HOYA Resort Stock Forecast - Naive Prediction

2736 Stock  TWD 18.60  0.15  0.80%   
The Naive Prediction forecasted value of HOYA Resort Hotel on the next trading day is expected to be 18.28 with a mean absolute deviation of 0.32 and the sum of the absolute errors of 19.79. HOYA Stock Forecast is based on your current time horizon.
  
A naive forecasting model for HOYA Resort is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of HOYA Resort Hotel value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

HOYA Resort Naive Prediction Price Forecast For the 27th of November

Given 90 days horizon, the Naive Prediction forecasted value of HOYA Resort Hotel on the next trading day is expected to be 18.28 with a mean absolute deviation of 0.32, mean absolute percentage error of 0.15, and the sum of the absolute errors of 19.79.
Please note that although there have been many attempts to predict HOYA 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 HOYA Resort's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HOYA Resort Stock Forecast Pattern

Backtest HOYA ResortHOYA Resort Price PredictionBuy or Sell Advice 

HOYA Resort Forecasted Value

In the context of forecasting HOYA Resort'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. HOYA Resort's downside and upside margins for the forecasting period are 16.59 and 19.96, respectively. We have considered HOYA Resort'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
18.60
18.28
Expected Value
19.96
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of HOYA Resort stock data series using in forecasting. Note that when a statistical model is used to represent HOYA Resort 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 Criteria116.2245
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3244
MAPEMean absolute percentage error0.0169
SAESum of the absolute errors19.791
This model is not at all useful as a medium-long range forecasting tool of HOYA Resort Hotel. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict HOYA Resort. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for HOYA Resort

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HOYA Resort Hotel. 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
17.0618.7520.44
Details
Intrinsic
Valuation
LowRealHigh
17.0318.7220.41
Details

Other Forecasting Options for HOYA Resort

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

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

HOYA Resort Hotel 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 HOYA Resort'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 HOYA Resort's current price.

HOYA Resort Market Strength Events

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

HOYA Resort Risk Indicators

The analysis of HOYA Resort'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 HOYA Resort's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hoya 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 HOYA Resort

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 HOYA Resort 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 HOYA Resort will appreciate offsetting losses from the drop in the long position's value.

Moving together with HOYA Stock

  0.632706 First HotelPairCorr

Moving against HOYA Stock

  0.312705 Leofoo DevelopmentPairCorr
The ability to find closely correlated positions to HOYA Resort could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace HOYA Resort 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 HOYA Resort - 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 HOYA Resort Hotel to buy it.
The correlation of HOYA Resort 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 HOYA Resort moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if HOYA Resort Hotel 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 HOYA Resort 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 HOYA Stock Analysis

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