Modelling A.I. in Economics

Is FFBC Stock Buy or Sell? (Stock Forecast)

Abstract

We evaluate FIRST FINL BNCP (OH) prediction models with Transductive Learning (ML) and Logistic Regression1,2,3,4 and conclude that the FFBC stock is predictable in the short/long term. According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold FFBC stock.


Keywords: FFBC, FIRST FINL BNCP (OH), stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

Key Points

  1. What are buy sell or hold recommendations?
  2. What is the best way to predict stock prices?
  3. Prediction Modeling

FFBC Target Price Prediction Modeling Methodology

We consider FIRST FINL BNCP (OH) Stock Decision Process with Logistic Regression where A is the set of discrete actions of FFBC 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(Logistic Regression)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(Transductive Learning (ML)) X S(n):→ (n+8 weeks) S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of FFBC 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?

FFBC Stock Forecast (Buy or Sell) for (n+8 weeks)

Sample Set: Neural Network
Stock/Index: FFBC FIRST FINL BNCP (OH)
Time series to forecast n: 02 Sep 2022 for (n+8 weeks)

According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold FFBC 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

FIRST FINL BNCP (OH) assigned short-term B2 & long-term Ba1 forecasted stock rating. We evaluate the prediction models Transductive Learning (ML) with Logistic Regression1,2,3,4 and conclude that the FFBC stock is predictable in the short/long term. According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold FFBC stock.

Financial State Forecast for FFBC Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*B2Ba1
Operational Risk 5374
Market Risk6672
Technical Analysis6159
Fundamental Analysis6263
Risk Unsystematic3083

Prediction Confidence Score

Trust metric by Neural Network: 82 out of 100 with 685 signals.

References

  1. Armstrong, J. S. M. C. Grohman (1972), "A comparative study of methods for long-range market forecasting," Management Science, 19, 211–221.
  2. Candès EJ, Recht B. 2009. Exact matrix completion via convex optimization. Found. Comput. Math. 9:717
  3. Athey S, Bayati M, Imbens G, Zhaonan Q. 2019. Ensemble methods for causal effects in panel data settings. NBER Work. Pap. 25675
  4. 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.
  5. V. Borkar. Stochastic approximation: a dynamical systems viewpoint. Cambridge University Press, 2008
  6. K. Tumer and D. Wolpert. A survey of collectives. In K. Tumer and D. Wolpert, editors, Collectives and the Design of Complex Systems, pages 1–42. Springer, 2004.
  7. Keane MP. 2013. Panel data discrete choice models of consumer demand. In The Oxford Handbook of Panel Data, ed. BH Baltagi, pp. 54–102. Oxford, UK: Oxford Univ. Press
Frequently Asked QuestionsQ: What is the prediction methodology for FFBC stock?
A: FFBC stock prediction methodology: We evaluate the prediction models Transductive Learning (ML) and Logistic Regression
Q: Is FFBC stock a buy or sell?
A: The dominant strategy among neural network is to Hold FFBC Stock.
Q: Is FIRST FINL BNCP (OH) stock a good investment?
A: The consensus rating for FIRST FINL BNCP (OH) is Hold and assigned short-term B2 & long-term Ba1 forecasted stock rating.
Q: What is the consensus rating of FFBC stock?
A: The consensus rating for FFBC is Hold.
Q: What is the prediction period for FFBC stock?
A: The prediction period for FFBC is (n+8 weeks)

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