China Natural Stock Forecast - Polynomial Regression

CHNGQDelisted Stock  USD 0.0001  0.00  0.00%   
The Polynomial Regression forecasted value of China Natural Cmn on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0 and the sum of the absolute errors of 0. China Stock Forecast is based on your current time horizon.
  
China Natural polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for China Natural Cmn as well as the accuracy indicators are determined from the period prices.

China Natural Polynomial Regression Price Forecast For the 3rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of China Natural Cmn on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0, mean absolute percentage error of 0, and the sum of the absolute errors of 0.
Please note that although there have been many attempts to predict China 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 China Natural's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

China Natural Stock Forecast Pattern

Backtest China NaturalChina Natural Price PredictionBuy or Sell Advice 

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 China Natural stock data series using in forecasting. Note that when a statistical model is used to represent China Natural 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 Criteria34.379
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0
MAPEMean absolute percentage error0.0
SAESum of the absolute errors0.0
A single variable polynomial regression model attempts to put a curve through the China Natural 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 China Natural

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as China Natural Cmn. 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
0.000.00010.00
Details
Intrinsic
Valuation
LowRealHigh
0.000.0000850.00
Details
Bollinger
Band Projection (param)
LowMiddleHigh
0.00010.00010.0001
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as China Natural. Your research has to be compared to or analyzed against China Natural's peers to derive any actionable benefits. When done correctly, China Natural's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in China Natural Cmn.

China Natural 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 China Natural stock to make a market-neutral strategy. Peer analysis of China Natural could also be used in its relative valuation, which is a method of valuing China Natural by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

China Natural Market Strength Events

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

Pair Trading with China Natural

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if China Natural position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in China Natural will appreciate offsetting losses from the drop in the long position's value.
The ability to find closely correlated positions to China Natural could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace China Natural when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back China Natural - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling China Natural Cmn to buy it.
The correlation of China Natural is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as China Natural moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if China Natural Cmn moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for China Natural can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching
Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in price.
You can also try the USA ETFs module to find actively traded Exchange Traded Funds (ETF) in USA.

Other Consideration for investing in China Stock

If you are still planning to invest in China Natural Cmn check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the China Natural's history and understand the potential risks before investing.
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