PT Temas Stock Forecast - Polynomial Regression
| TMAS Stock | IDR 139.00 1.00 0.71% |
The Polynomial Regression forecasted value of PT Temas Tbk on the next trading day is expected to be 138.27 with a mean absolute deviation of 1.59 and the sum of the absolute errors of 97.20. TMAS Stock Forecast is based on your current time horizon.
TMAS |
PT Temas Polynomial Regression Price Forecast For the 3rd of December
Given 90 days horizon, the Polynomial Regression forecasted value of PT Temas Tbk on the next trading day is expected to be 138.27 with a mean absolute deviation of 1.59, mean absolute percentage error of 3.85, and the sum of the absolute errors of 97.20.Please note that although there have been many attempts to predict TMAS 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 PT Temas' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
PT Temas Stock Forecast Pattern
| Backtest PT Temas | PT Temas Price Prediction | Buy or Sell Advice |
PT Temas Forecasted Value
In the context of forecasting PT Temas' 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. PT Temas' downside and upside margins for the forecasting period are 137.08 and 139.46, respectively. We have considered PT Temas' 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 PT Temas stock data series using in forecasting. Note that when a statistical model is used to represent PT Temas 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 | 119.4597 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 1.5935 |
| MAPE | Mean absolute percentage error | 0.0111 |
| SAE | Sum of the absolute errors | 97.2034 |
Predictive Modules for PT Temas
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as PT Temas Tbk. 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.Other Forecasting Options for PT Temas
For every potential investor in TMAS, whether a beginner or expert, PT Temas' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. TMAS Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in TMAS. Basic forecasting techniques help filter out the noise by identifying PT Temas' price trends.PT Temas 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 PT Temas stock to make a market-neutral strategy. Peer analysis of PT Temas could also be used in its relative valuation, which is a method of valuing PT Temas by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
PT Temas Tbk 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 PT Temas' 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 PT Temas' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
PT Temas Market Strength Events
Market strength indicators help investors to evaluate how PT Temas stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading PT Temas shares will generate the highest return on investment. By undertsting and applying PT Temas stock market strength indicators, traders can identify PT Temas Tbk entry and exit signals to maximize returns.
PT Temas Risk Indicators
The analysis of PT Temas' 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 PT Temas' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting tmas 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.
| Mean Deviation | 0.8775 | |||
| Standard Deviation | 1.2 | |||
| Variance | 1.44 |
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.
Building efficient market-beating portfolios requires time, education, and a lot of computing power!
The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.
Try AI Portfolio ArchitectOther Information on Investing in TMAS Stock
PT Temas financial ratios help investors to determine whether TMAS Stock 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 TMAS with respect to the benefits of owning PT Temas security.