CHUGOKU EL Stock Forecast - Polynomial Regression

59K Stock  EUR 5.35  0.05  0.93%   
The Polynomial Regression forecasted value of CHUGOKU EL PWR on the next trading day is expected to be 5.12 with a mean absolute deviation of 0.15 and the sum of the absolute errors of 9.08. CHUGOKU Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of CHUGOKU EL's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
CHUGOKU EL polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for CHUGOKU EL PWR as well as the accuracy indicators are determined from the period prices.

CHUGOKU EL Polynomial Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of CHUGOKU EL PWR on the next trading day is expected to be 5.12 with a mean absolute deviation of 0.15, mean absolute percentage error of 0.03, and the sum of the absolute errors of 9.08.
Please note that although there have been many attempts to predict CHUGOKU Stock prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that CHUGOKU EL's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

CHUGOKU EL Stock Forecast Pattern

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CHUGOKU EL Forecasted Value

In the context of forecasting CHUGOKU EL's Stock value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. CHUGOKU EL's downside and upside margins for the forecasting period are 2.67 and 7.58, respectively. We have considered CHUGOKU EL's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
5.35
5.12
Expected Value
7.58
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of CHUGOKU EL stock data series using in forecasting. Note that when a statistical model is used to represent CHUGOKU EL stock, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.
AICAkaike Information Criteria114.7003
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1489
MAPEMean absolute percentage error0.0249
SAESum of the absolute errors9.0832
A single variable polynomial regression model attempts to put a curve through the CHUGOKU EL historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for CHUGOKU EL

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as CHUGOKU EL PWR. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Hype
Prediction
LowEstimatedHigh
2.905.357.80
Details
Intrinsic
Valuation
LowRealHigh
2.294.747.19
Details

Other Forecasting Options for CHUGOKU EL

For every potential investor in CHUGOKU, whether a beginner or expert, CHUGOKU EL's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. CHUGOKU Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in CHUGOKU. Basic forecasting techniques help filter out the noise by identifying CHUGOKU EL's price trends.

CHUGOKU EL Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with CHUGOKU EL stock to make a market-neutral strategy. Peer analysis of CHUGOKU EL could also be used in its relative valuation, which is a method of valuing CHUGOKU EL by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

CHUGOKU EL PWR Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of CHUGOKU EL's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of CHUGOKU EL's current price.

CHUGOKU EL Market Strength Events

Market strength indicators help investors to evaluate how CHUGOKU EL stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading CHUGOKU EL shares will generate the highest return on investment. By undertsting and applying CHUGOKU EL stock market strength indicators, traders can identify CHUGOKU EL PWR entry and exit signals to maximize returns.

CHUGOKU EL Risk Indicators

The analysis of CHUGOKU EL's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in CHUGOKU EL's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting chugoku stock prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

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Other Information on Investing in CHUGOKU Stock

CHUGOKU EL financial ratios help investors to determine whether CHUGOKU Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in CHUGOKU with respect to the benefits of owning CHUGOKU EL security.