## Abstract

**We evaluate BEL 20 Index prediction models with Deductive Inference (ML) and Spearman Correlation ^{1,2,3,4} and conclude that the BEL 20 Index 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 BEL 20 Index stock.**

**BEL 20 Index, BEL 20 Index, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- Prediction Modeling
- Can neural networks predict stock market?
- Decision Making

## BEL 20 Index Target Price Prediction Modeling Methodology

We consider BEL 20 Index Stock Decision Process with Spearman Correlation where A is the set of discrete actions of BEL 20 Index 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(Spearman Correlation)

^{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(Deductive Inference (ML)) X S(n):→ (n+6 month) $\sum _{i=1}^{n}\left({r}_{i}\right)$

n:Time series to forecast

p:Price signals of BEL 20 Index stock

j:Nash equilibria

k:Dominated move

a:Best response for target price

How do AC Investment Research machine learning (predictive) algorithms actually work?

## BEL 20 Index Stock Forecast (Buy or Sell) for (n+6 month)

**Sample Set:**Neural Network

**Stock/Index:**BEL 20 Index BEL 20 Index

**Time series to forecast n: 01 Sep 2022**for (n+6 month)

**According to price forecasts for (n+6 month) period: The dominant strategy among neural network is to Hold BEL 20 Index 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

BEL 20 Index assigned short-term B2 & long-term Ba3 forecasted stock rating.** We evaluate the prediction models Deductive Inference (ML) with Spearman Correlation ^{1,2,3,4} and conclude that the BEL 20 Index 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 BEL 20 Index stock.**

### Financial State Forecast for BEL 20 Index Stock Options & Futures

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

Outlook* | B2 | Ba3 |

Operational Risk | 82 | 66 |

Market Risk | 50 | 90 |

Technical Analysis | 51 | 30 |

Fundamental Analysis | 56 | 90 |

Risk Unsystematic | 41 | 53 |

### Prediction Confidence Score

## References

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## Frequently Asked Questions

Q: What is the prediction methodology for BEL 20 Index stock?A: BEL 20 Index stock prediction methodology: We evaluate the prediction models Deductive Inference (ML) and Spearman Correlation

Q: Is BEL 20 Index stock a buy or sell?

A: The dominant strategy among neural network is to Hold BEL 20 Index Stock.

Q: Is BEL 20 Index stock a good investment?

A: The consensus rating for BEL 20 Index is Hold and assigned short-term B2 & long-term Ba3 forecasted stock rating.

Q: What is the consensus rating of BEL 20 Index stock?

A: The consensus rating for BEL 20 Index is Hold.

Q: What is the prediction period for BEL 20 Index stock?

A: The prediction period for BEL 20 Index is (n+6 month)