Modelling A.I. in Economics

Is LON:EUA Stock Expected to Go Up? (Stock Forecast)

Abstract

We evaluate EURASIA MINING PLC prediction models with Modular Neural Network (Market Direction Analysis) and Independent T-Test1,2,3,4 and conclude that the LON:EUA stock is predictable in the short/long term. According to price forecasts for (n+6 month) period: The dominant strategy among neural network is to Sell LON:EUA stock.


Keywords: LON:EUA, EURASIA MINING PLC, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

Key Points

  1. Dominated Move
  2. What is the best way to predict stock prices?
  3. What are main components of Markov decision process?

LON:EUA Target Price Prediction Modeling Methodology

We consider EURASIA MINING PLC Stock Decision Process with Independent T-Test where A is the set of discrete actions of LON:EUA stock holders, F is the set of discrete states, P : S × F × S → R is the transition probability distribution, R : S × F → R is the reaction function, and γ ∈ [0, 1] is a move factor for expectation.1,2,3,4


F(Independent T-Test)5,6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Modular Neural Network (Market Direction Analysis)) X S(n):→ (n+6 month) i = 1 n s i

n:Time series to forecast

p:Price signals of LON:EUA stock

j:Nash equilibria

k:Dominated move

a:Best response for target price

 

For further technical information as per how our model work we invite you to visit the article below: 

How do AC Investment Research machine learning (predictive) algorithms actually work?

LON:EUA Stock Forecast (Buy or Sell) for (n+6 month)

Sample Set: Neural Network
Stock/Index: LON:EUA EURASIA MINING PLC
Time series to forecast n: 09 Sep 2022 for (n+6 month)

According to price forecasts for (n+6 month) period: The dominant strategy among neural network is to Sell LON:EUA stock.

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Yellow to Green): *Technical Analysis%


Conclusions

EURASIA MINING PLC assigned short-term B3 & long-term Ba3 forecasted stock rating. We evaluate the prediction models Modular Neural Network (Market Direction Analysis) with Independent T-Test1,2,3,4 and conclude that the LON:EUA stock is predictable in the short/long term. According to price forecasts for (n+6 month) period: The dominant strategy among neural network is to Sell LON:EUA stock.

Financial State Forecast for LON:EUA Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*B3Ba3
Operational Risk 3269
Market Risk3056
Technical Analysis5890
Fundamental Analysis7447
Risk Unsystematic5456

Prediction Confidence Score

Trust metric by Neural Network: 73 out of 100 with 572 signals.

References

  1. J. Ott. A Markov decision model for a surveillance application and risk-sensitive Markov decision processes. PhD thesis, Karlsruhe Institute of Technology, 2010.
  2. J. Peters, S. Vijayakumar, and S. Schaal. Natural actor-critic. In Proceedings of the Sixteenth European Conference on Machine Learning, pages 280–291, 2005.
  3. Kallus N. 2017. Balanced policy evaluation and learning. arXiv:1705.07384 [stat.ML]
  4. Clements, M. P. D. F. Hendry (1995), "Forecasting in cointegrated systems," Journal of Applied Econometrics, 10, 127–146.
  5. Meinshausen N. 2007. Relaxed lasso. Comput. Stat. Data Anal. 52:374–93
  6. Y. Chow and M. Ghavamzadeh. Algorithms for CVaR optimization in MDPs. In Advances in Neural Infor- mation Processing Systems, pages 3509–3517, 2014.
  7. Dudik M, Langford J, Li L. 2011. Doubly robust policy evaluation and learning. In Proceedings of the 28th International Conference on Machine Learning, pp. 1097–104. La Jolla, CA: Int. Mach. Learn. Soc.
Frequently Asked QuestionsQ: What is the prediction methodology for LON:EUA stock?
A: LON:EUA stock prediction methodology: We evaluate the prediction models Modular Neural Network (Market Direction Analysis) and Independent T-Test
Q: Is LON:EUA stock a buy or sell?
A: The dominant strategy among neural network is to Sell LON:EUA Stock.
Q: Is EURASIA MINING PLC stock a good investment?
A: The consensus rating for EURASIA MINING PLC is Sell and assigned short-term B3 & long-term Ba3 forecasted stock rating.
Q: What is the consensus rating of LON:EUA stock?
A: The consensus rating for LON:EUA is Sell.
Q: What is the prediction period for LON:EUA stock?
A: The prediction period for LON:EUA is (n+6 month)



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