Dreyfus Municipal Mutual Fund Forecast - Naive Prediction

XDMBX Fund  USD 12.33  0.05  0.41%   
The Naive Prediction forecasted value of Dreyfus Municipal Bond on the next trading day is expected to be 12.31 with a mean absolute deviation of 0.04 and the sum of the absolute errors of 2.73. Dreyfus Mutual Fund Forecast is based on your current time horizon.
  
A naive forecasting model for Dreyfus Municipal is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Dreyfus Municipal Bond 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.

Dreyfus Municipal Naive Prediction Price Forecast For the 1st of December

Given 90 days horizon, the Naive Prediction forecasted value of Dreyfus Municipal Bond on the next trading day is expected to be 12.31 with a mean absolute deviation of 0.04, mean absolute percentage error of 0, and the sum of the absolute errors of 2.73.
Please note that although there have been many attempts to predict Dreyfus Mutual Fund 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 Dreyfus Municipal's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Dreyfus Municipal Mutual Fund Forecast Pattern

Dreyfus Municipal Forecasted Value

In the context of forecasting Dreyfus Municipal's Mutual Fund 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. Dreyfus Municipal's downside and upside margins for the forecasting period are 11.84 and 12.78, respectively. We have considered Dreyfus Municipal'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
12.33
12.31
Expected Value
12.78
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 Dreyfus Municipal mutual fund data series using in forecasting. Note that when a statistical model is used to represent Dreyfus Municipal mutual fund, 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 Criteria112.4258
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0448
MAPEMean absolute percentage error0.0037
SAESum of the absolute errors2.734
This model is not at all useful as a medium-long range forecasting tool of Dreyfus Municipal Bond. 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 Dreyfus Municipal. 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 Dreyfus Municipal

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Dreyfus Municipal Bond. Regardless of method or technology, however, to accurately forecast the mutual fund market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the mutual fund 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
11.8612.3312.80
Details
Intrinsic
Valuation
LowRealHigh
11.8212.2912.76
Details
Bollinger
Band Projection (param)
LowMiddleHigh
12.1412.2412.35
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Dreyfus Municipal. Your research has to be compared to or analyzed against Dreyfus Municipal's peers to derive any actionable benefits. When done correctly, Dreyfus Municipal's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Dreyfus Municipal Bond.

Other Forecasting Options for Dreyfus Municipal

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

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

Dreyfus Municipal Bond Technical and Predictive Analytics

The mutual fund market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Dreyfus Municipal'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 Dreyfus Municipal's current price.

Dreyfus Municipal Market Strength Events

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

Dreyfus Municipal Risk Indicators

The analysis of Dreyfus Municipal'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 Dreyfus Municipal's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting dreyfus mutual fund 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.

Other Information on Investing in Dreyfus Mutual Fund

Dreyfus Municipal financial ratios help investors to determine whether Dreyfus Mutual Fund is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Dreyfus with respect to the benefits of owning Dreyfus Municipal security.
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