Modelling A.I. in Economics

Should You Buy Now or Wait? LON:ATT Stock Forecast

Abstract

We evaluate ALLIANZ TECHNOLOGY TRUST PLC prediction models with Modular Neural Network (News Feed Sentiment Analysis) and Independent T-Test1,2,3,4 and conclude that the LON:ATT 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 Hold LON:ATT stock.


Keywords: LON:ATT, ALLIANZ TECHNOLOGY TRUST PLC, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

Key Points

  1. Operational Risk
  2. Should I buy stocks now or wait amid such uncertainty?
  3. Decision Making

LON:ATT Target Price Prediction Modeling Methodology

We consider ALLIANZ TECHNOLOGY TRUST PLC Stock Decision Process with Independent T-Test where A is the set of discrete actions of LON:ATT 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 (News Feed Sentiment Analysis)) X S(n):→ (n+6 month) i = 1 n s i

n:Time series to forecast

p:Price signals of LON:ATT 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:ATT Stock Forecast (Buy or Sell) for (n+6 month)

Sample Set: Neural Network
Stock/Index: LON:ATT ALLIANZ TECHNOLOGY TRUST PLC
Time series to forecast n: 08 Sep 2022 for (n+6 month)

According to price forecasts for (n+6 month) period: The dominant strategy among neural network is to Hold LON:ATT 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

ALLIANZ TECHNOLOGY TRUST PLC assigned short-term Ba1 & long-term Ba3 forecasted stock rating. We evaluate the prediction models Modular Neural Network (News Feed Sentiment Analysis) with Independent T-Test1,2,3,4 and conclude that the LON:ATT 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 Hold LON:ATT stock.

Financial State Forecast for LON:ATT Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*Ba1Ba3
Operational Risk 7967
Market Risk7070
Technical Analysis7985
Fundamental Analysis5660
Risk Unsystematic7135

Prediction Confidence Score

Trust metric by Neural Network: 77 out of 100 with 540 signals.

References

  1. S. Devlin, L. Yliniemi, D. Kudenko, and K. Tumer. Potential-based difference rewards for multiagent reinforcement learning. In Proceedings of the Thirteenth International Joint Conference on Autonomous Agents and Multiagent Systems, May 2014
  2. Harris ZS. 1954. Distributional structure. Word 10:146–62
  3. Abadir, K. M., K. Hadri E. Tzavalis (1999), "The influence of VAR dimensions on estimator biases," Econometrica, 67, 163–181.
  4. Artis, M. J. W. Zhang (1990), "BVAR forecasts for the G-7," International Journal of Forecasting, 6, 349–362.
  5. Breiman L. 1993. Better subset selection using the non-negative garotte. Tech. Rep., Univ. Calif., Berkeley
  6. Breiman L. 2001b. Statistical modeling: the two cultures (with comments and a rejoinder by the author). Stat. Sci. 16:199–231
  7. Athey S, Imbens G, Wager S. 2016a. Efficient inference of average treatment effects in high dimensions via approximate residual balancing. arXiv:1604.07125 [math.ST]
Frequently Asked QuestionsQ: What is the prediction methodology for LON:ATT stock?
A: LON:ATT stock prediction methodology: We evaluate the prediction models Modular Neural Network (News Feed Sentiment Analysis) and Independent T-Test
Q: Is LON:ATT stock a buy or sell?
A: The dominant strategy among neural network is to Hold LON:ATT Stock.
Q: Is ALLIANZ TECHNOLOGY TRUST PLC stock a good investment?
A: The consensus rating for ALLIANZ TECHNOLOGY TRUST PLC is Hold and assigned short-term Ba1 & long-term Ba3 forecasted stock rating.
Q: What is the consensus rating of LON:ATT stock?
A: The consensus rating for LON:ATT is Hold.
Q: What is the prediction period for LON:ATT stock?
A: The prediction period for LON:ATT is (n+6 month)

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