## Abstract

**We evaluate Generac prediction models with Robinson Oscillators and Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the GNRC stock is predictable in the short/long term. **

**According to price forecasts for (n+16 weeks) period: The dominant strategy among neural network is to Hold GNRC stock.**

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

*Keywords:*## Key Points

- Stock Forecast Based On a Predictive Algorithm
- What are main components of Markov decision process?
- Fundemental Analysis with Algorithmic Trading

## GNRC Target Price Prediction Modeling Methodology

We consider Generac Stock Decision Process with Wilcoxon Sign-Rank Test where A is the set of discrete actions of GNRC 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(Wilcoxon Sign-Rank Test)

^{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(Robinson Oscillators) X S(n):→ (n+16 weeks) $\begin{array}{l}\int {r}^{s}\mathrm{rs}\end{array}$

n:Time series to forecast

p:Price signals of GNRC 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?

## GNRC Stock Forecast (Buy or Sell) for (n+16 weeks)

**Sample Set:**Neural Network

**Stock/Index:**GNRC Generac

**Time series to forecast n: 01 Sep 2022**for (n+16 weeks)

**According to price forecasts for (n+16 weeks) period: The dominant strategy among neural network is to Hold GNRC 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

Generac assigned short-term B2 & long-term Ba2 forecasted stock rating.** We evaluate the prediction models Robinson Oscillators with Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the GNRC stock is predictable in the short/long term.**

**According to price forecasts for (n+16 weeks) period: The dominant strategy among neural network is to Hold GNRC stock.**

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

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

Outlook* | B2 | Ba2 |

Operational Risk | 32 | 80 |

Market Risk | 63 | 67 |

Technical Analysis | 46 | 79 |

Fundamental Analysis | 59 | 44 |

Risk Unsystematic | 73 | 63 |

### Prediction Confidence Score

## References

- Künzel S, Sekhon J, Bickel P, Yu B. 2017. Meta-learners for estimating heterogeneous treatment effects using machine learning. arXiv:1706.03461 [math.ST]
- Chen, C. L. Liu (1993), "Joint estimation of model parameters and outlier effects in time series," Journal of the American Statistical Association, 88, 284–297.
- Athey S, Bayati M, Doudchenko N, Imbens G, Khosravi K. 2017a. Matrix completion methods for causal panel data models. arXiv:1710.10251 [math.ST]
- K. Tumer and D. Wolpert. A survey of collectives. In K. Tumer and D. Wolpert, editors, Collectives and the Design of Complex Systems, pages 1–42. Springer, 2004.
- R. Sutton and A. Barto. Reinforcement Learning. The MIT Press, 1998
- R. Rockafellar and S. Uryasev. Conditional value-at-risk for general loss distributions. Journal of Banking and Finance, 26(7):1443 – 1471, 2002
- K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012

## Frequently Asked Questions

Q: What is the prediction methodology for GNRC stock?A: GNRC stock prediction methodology: We evaluate the prediction models Robinson Oscillators and Wilcoxon Sign-Rank Test

Q: Is GNRC stock a buy or sell?

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

Q: Is Generac stock a good investment?

A: The consensus rating for Generac is Hold and assigned short-term B2 & long-term Ba2 forecasted stock rating.

Q: What is the consensus rating of GNRC stock?

A: The consensus rating for GNRC is Hold.

Q: What is the prediction period for GNRC stock?

A: The prediction period for GNRC is (n+16 weeks)

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