## Abstract

We evaluate Fox Corporation (Class B) prediction models with Modular Neural Network (CNN Layer) and Logistic Regression1,2,3,4 and conclude that the FOX stock is predictable in the short/long term. According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Buy FOX stock.

Keywords: FOX, Fox Corporation (Class B), stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

## Key Points

1. Can statistics predict the future?
2. Fundemental Analysis with Algorithmic Trading
3. How useful are statistical predictions?

## FOX Target Price Prediction Modeling Methodology

We consider Fox Corporation (Class B) Stock Decision Process with Logistic Regression where A is the set of discrete actions of FOX 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= $\begin{array}{cccc}{p}_{a1}& {p}_{a2}& \dots & {p}_{1n}\\ & ⋮\\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & ⋮\\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & ⋮\\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Modular Neural Network (CNN Layer)) X S(n):→ (n+1 year) $\begin{array}{l}\int {r}^{s}\mathrm{rs}\end{array}$

n:Time series to forecast

p:Price signals of FOX 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?

## FOX Stock Forecast (Buy or Sell) for (n+1 year)

Sample Set: Neural Network
Stock/Index: FOX Fox Corporation (Class B)
Time series to forecast n: 05 Sep 2022 for (n+1 year)

According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Buy FOX 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

Fox Corporation (Class B) assigned short-term B1 & long-term B3 forecasted stock rating. We evaluate the prediction models Modular Neural Network (CNN Layer) with Logistic Regression1,2,3,4 and conclude that the FOX stock is predictable in the short/long term. According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Buy FOX stock.

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

Rating Short-Term Long-Term Senior
Outlook*B1B3
Operational Risk 7636
Market Risk8731
Technical Analysis5256
Fundamental Analysis5881
Risk Unsystematic3035

### Prediction Confidence Score

Trust metric by Neural Network: 81 out of 100 with 574 signals.

## References

1. K. Boda and J. Filar. Time consistent dynamic risk measures. Mathematical Methods of Operations Research, 63(1):169–186, 2006
2. Miller A. 2002. Subset Selection in Regression. New York: CRC Press
3. K. Boda and J. Filar. Time consistent dynamic risk measures. Mathematical Methods of Operations Research, 63(1):169–186, 2006
4. Farrell MH, Liang T, Misra S. 2018. Deep neural networks for estimation and inference: application to causal effects and other semiparametric estimands. arXiv:1809.09953 [econ.EM]
5. R. Sutton and A. Barto. Introduction to reinforcement learning. MIT Press, 1998
6. C. Szepesvári. Algorithms for Reinforcement Learning. Synthesis Lectures on Artificial Intelligence and Machine Learning. Morgan & Claypool Publishers, 2010
7. Firth JR. 1957. A synopsis of linguistic theory 1930–1955. In Studies in Linguistic Analysis (Special Volume of the Philological Society), ed. JR Firth, pp. 1–32. Oxford, UK: Blackwell
Frequently Asked QuestionsQ: What is the prediction methodology for FOX stock?
A: FOX stock prediction methodology: We evaluate the prediction models Modular Neural Network (CNN Layer) and Logistic Regression
Q: Is FOX stock a buy or sell?
A: The dominant strategy among neural network is to Buy FOX Stock.
Q: Is Fox Corporation (Class B) stock a good investment?
A: The consensus rating for Fox Corporation (Class B) is Buy and assigned short-term B1 & long-term B3 forecasted stock rating.
Q: What is the consensus rating of FOX stock?
A: The consensus rating for FOX is Buy.
Q: What is the prediction period for FOX stock?
A: The prediction period for FOX is (n+1 year)

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