Winbond Electronics Stock Forecast - Polynomial Regression
| 2344 Stock | TWD 25.90 0.10 0.38% |
The Polynomial Regression forecasted value of Winbond Electronics Corp on the next trading day is expected to be 25.10 with a mean absolute deviation of 0.41 and the sum of the absolute errors of 25.23. Winbond Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Winbond Electronics stock prices and determine the direction of Winbond Electronics Corp's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Winbond Electronics' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Winbond Electronics to cross-verify your projections. Winbond |
Most investors in Winbond Electronics cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Winbond Electronics' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Winbond Electronics' price structures and extracts relationships that further increase the generated results' accuracy.
Winbond Electronics polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Winbond Electronics Corp as well as the accuracy indicators are determined from the period prices. Winbond Electronics Polynomial Regression Price Forecast For the 4th of May
Given 90 days horizon, the Polynomial Regression forecasted value of Winbond Electronics Corp on the next trading day is expected to be 25.10 with a mean absolute deviation of 0.41, mean absolute percentage error of 0.25, and the sum of the absolute errors of 25.23.Please note that although there have been many attempts to predict Winbond 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 Winbond Electronics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Winbond Electronics Stock Forecast Pattern
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Winbond Electronics Forecasted Value
In the context of forecasting Winbond Electronics' 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. Winbond Electronics' downside and upside margins for the forecasting period are 23.30 and 26.90, respectively. We have considered Winbond Electronics' 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.
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 Winbond Electronics stock data series using in forecasting. Note that when a statistical model is used to represent Winbond Electronics 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.| AIC | Akaike Information Criteria | 118.5451 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.407 |
| MAPE | Mean absolute percentage error | 0.0153 |
| SAE | Sum of the absolute errors | 25.2319 |
Predictive Modules for Winbond Electronics
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Winbond Electronics 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Winbond Electronics' price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Other Forecasting Options for Winbond Electronics
For every potential investor in Winbond, whether a beginner or expert, Winbond Electronics' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Winbond Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Winbond. Basic forecasting techniques help filter out the noise by identifying Winbond Electronics' price trends.Winbond Electronics 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 Winbond Electronics stock to make a market-neutral strategy. Peer analysis of Winbond Electronics could also be used in its relative valuation, which is a method of valuing Winbond Electronics by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Winbond Electronics 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 Winbond Electronics' 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 Winbond Electronics' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Winbond Electronics Market Strength Events
Market strength indicators help investors to evaluate how Winbond Electronics stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Winbond Electronics shares will generate the highest return on investment. By undertsting and applying Winbond Electronics stock market strength indicators, traders can identify Winbond Electronics Corp entry and exit signals to maximize returns.
| Accumulation Distribution | 99200.18 | |||
| Daily Balance Of Power | (0.33) | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 25.85 | |||
| Day Typical Price | 25.87 | |||
| Period Momentum Indicator | (0.10) | |||
| Relative Strength Index | 43.2 |
Winbond Electronics Risk Indicators
The analysis of Winbond Electronics' 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 Winbond Electronics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting winbond 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.
| Mean Deviation | 1.23 | |||
| Standard Deviation | 1.68 | |||
| Variance | 2.82 |
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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Winbond Electronics in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Winbond Electronics' short interest history, or implied volatility extrapolated from Winbond Electronics options trading.
Thematic Opportunities
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Check out Historical Fundamental Analysis of Winbond Electronics to cross-verify your projections. You can also try the Portfolio Comparator module to compare the composition, asset allocations and performance of any two portfolios in your account.
Complementary Tools for Winbond Stock analysis
When running Winbond Electronics' price analysis, check to measure Winbond Electronics' 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 Winbond Electronics is operating at the current time. Most of Winbond Electronics' value examination focuses on studying past and present price action to predict the probability of Winbond Electronics' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Winbond Electronics' price. Additionally, you may evaluate how the addition of Winbond Electronics to your portfolios can decrease your overall portfolio volatility.
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