Formosa Electronic Stock Forecast - Polynomial Regression

8171 Stock  TWD 43.30  1.50  3.59%   
The Polynomial Regression forecasted value of Formosa Electronic Industries on the next trading day is expected to be 46.91 with a mean absolute deviation of 1.16 and the sum of the absolute errors of 70.90. Formosa Stock Forecast is based on your current time horizon.
  
Formosa Electronic polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Formosa Electronic Industries as well as the accuracy indicators are determined from the period prices.

Formosa Electronic Polynomial Regression Price Forecast For the 6th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Formosa Electronic Industries on the next trading day is expected to be 46.91 with a mean absolute deviation of 1.16, mean absolute percentage error of 2.77, and the sum of the absolute errors of 70.90.
Please note that although there have been many attempts to predict Formosa 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 Formosa Electronic's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Formosa Electronic Stock Forecast Pattern

Backtest Formosa ElectronicFormosa Electronic Price PredictionBuy or Sell Advice 

Formosa Electronic Forecasted Value

In the context of forecasting Formosa Electronic'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. Formosa Electronic's downside and upside margins for the forecasting period are 43.66 and 50.16, respectively. We have considered Formosa Electronic'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
43.30
46.91
Expected Value
50.16
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 Formosa Electronic stock data series using in forecasting. Note that when a statistical model is used to represent Formosa Electronic 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 Criteria119.1287
BiasArithmetic mean of the errors None
MADMean absolute deviation1.1623
MAPEMean absolute percentage error0.0322
SAESum of the absolute errors70.9
A single variable polynomial regression model attempts to put a curve through the Formosa Electronic 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 Formosa Electronic

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Formosa Electronic. 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
40.0543.3046.55
Details
Intrinsic
Valuation
LowRealHigh
31.0134.2647.63
Details
Bollinger
Band Projection (param)
LowMiddleHigh
36.1740.6245.08
Details

Other Forecasting Options for Formosa Electronic

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

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

Formosa Electronic 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 Formosa Electronic'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 Formosa Electronic's current price.

Formosa Electronic Market Strength Events

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

Formosa Electronic Risk Indicators

The analysis of Formosa Electronic'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 Formosa Electronic's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting formosa 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.

Pair Trading with Formosa Electronic

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 Formosa Electronic 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 Formosa Electronic will appreciate offsetting losses from the drop in the long position's value.

Moving against Formosa Stock

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The ability to find closely correlated positions to Formosa Electronic could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Formosa Electronic 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 Formosa Electronic - 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 Formosa Electronic Industries to buy it.
The correlation of Formosa Electronic 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 Formosa Electronic moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Formosa Electronic 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 Formosa Electronic 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

Additional Tools for Formosa Stock Analysis

When running Formosa Electronic's price analysis, check to measure Formosa Electronic's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Formosa Electronic is operating at the current time. Most of Formosa Electronic's value examination focuses on studying past and present price action to predict the probability of Formosa Electronic's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Formosa Electronic's price. Additionally, you may evaluate how the addition of Formosa Electronic to your portfolios can decrease your overall portfolio volatility.