Lalin Property Stock Forecast - Polynomial Regression

LALIN Stock  THB 6.20  0.05  0.81%   
The Polynomial Regression forecasted value of Lalin Property Public on the next trading day is expected to be 6.24 with a mean absolute deviation of 0.05 and the sum of the absolute errors of 2.99. Lalin Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Lalin Property stock prices and determine the direction of Lalin Property Public's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Lalin Property's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Lalin Property polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Lalin Property Public as well as the accuracy indicators are determined from the period prices.

Lalin Property Polynomial Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Lalin Property Public on the next trading day is expected to be 6.24 with a mean absolute deviation of 0.05, mean absolute percentage error of 0, and the sum of the absolute errors of 2.99.
Please note that although there have been many attempts to predict Lalin 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 Lalin Property's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lalin Property Stock Forecast Pattern

Backtest Lalin PropertyLalin Property Price PredictionBuy or Sell Advice 

Lalin Property Forecasted Value

In the context of forecasting Lalin Property's 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. Lalin Property's downside and upside margins for the forecasting period are 5.31 and 7.17, respectively. We have considered Lalin Property'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
6.20
6.24
Expected Value
7.17
Upside

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 Lalin Property stock data series using in forecasting. Note that when a statistical model is used to represent Lalin Property 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 Criteria112.5108
BiasArithmetic mean of the errors None
MADMean absolute deviation0.049
MAPEMean absolute percentage error0.0075
SAESum of the absolute errors2.9861
A single variable polynomial regression model attempts to put a curve through the Lalin Property 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

Predictive Modules for Lalin Property

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lalin Property Public. 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.
Hype
Prediction
LowEstimatedHigh
5.276.207.13
Details
Intrinsic
Valuation
LowRealHigh
4.385.316.24
Details

Other Forecasting Options for Lalin Property

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

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

Lalin Property Public 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 Lalin Property'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 Lalin Property's current price.

Lalin Property Market Strength Events

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

Lalin Property Risk Indicators

The analysis of Lalin Property'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 Lalin Property's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lalin 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.

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 Architect

Other Information on Investing in Lalin Stock

Lalin Property financial ratios help investors to determine whether Lalin 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 Lalin with respect to the benefits of owning Lalin Property security.