Hiwin Mikrosystem Stock Forecast - Polynomial Regression

4576 Stock  TWD 115.50  12.50  9.77%   
The Polynomial Regression forecasted value of Hiwin Mikrosystem Corp on the next trading day is expected to be 111.10 with a mean absolute deviation of 9.34 and the sum of the absolute errors of 579.13. Hiwin Stock Forecast is based on your current time horizon.
  
Hiwin Mikrosystem polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Hiwin Mikrosystem Corp as well as the accuracy indicators are determined from the period prices.

Hiwin Mikrosystem Polynomial Regression Price Forecast For the 15th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Hiwin Mikrosystem Corp on the next trading day is expected to be 111.10 with a mean absolute deviation of 9.34, mean absolute percentage error of 120.80, and the sum of the absolute errors of 579.13.
Please note that although there have been many attempts to predict Hiwin 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 Hiwin Mikrosystem's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hiwin Mikrosystem Stock Forecast Pattern

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Hiwin Mikrosystem Forecasted Value

In the context of forecasting Hiwin Mikrosystem'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. Hiwin Mikrosystem's downside and upside margins for the forecasting period are 106.75 and 115.45, respectively. We have considered Hiwin Mikrosystem'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
115.50
106.75
Downside
111.10
Expected Value
115.45
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 Hiwin Mikrosystem stock data series using in forecasting. Note that when a statistical model is used to represent Hiwin Mikrosystem 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 Criteria124.7425
BiasArithmetic mean of the errors None
MADMean absolute deviation9.3407
MAPEMean absolute percentage error0.0789
SAESum of the absolute errors579.1262
A single variable polynomial regression model attempts to put a curve through the Hiwin Mikrosystem 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 Hiwin Mikrosystem

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hiwin Mikrosystem Corp. 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
111.15115.50119.85
Details
Intrinsic
Valuation
LowRealHigh
106.53110.88127.05
Details

Other Forecasting Options for Hiwin Mikrosystem

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

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

Hiwin Mikrosystem Corp 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 Hiwin Mikrosystem'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 Hiwin Mikrosystem's current price.

Hiwin Mikrosystem Market Strength Events

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

Hiwin Mikrosystem Risk Indicators

The analysis of Hiwin Mikrosystem'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 Hiwin Mikrosystem's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hiwin 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Tools for Hiwin Stock Analysis

When running Hiwin Mikrosystem's price analysis, check to measure Hiwin Mikrosystem'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 Hiwin Mikrosystem is operating at the current time. Most of Hiwin Mikrosystem's value examination focuses on studying past and present price action to predict the probability of Hiwin Mikrosystem's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Hiwin Mikrosystem's price. Additionally, you may evaluate how the addition of Hiwin Mikrosystem to your portfolios can decrease your overall portfolio volatility.