Hamamatsu Photonics Pink Sheet Forecast - Polynomial Regression
| HPHTF Stock | USD 35.77 0.00 0.00% |
The Polynomial Regression forecasted value of Hamamatsu Photonics KK on the next trading day is expected to be 35.14 with a mean absolute deviation of 0.37 and the sum of the absolute errors of 22.56. Hamamatsu Pink Sheet Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hamamatsu Photonics stock prices and determine the direction of Hamamatsu Photonics KK's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hamamatsu Photonics' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Hamamatsu Photonics to cross-verify your projections. Hamamatsu |
Most investors in Hamamatsu Photonics 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 Hamamatsu Photonics' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Hamamatsu Photonics' price structures and extracts relationships that further increase the generated results' accuracy.
Hamamatsu Photonics polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Hamamatsu Photonics KK as well as the accuracy indicators are determined from the period prices. Hamamatsu Photonics Polynomial Regression Price Forecast For the 6th of May
Given 90 days horizon, the Polynomial Regression forecasted value of Hamamatsu Photonics KK on the next trading day is expected to be 35.14 with a mean absolute deviation of 0.37, mean absolute percentage error of 0.24, and the sum of the absolute errors of 22.56.Please note that although there have been many attempts to predict Hamamatsu Pink Sheet 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 Hamamatsu Photonics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Hamamatsu Photonics Pink Sheet Forecast Pattern
| Backtest Hamamatsu Photonics | Hamamatsu Photonics Price Prediction | Buy or Sell Advice |
Hamamatsu Photonics Forecasted Value
In the context of forecasting Hamamatsu Photonics' Pink Sheet 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. Hamamatsu Photonics' downside and upside margins for the forecasting period are 34.04 and 36.24, respectively. We have considered Hamamatsu Photonics' 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 Hamamatsu Photonics pink sheet data series using in forecasting. Note that when a statistical model is used to represent Hamamatsu Photonics pink sheet, 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 | 116.6901 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.3699 |
| MAPE | Mean absolute percentage error | 0.0102 |
| SAE | Sum of the absolute errors | 22.5633 |
Predictive Modules for Hamamatsu Photonics
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hamamatsu Photonics. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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 Hamamatsu Photonics' 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 Hamamatsu Photonics
For every potential investor in Hamamatsu, whether a beginner or expert, Hamamatsu Photonics' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Hamamatsu Pink Sheet price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Hamamatsu. Basic forecasting techniques help filter out the noise by identifying Hamamatsu Photonics' price trends.Hamamatsu Photonics 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 Hamamatsu Photonics pink sheet to make a market-neutral strategy. Peer analysis of Hamamatsu Photonics could also be used in its relative valuation, which is a method of valuing Hamamatsu Photonics by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Hamamatsu Photonics Technical and Predictive Analytics
The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Hamamatsu Photonics' 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 Hamamatsu Photonics' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Hamamatsu Photonics Market Strength Events
Market strength indicators help investors to evaluate how Hamamatsu Photonics pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Hamamatsu Photonics shares will generate the highest return on investment. By undertsting and applying Hamamatsu Photonics pink sheet market strength indicators, traders can identify Hamamatsu Photonics KK entry and exit signals to maximize returns.
Hamamatsu Photonics Risk Indicators
The analysis of Hamamatsu Photonics' 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 Hamamatsu Photonics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hamamatsu pink sheet 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 | 0.4225 | |||
| Standard Deviation | 1.12 | |||
| Variance | 1.25 |
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.
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Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of Hamamatsu Photonics to cross-verify your projections. You can also try the Portfolio Center module to all portfolio management and optimization tools to improve performance of your portfolios.
Complementary Tools for Hamamatsu Pink Sheet analysis
When running Hamamatsu Photonics' price analysis, check to measure Hamamatsu Photonics' 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 Hamamatsu Photonics is operating at the current time. Most of Hamamatsu Photonics' value examination focuses on studying past and present price action to predict the probability of Hamamatsu Photonics' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Hamamatsu Photonics' price. Additionally, you may evaluate how the addition of Hamamatsu Photonics to your portfolios can decrease your overall portfolio volatility.
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