Iconovo Stock Forward View - Polynomial Regression
| ICO Stock | SEK 1.13 -0.02 -1.74% |
The forecast reference data for Iconovo on this page is generated using Polynomial Regression applied to historical price observations. Projected values and error measures are included as reference material.
The Polynomial Regression forecasted value of Iconovo on the next trading day is expected to be 1.15 with a mean absolute deviation of 0.03 and the sum of the absolute errors of 1.60.A single variable polynomial regression model attempts to put a curve through the Iconovo 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 The Polynomial Regression reference values for Iconovo are derived from publicly available price data and should be used for informational purposes only. Polynomial Regression Price Forecast For the 19th of March
Given 90 days horizon, the Polynomial Regression forecasted value of Iconovo on the next trading day is expected to be 1.15 with a mean absolute deviation of 0.03 , mean absolute percentage error of 0.0011 , and the sum of the absolute errors of 1.60 .Please note that although there have been many attempts to predict Iconovo Stock prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Iconovo's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Iconovo | Iconovo Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for Iconovo focuses on identifying predictive downside and upside bands that can frame a realistic trading range. Investors should still remember that no empirical framework consistently proves that one family of forecasting models will outperform all other approaches in live markets.
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 Iconovo stock data series using in forecasting. Note that when a statistical model is used to represent Iconovo 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.| AIC | Akaike Information Criteria | 113.175 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0258 |
| MAPE | Mean absolute percentage error | 0.0225 |
| SAE | Sum of the absolute errors | 1.6024 |
Other Forecasting Options for Iconovo
Investors at all stages of experience who consider Iconovo must develop an understanding of Iconovo's price dynamics. The noise embedded in Iconovo Stock price charts can create misleading signals and skew investment decisions.Iconovo Related Equities
The following equities are related to Iconovo within the Medical Devices space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Iconovo against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
| Risk & Return | Correlation |
Iconovo Market Strength Events
Market strength indicators applied to Iconovo stock give investors a structured view of the security's momentum relative to the overall market. Using these indicators, traders can refine their timing when entering or exiting positions in Iconovo.
Iconovo Risk Indicators
Evaluating Iconovo's risk indicators is an important step in accurately forecasting its price and assessing the suitability of an investment. Understanding the risk profile of Iconovo's allows investors to make more informed decisions about position sizing and risk.
| Mean Deviation | 2.23 | |||
| Standard Deviation | 3.04 | |||
| Variance | 9.25 |
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.
Story Coverage note for Iconovo
Story coverage around Iconovo often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. The practical risk is that faster visibility can increase both interest and skepticism at the same time.
Other Macroaxis Stories
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Iconovo Short Properties
Short-interest signals around Iconovo can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. This is most valuable when investors want to know whether bearish pressure is starting to shape the market's reaction function.
| Common Stock Shares Outstanding | 31.4 M | |
| Cash And Short Term Investments | 94.9 M |
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