978"
},
"source": [
"Moving-average Model은 univariate time series를 모델링 하는데 사용되는 방법중의 하나입니다. AR Model과 함께 ARMA 그리고 ARIMA 모델의 중요 컴포넌트가 됩니다. **Moving average process는 prior prediction으로부터의 residual error의 time series autoregression model입니다.** Moving average model은 현재의 forecast error를 기반으로 future forecast를 수정합니다.\n",
"\n",
"$Y_t$ : a function of the *‘Lags of $Y_t$’*.\n",
"\n",
"$$Y_t=\\alpha + \\epsilon_t + \\phi_{1}\\epsilon_{t-1} + \\phi_{2}\\epsilon_{t-2} + ... + \\phi_{q}\\epsilon_{t-q}$$\n",
"\n",
"Autocorrelation plot 으로 부터, MA term이 필요한지의 여부를 판단할 수 있습니다. Partial autocorrelation plot으로부터 AR term이 필요한지의 여부를 판단할 수 있습니다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Lag plot\n",
"\n",
"빠르게 correlation이 존재하는지 확인하는 방법은 step t 와 t-1 을 scatter plot으로 그래서 확인하는 방법입니다. 자기상관관계가 있으면 직선의 형태로 scatter가 형성되고, 자기상관관계가 없으면 random하게 scatter가 형성됩니다."
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'lag plot')"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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