International Games Stock Forecast - Polynomial Regression

3293 Stock  TWD 979.00  15.00  1.51%   
The Polynomial Regression forecasted value of International Games System on the next trading day is expected to be 898.40 with a mean absolute deviation of 32.72 and the sum of the absolute errors of 1,996. International Stock Forecast is based on your current time horizon.
  
International Games polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for International Games System as well as the accuracy indicators are determined from the period prices.

International Games Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of International Games System on the next trading day is expected to be 898.40 with a mean absolute deviation of 32.72, mean absolute percentage error of 1,413, and the sum of the absolute errors of 1,996.
Please note that although there have been many attempts to predict International 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 International Games' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

International Games Stock Forecast Pattern

Backtest International GamesInternational Games Price PredictionBuy or Sell Advice 

International Games Forecasted Value

In the context of forecasting International Games' 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. International Games' downside and upside margins for the forecasting period are 895.72 and 901.08, respectively. We have considered International Games' 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
979.00
895.72
Downside
898.40
Expected Value
901.08
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 International Games stock data series using in forecasting. Note that when a statistical model is used to represent International Games 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 Criteria125.3636
BiasArithmetic mean of the errors None
MADMean absolute deviation32.7229
MAPEMean absolute percentage error0.0347
SAESum of the absolute errors1996.0939
A single variable polynomial regression model attempts to put a curve through the International Games 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 International Games

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as International Games. 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
976.30979.00981.70
Details
Intrinsic
Valuation
LowRealHigh
956.55959.251,077
Details
Bollinger
Band Projection (param)
LowMiddleHigh
915.61994.671,074
Details

Other Forecasting Options for International Games

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

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

International Games 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 International Games' 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 International Games' current price.

International Games Market Strength Events

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

International Games Risk Indicators

The analysis of International Games' 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 International Games' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting international 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 International Games

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 International Games 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 International Games will appreciate offsetting losses from the drop in the long position's value.

Moving against International Stock

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  0.493034 Novatek MicroelectronicsPairCorr
The ability to find closely correlated positions to International Games could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace International Games 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 International Games - 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 International Games System to buy it.
The correlation of International Games 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 International Games moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if International Games 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 International Games 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 International Stock Analysis

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