## Abstract

**We evaluate HOPE BANCORP COM prediction models with Modular Neural Network (Emotional Trigger/Responses Analysis) and Multiple Regression ^{1,2,3,4} and conclude that the HOPE stock is predictable in the short/long term. **

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold HOPE stock.**

**HOPE, HOPE BANCORP COM, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- Which neural network is best for prediction?
- Is now good time to invest?
- What are the most successful trading algorithms?

## HOPE Target Price Prediction Modeling Methodology

We consider HOPE BANCORP COM Stock Decision Process with Multiple Regression where A is the set of discrete actions of HOPE 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(Multiple 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(Modular Neural Network (Emotional Trigger/Responses Analysis)) X S(n):→ (n+3 month) $\begin{array}{l}\int {r}^{s}\mathrm{rs}\end{array}$

n:Time series to forecast

p:Price signals of HOPE 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?

## HOPE Stock Forecast (Buy or Sell) for (n+3 month)

**Sample Set:**Neural Network

**Stock/Index:**HOPE HOPE BANCORP COM

**Time series to forecast n: 04 Sep 2022**for (n+3 month)

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold HOPE 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

HOPE BANCORP COM assigned short-term B2 & long-term B2 forecasted stock rating.** We evaluate the prediction models Modular Neural Network (Emotional Trigger/Responses Analysis) with Multiple Regression ^{1,2,3,4} and conclude that the HOPE stock is predictable in the short/long term.**

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold HOPE stock.**

### Financial State Forecast for HOPE Stock Options & Futures

Rating | Short-Term | Long-Term Senior |
---|---|---|

Outlook* | B2 | B2 |

Operational Risk | 36 | 56 |

Market Risk | 60 | 56 |

Technical Analysis | 85 | 38 |

Fundamental Analysis | 31 | 69 |

Risk Unsystematic | 54 | 33 |

### Prediction Confidence Score

## References

- Bengio Y, Ducharme R, Vincent P, Janvin C. 2003. A neural probabilistic language model. J. Mach. Learn. Res. 3:1137–55
- Sutton RS, Barto AG. 1998. Reinforcement Learning: An Introduction. Cambridge, MA: MIT Press
- Harris ZS. 1954. Distributional structure. Word 10:146–62
- Dudik M, Erhan D, Langford J, Li L. 2014. Doubly robust policy evaluation and optimization. Stat. Sci. 29:485–511
- R. Sutton and A. Barto. Introduction to reinforcement learning. MIT Press, 1998
- J. Filar, D. Krass, and K. Ross. Percentile performance criteria for limiting average Markov decision pro- cesses. IEEE Transaction of Automatic Control, 40(1):2–10, 1995.
- Clements, M. P. D. F. Hendry (1997), "An empirical study of seasonal unit roots in forecasting," International Journal of Forecasting, 13, 341–355.

## Frequently Asked Questions

Q: What is the prediction methodology for HOPE stock?A: HOPE stock prediction methodology: We evaluate the prediction models Modular Neural Network (Emotional Trigger/Responses Analysis) and Multiple Regression

Q: Is HOPE stock a buy or sell?

A: The dominant strategy among neural network is to Hold HOPE Stock.

Q: Is HOPE BANCORP COM stock a good investment?

A: The consensus rating for HOPE BANCORP COM is Hold and assigned short-term B2 & long-term B2 forecasted stock rating.

Q: What is the consensus rating of HOPE stock?

A: The consensus rating for HOPE is Hold.

Q: What is the prediction period for HOPE stock?

A: The prediction period for HOPE is (n+3 month)

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