Nishi-Nippon Railroad Stock Forecast - Polynomial Regression

NNR Stock  EUR 13.40  0.30  2.19%   
The Polynomial Regression forecasted value of Nishi Nippon Railroad Co on the next trading day is expected to be 13.41 with a mean absolute deviation of 0.14 and the sum of the absolute errors of 8.38. Nishi-Nippon Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Nishi-Nippon Railroad's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Nishi-Nippon Railroad polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Nishi Nippon Railroad Co as well as the accuracy indicators are determined from the period prices.

Nishi-Nippon Railroad Polynomial Regression Price Forecast For the 24th of March

Given 90 days horizon, the Polynomial Regression forecasted value of Nishi Nippon Railroad Co on the next trading day is expected to be 13.41 with a mean absolute deviation of 0.14, mean absolute percentage error of 0.03, and the sum of the absolute errors of 8.38.
Please note that although there have been many attempts to predict Nishi-Nippon 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 Nishi-Nippon Railroad's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Nishi-Nippon Railroad Stock Forecast Pattern

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Nishi-Nippon Railroad Forecasted Value

In the context of forecasting Nishi-Nippon Railroad'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. Nishi-Nippon Railroad's downside and upside margins for the forecasting period are 12.03 and 14.79, respectively. We have considered Nishi-Nippon Railroad'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
13.40
13.41
Expected Value
14.79
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 Nishi-Nippon Railroad stock data series using in forecasting. Note that when a statistical model is used to represent Nishi-Nippon Railroad 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 Criteria114.6372
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1373
MAPEMean absolute percentage error0.0102
SAESum of the absolute errors8.375
A single variable polynomial regression model attempts to put a curve through the Nishi-Nippon Railroad 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 Nishi-Nippon Railroad

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Nishi Nippon Railroad. 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
12.0213.4014.78
Details
Intrinsic
Valuation
LowRealHigh
12.0713.4514.83
Details
Bollinger
Band Projection (param)
LowMiddleHigh
13.3513.6513.95
Details

Other Forecasting Options for Nishi-Nippon Railroad

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

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

Nishi Nippon Railroad 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 Nishi-Nippon Railroad'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 Nishi-Nippon Railroad's current price.

Nishi-Nippon Railroad Market Strength Events

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

Nishi-Nippon Railroad Risk Indicators

The analysis of Nishi-Nippon Railroad'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 Nishi-Nippon Railroad's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting nishi-nippon 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 Nishi-Nippon Stock

Nishi-Nippon Railroad financial ratios help investors to determine whether Nishi-Nippon 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 Nishi-Nippon with respect to the benefits of owning Nishi-Nippon Railroad security.