## Abstract

**We evaluate VICTORIA OIL & GAS PLC prediction models with Inductive Learning (ML) and Factor ^{1,2,3,4} and conclude that the LON:VOG 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:VOG stock.**

**LON:VOG, VICTORIA OIL & GAS PLC, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- Can stock prices be predicted?
- What are main components of Markov decision process?
- Which neural network is best for prediction?

## LON:VOG Target Price Prediction Modeling Methodology

We consider VICTORIA OIL & GAS PLC Stock Decision Process with Factor where A is the set of discrete actions of LON:VOG 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(Factor)

^{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(Inductive Learning (ML)) X S(n):→ (n+6 month) $R=\left(\begin{array}{ccc}1& 0& 0\\ 0& 1& 0\\ 0& 0& 1\end{array}\right)$

n:Time series to forecast

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

**Sample Set:**Neural Network

**Stock/Index:**LON:VOG VICTORIA OIL & GAS PLC

**Time series to forecast n: 07 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:VOG 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

VICTORIA OIL & GAS PLC assigned short-term B2 & long-term B3 forecasted stock rating.** We evaluate the prediction models Inductive Learning (ML) with Factor ^{1,2,3,4} and conclude that the LON:VOG 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:VOG stock.**

### Financial State Forecast for LON:VOG Stock Options & Futures

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

Outlook* | B2 | B3 |

Operational Risk | 41 | 78 |

Market Risk | 72 | 31 |

Technical Analysis | 33 | 31 |

Fundamental Analysis | 54 | 48 |

Risk Unsystematic | 81 | 50 |

### Prediction Confidence Score

## References

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- Dietterich TG. 2000. Ensemble methods in machine learning. In Multiple Classifier Systems: First International Workshop, Cagliari, Italy, June 21–23, pp. 1–15. Berlin: Springer
- Andrews, D. W. K. W. Ploberger (1994), "Optimal tests when a nuisance parameter is present only under the alternative," Econometrica, 62, 1383–1414.
- K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012
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## Frequently Asked Questions

Q: What is the prediction methodology for LON:VOG stock?A: LON:VOG stock prediction methodology: We evaluate the prediction models Inductive Learning (ML) and Factor

Q: Is LON:VOG stock a buy or sell?

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

Q: Is VICTORIA OIL & GAS PLC stock a good investment?

A: The consensus rating for VICTORIA OIL & GAS PLC is Hold and assigned short-term B2 & long-term B3 forecasted stock rating.

Q: What is the consensus rating of LON:VOG stock?

A: The consensus rating for LON:VOG is Hold.

Q: What is the prediction period for LON:VOG stock?

A: The prediction period for LON:VOG is (n+6 month)

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