LG Household Stock Forecast - Polynomial Regression

051905 Stock   141,100  2,000  1.40%   
The Polynomial Regression forecasted value of LG Household Healthcare on the next trading day is expected to be 141,930 with a mean absolute deviation of 2,386 and the sum of the absolute errors of 147,950. 051905 Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast LG Household stock prices and determine the direction of LG Household Healthcare's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of LG Household's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
LG Household polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for LG Household Healthcare as well as the accuracy indicators are determined from the period prices.

LG Household Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of LG Household Healthcare on the next trading day is expected to be 141,930 with a mean absolute deviation of 2,386, mean absolute percentage error of 8,732,422, and the sum of the absolute errors of 147,950.
Please note that although there have been many attempts to predict 051905 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 LG Household's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

LG Household Stock Forecast Pattern

Backtest LG HouseholdLG Household Price PredictionBuy or Sell Advice 

LG Household Forecasted Value

In the context of forecasting LG Household'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. LG Household's downside and upside margins for the forecasting period are 141,928 and 141,932, respectively. We have considered LG Household'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
141,100
141,928
Downside
141,930
Expected Value
141,932
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 LG Household stock data series using in forecasting. Note that when a statistical model is used to represent LG Household 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 Criteria135.9309
BiasArithmetic mean of the errors None
MADMean absolute deviation2386.2963
MAPEMean absolute percentage error0.0158
SAESum of the absolute errors147950.3728
A single variable polynomial regression model attempts to put a curve through the LG Household 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 LG Household

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as LG Household Healthcare. 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
141,098141,100141,102
Details
Intrinsic
Valuation
LowRealHigh
122,218122,220155,210
Details
Bollinger
Band Projection (param)
LowMiddleHigh
137,571143,775149,979
Details

Other Forecasting Options for LG Household

For every potential investor in 051905, whether a beginner or expert, LG Household's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. 051905 Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in 051905. Basic forecasting techniques help filter out the noise by identifying LG Household's price trends.

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

LG Household Healthcare 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 LG Household'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 LG Household's current price.

LG Household Market Strength Events

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

LG Household Risk Indicators

The analysis of LG Household'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 LG Household's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting 051905 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.

Pair Trading with LG Household

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if LG Household position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in LG Household will appreciate offsetting losses from the drop in the long position's value.

Moving together with 051905 Stock

  0.77051900 LG Household HealthcarePairCorr
  0.77090430 Amorepacific CorpPairCorr
  0.86200130 Mirae Asset No2PairCorr
  0.81018250 Aekyung IndustrialPairCorr

Moving against 051905 Stock

  0.79111710 Namhwa IndustrialPairCorr
  0.67105560 KB Financial GroupPairCorr
  0.61329180 Hyundai Heavy IndustriesPairCorr
  0.42222040 Cosmax NbtPairCorr
  0.32182360 Cube EntertainmentPairCorr
The ability to find closely correlated positions to LG Household could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace LG Household when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back LG Household - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling LG Household Healthcare to buy it.
The correlation of LG Household is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as LG Household moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if LG Household Healthcare moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for LG Household can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching

Other Information on Investing in 051905 Stock

LG Household financial ratios help investors to determine whether 051905 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 051905 with respect to the benefits of owning LG Household security.