## Abstract

**We evaluate FIRST FINL BNCP (OH) prediction models with Transductive Learning (ML) and Logistic Regression ^{1,2,3,4} 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.**

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

*Keywords:*## Key Points

- What are buy sell or hold recommendations?
- What is the best way to predict stock prices?
- 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}= $\begin{array}{cccc}{p}_{\mathrm{a}1}& {p}_{\mathrm{a}2}& \dots & {p}_{1n}\\ & \vdots \\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & \vdots \\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & \vdots \\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Transductive Learning (ML)) X S(n):→ (n+8 weeks) $\overrightarrow{S}=\left({s}_{1},{s}_{2},{s}_{3}\right)$

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 Regression ^{1,2,3,4} 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* | B2 | Ba1 |

Operational Risk | 53 | 74 |

Market Risk | 66 | 72 |

Technical Analysis | 61 | 59 |

Fundamental Analysis | 62 | 63 |

Risk Unsystematic | 30 | 83 |

### Prediction Confidence Score

## References

- Armstrong, J. S. M. C. Grohman (1972), "A comparative study of methods for long-range market forecasting," Management Science, 19, 211–221.
- Candès EJ, Recht B. 2009. Exact matrix completion via convex optimization. Found. Comput. Math. 9:717
- Athey S, Bayati M, Imbens G, Zhaonan Q. 2019. Ensemble methods for causal effects in panel data settings. NBER Work. Pap. 25675
- 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.
- V. Borkar. Stochastic approximation: a dynamical systems viewpoint. Cambridge University Press, 2008
- 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.
- 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 Questions

Q: 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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