Modelling A.I. in Economics

TEAF Stock Forecast: A Hold For The Next 8 Weeks

Outlook: Ecofin Sustainable and Social Impact Term Fund is assigned short-term Ba3 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
Methodology : Modular Neural Network (CNN Layer)
Hypothesis Testing : Paired T-Test
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.


Summary

Ecofin Sustainable and Social Impact Term Fund prediction model is evaluated with Modular Neural Network (CNN Layer) and Paired T-Test1,2,3,4 and it is concluded that the TEAF stock is predictable in the short/long term. CNN layers are a powerful tool for extracting features from images. They are able to learn to detect patterns in images that are not easily detected by humans. This makes them well-suited for a variety of MNN applications.5 According to price forecasts for 8 Weeks period, the dominant strategy among neural network is: Hold

Graph 50

Key Points

  1. Modular Neural Network (CNN Layer) for TEAF stock price prediction process.
  2. Paired T-Test
  3. Trading Signals
  4. What is a prediction confidence?
  5. Buy, Sell and Hold Signals

TEAF Stock Price Forecast

We consider Ecofin Sustainable and Social Impact Term Fund Decision Process with Modular Neural Network (CNN Layer) where A is the set of discrete actions of TEAF 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


Sample Set: Neural Network
Stock/Index: TEAF Ecofin Sustainable and Social Impact Term Fund
Time series to forecast: 8 Weeks

According to price forecasts, the dominant strategy among neural network is: Hold


F(Paired T-Test)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 (CNN Layer)) X S(n):→ 8 Weeks e x rx

n:Time series to forecast

p:Price signals of TEAF stock

j:Nash equilibria (Neural Network)

k:Dominated move of TEAF stock holders

a:Best response for TEAF target price


CNN layers are a powerful tool for extracting features from images. They are able to learn to detect patterns in images that are not easily detected by humans. This makes them well-suited for a variety of MNN applications.5 A paired t-test is a statistical test that compares the means of two paired samples. In a paired t-test, each data point in one sample is paired with a data point in the other sample. The pairs are typically related in some way, such as before and after measurements, or measurements from the same subject under different conditions. The paired t-test is a parametric test, which means that it assumes that the data is normally distributed. The paired t-test is also a dependent samples test, which means that the data points in each pair are correlated.6,7

 

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

How do Predictive A.I. algorithms actually work?

TEAF Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

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 (Grey to Black): *Technical Analysis%

Financial Data Adjustments for Modular Neural Network (CNN Layer) based TEAF Stock Prediction Model

  1. If subsequently an entity reasonably expects that the alternative benchmark rate will not be separately identifiable within 24 months from the date the entity designated it as a non-contractually specified risk component for the first time, the entity shall cease applying the requirement in paragraph 6.9.11 to that alternative benchmark rate and discontinue hedge accounting prospectively from the date of that reassessment for all hedging relationships in which the alternative benchmark rate was designated as a noncontractually specified risk component.
  2. For the purpose of applying the requirements in paragraphs 6.4.1(c)(i) and B6.4.4–B6.4.6, an entity shall assume that the interest rate benchmark on which the hedged cash flows and/or the hedged risk (contractually or noncontractually specified) are based, or the interest rate benchmark on which the cash flows of the hedging instrument are based, is not altered as a result of interest rate benchmark reform.
  3. An entity must look through until it can identify the underlying pool of instruments that are creating (instead of passing through) the cash flows. This is the underlying pool of financial instruments.
  4. Time value of money is the element of interest that provides consideration for only the passage of time. That is, the time value of money element does not provide consideration for other risks or costs associated with holding the financial asset. In order to assess whether the element provides consideration for only the passage of time, an entity applies judgement and considers relevant factors such as the currency in which the financial asset is denominated and the period for which the interest rate is set.

*International Financial Reporting Standards (IFRS) adjustment process involves reviewing the company's financial statements and identifying any differences between the company's current accounting practices and the requirements of the IFRS. If there are any such differences, neural network makes adjustments to financial statements to bring them into compliance with the IFRS.

TEAF Ecofin Sustainable and Social Impact Term Fund Financial Analysis*

Rating Short-Term Long-Term Senior
Outlook*Ba3B2
Income StatementBaa2Caa2
Balance SheetCaa2Baa2
Leverage RatiosBaa2B2
Cash FlowCaa2C
Rates of Return and ProfitabilityB2C

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

References

  1. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. MRNA: The Next Big Thing in mRNA Vaccines. AC Investment Research Journal, 220(44).
  2. G. J. Laurent, L. Matignon, and N. L. Fort-Piat. The world of independent learners is not Markovian. Int. J. Know.-Based Intell. Eng. Syst., 15(1):55–64, 2011
  3. T. Morimura, M. Sugiyama, M. Kashima, H. Hachiya, and T. Tanaka. Nonparametric return distribution ap- proximation for reinforcement learning. In Proceedings of the 27th International Conference on Machine Learning, pages 799–806, 2010
  4. Bai J, Ng S. 2002. Determining the number of factors in approximate factor models. Econometrica 70:191–221
  5. Friedman JH. 2002. Stochastic gradient boosting. Comput. Stat. Data Anal. 38:367–78
  6. Chen, C. L. Liu (1993), "Joint estimation of model parameters and outlier effects in time series," Journal of the American Statistical Association, 88, 284–297.
  7. M. L. Littman. Markov games as a framework for multi-agent reinforcement learning. In Ma- chine Learning, Proceedings of the Eleventh International Conference, Rutgers University, New Brunswick, NJ, USA, July 10-13, 1994, pages 157–163, 1994
Frequently Asked QuestionsQ: Is TEAF stock expected to rise?
A: TEAF stock prediction model is evaluated with Modular Neural Network (CNN Layer) and Paired T-Test and it is concluded that dominant strategy for TEAF stock is Hold
Q: Is TEAF stock a buy or sell?
A: The dominant strategy among neural network is to Hold TEAF Stock.
Q: Is Ecofin Sustainable and Social Impact Term Fund stock a good investment?
A: The consensus rating for Ecofin Sustainable and Social Impact Term Fund is Hold and is assigned short-term Ba3 & long-term B2 estimated rating.
Q: What is the consensus rating of TEAF stock?
A: The consensus rating for TEAF is Hold.
Q: What is the forecast for TEAF stock?
A: TEAF target price forecast: Hold
What did you think about the prediction? (Insufficient-Outstanding)
Tell us how we can improve PredictiveAI

People also ask

⚐ What are the top stocks to invest in right now?
☵ What happens to stocks when they're delisted?

Premium

  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research data (Api)
  • Real-time updates
  • In-depth research reports (Pdf)

Login
This project is licensed under the license; additional terms may apply.