## Abstract

**We evaluate Ralph Lauren prediction models with Reinforcement Machine Learning (ML) and Logistic Regression ^{1,2,3,4} and conclude that the RL stock is predictable in the short/long term. **

**According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Hold RL stock.**

**RL, Ralph Lauren, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- Why do we need predictive models?
- What statistical methods are used to analyze data?
- Investment Risk

## RL Target Price Prediction Modeling Methodology

We consider Ralph Lauren Stock Decision Process with Logistic Regression where A is the set of discrete actions of RL 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(Reinforcement Machine Learning (ML)) X S(n):→ (n+4 weeks) $\overrightarrow{S}=\left({s}_{1},{s}_{2},{s}_{3}\right)$

n:Time series to forecast

p:Price signals of RL 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?

## RL Stock Forecast (Buy or Sell) for (n+4 weeks)

**Sample Set:**Neural Network

**Stock/Index:**RL Ralph Lauren

**Time series to forecast n: 01 Sep 2022**for (n+4 weeks)

**According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Hold RL 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

Ralph Lauren assigned short-term B3 & long-term B3 forecasted stock rating.** We evaluate the prediction models Reinforcement Machine Learning (ML) with Logistic Regression ^{1,2,3,4} and conclude that the RL stock is predictable in the short/long term.**

**According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Hold RL stock.**

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

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

Outlook* | B3 | B3 |

Operational Risk | 32 | 54 |

Market Risk | 82 | 35 |

Technical Analysis | 41 | 43 |

Fundamental Analysis | 37 | 35 |

Risk Unsystematic | 64 | 60 |

### Prediction Confidence Score

## References

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## Frequently Asked Questions

Q: What is the prediction methodology for RL stock?A: RL stock prediction methodology: We evaluate the prediction models Reinforcement Machine Learning (ML) and Logistic Regression

Q: Is RL stock a buy or sell?

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

Q: Is Ralph Lauren stock a good investment?

A: The consensus rating for Ralph Lauren is Hold and assigned short-term B3 & long-term B3 forecasted stock rating.

Q: What is the consensus rating of RL stock?

A: The consensus rating for RL is Hold.

Q: What is the prediction period for RL stock?

A: The prediction period for RL is (n+4 weeks)