## Abstract

**We evaluate SURE VENTURES PLC prediction models with Multi-Task Learning (ML) and Multiple Regression ^{1,2,3,4} and conclude that the LON:SURE 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 Buy LON:SURE stock.**

**LON:SURE, SURE VENTURES PLC, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- What is the use of Markov decision process?
- What is statistical models in machine learning?
- Which neural network is best for prediction?

## LON:SURE Target Price Prediction Modeling Methodology

We consider SURE VENTURES PLC Stock Decision Process with Multiple Regression where A is the set of discrete actions of LON:SURE 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 Î³ ∈ [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(Multi-Task Learning (ML)) X S(n):→ (n+6 month) $\begin{array}{l}\int {e}^{x}\mathrm{rx}\end{array}$

n:Time series to forecast

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

**Sample Set:**Neural Network

**Stock/Index:**LON:SURE SURE VENTURES 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 Buy LON:SURE 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

SURE VENTURES PLC assigned short-term Ba3 & long-term B1 forecasted stock rating.** We evaluate the prediction models Multi-Task Learning (ML) with Multiple Regression ^{1,2,3,4} and conclude that the LON:SURE 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 Buy LON:SURE stock.**

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

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

Outlook* | Ba3 | B1 |

Operational Risk | 62 | 70 |

Market Risk | 77 | 58 |

Technical Analysis | 58 | 75 |

Fundamental Analysis | 70 | 33 |

Risk Unsystematic | 63 | 65 |

### Prediction Confidence Score

## References

- Allen, P. G. (1994), "Economic forecasting in agriculture," International Journal of Forecasting, 10, 81–135.
- M. Benaim, J. Hofbauer, and S. Sorin. Stochastic approximations and differential inclusions, Part II: Appli- cations. Mathematics of Operations Research, 31(4):673–695, 2006
- Andrews, D. W. K. (1993), "Tests for parameter instability and structural change with unknown change point," Econometrica, 61, 821–856.
- A. Tamar, Y. Glassner, and S. Mannor. Policy gradients beyond expectations: Conditional value-at-risk. In AAAI, 2015
- Athey S, Imbens GW. 2017a. The econometrics of randomized experiments. In Handbook of Economic Field Experiments, Vol. 1, ed. E Duflo, A Banerjee, pp. 73–140. Amsterdam: Elsevier
- Akgiray, V. (1989), "Conditional heteroscedasticity in time series of stock returns: Evidence and forecasts," Journal of Business, 62, 55–80.
- D. Bertsekas. Min common/max crossing duality: A geometric view of conjugacy in convex optimization. Lab. for Information and Decision Systems, MIT, Tech. Rep. Report LIDS-P-2796, 2009

## Frequently Asked Questions

Q: What is the prediction methodology for LON:SURE stock?A: LON:SURE stock prediction methodology: We evaluate the prediction models Multi-Task Learning (ML) and Multiple Regression

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

A: The dominant strategy among neural network is to Buy LON:SURE Stock.

Q: Is SURE VENTURES PLC stock a good investment?

A: The consensus rating for SURE VENTURES PLC is Buy and assigned short-term Ba3 & long-term B1 forecasted stock rating.

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

A: The consensus rating for LON:SURE is Buy.

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

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