Aptose Biosciences Stock Forecast - Naive Prediction

APTODelisted Stock  USD 2.01  0.91  82.73%   
The Naive Prediction forecasted value of Aptose Biosciences on the next trading day is expected to be 0.88 with a mean absolute deviation of 0.38 and the sum of the absolute errors of 23.20. Aptose Stock Forecast is based on your current time horizon.
As of today the value of rsi of Aptose Biosciences' share price is below 20 . This suggests that the stock is significantly oversold. The fundamental principle of the Relative Strength Index (RSI) is to quantify the velocity at which market participants are driving the price of a financial instrument upwards or downwards.

Momentum 0

 Sell Peaked

 
Oversold
 
Overbought
The successful prediction of Aptose Biosciences' future price could yield a significant profit. We analyze noise-free headlines and recent hype associated with Aptose Biosciences, which may create opportunities for some arbitrage if properly timed.
Using Aptose Biosciences hype-based prediction, you can estimate the value of Aptose Biosciences from the perspective of Aptose Biosciences response to recently generated media hype and the effects of current headlines on its competitors.
The Naive Prediction forecasted value of Aptose Biosciences on the next trading day is expected to be 0.88 with a mean absolute deviation of 0.38 and the sum of the absolute errors of 23.20.

Aptose Biosciences after-hype prediction price

    
  USD 2.01  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as delisted stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in persons.

Aptose Biosciences Additional Predictive Modules

Most predictive techniques to examine Aptose price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Aptose using various technical indicators. When you analyze Aptose charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
A naive forecasting model for Aptose Biosciences is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Aptose Biosciences 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.

Aptose Biosciences Naive Prediction Price Forecast For the 17th of January 2026

Given 90 days horizon, the Naive Prediction forecasted value of Aptose Biosciences on the next trading day is expected to be 0.88 with a mean absolute deviation of 0.38, mean absolute percentage error of 0.26, and the sum of the absolute errors of 23.20.
Please note that although there have been many attempts to predict Aptose 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 Aptose Biosciences' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aptose Biosciences Stock Forecast Pattern

Backtest Aptose BiosciencesAptose Biosciences Price PredictionBuy or Sell Advice 

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 Aptose Biosciences stock data series using in forecasting. Note that when a statistical model is used to represent Aptose Biosciences 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 Criteria116.7667
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3803
MAPEMean absolute percentage error0.0915
SAESum of the absolute errors23.1977
This model is not at all useful as a medium-long range forecasting tool of Aptose Biosciences. 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 Aptose Biosciences. 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 Aptose Biosciences

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aptose Biosciences. 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 Aptose Biosciences' 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.
Hype
Prediction
LowEstimatedHigh
2.012.012.01
Details
Intrinsic
Valuation
LowRealHigh
1.911.912.21
Details

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

Aptose Biosciences Market Strength Events

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

Aptose Biosciences Risk Indicators

The analysis of Aptose Biosciences' 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 Aptose Biosciences' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aptose 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.
Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in persons.
You can also try the Transaction History module to view history of all your transactions and understand their impact on performance.

Other Consideration for investing in Aptose Stock

If you are still planning to invest in Aptose Biosciences check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Aptose Biosciences' history and understand the potential risks before investing.
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