## Abstract

**We evaluate TD Synnex prediction models with Modular Neural Network (Financial Sentiment Analysis) and Beta ^{1,2,3,4} and conclude that the SNX 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 SNX stock.**

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

*Keywords:*## Key Points

- What are main components of Markov decision process?
- Why do we need predictive models?
- Can neural networks predict stock market?

## SNX Target Price Prediction Modeling Methodology

We consider TD Synnex Stock Decision Process with Beta where A is the set of discrete actions of SNX 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(Beta)

^{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(Modular Neural Network (Financial Sentiment Analysis)) 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 SNX 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?

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

**Sample Set:**Neural Network

**Stock/Index:**SNX TD Synnex

**Time series to forecast n: 03 Sep 2022**for (n+4 weeks)

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

TD Synnex assigned short-term Ba3 & long-term Baa2 forecasted stock rating.** We evaluate the prediction models Modular Neural Network (Financial Sentiment Analysis) with Beta ^{1,2,3,4} and conclude that the SNX 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 SNX stock.**

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

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

Outlook* | Ba3 | Baa2 |

Operational Risk | 63 | 87 |

Market Risk | 43 | 63 |

Technical Analysis | 70 | 55 |

Fundamental Analysis | 75 | 70 |

Risk Unsystematic | 79 | 89 |

### Prediction Confidence Score

## References

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- Scholkopf B, Smola AJ. 2001. Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond. Cambridge, MA: MIT Press
- H. Khalil and J. Grizzle. Nonlinear systems, volume 3. Prentice hall Upper Saddle River, 2002.
- Clements, M. P. D. F. Hendry (1995), "Forecasting in cointegrated systems," Journal of Applied Econometrics, 10, 127–146.
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- Dudik M, Erhan D, Langford J, Li L. 2014. Doubly robust policy evaluation and optimization. Stat. Sci. 29:485–511
- Burkov A. 2019. The Hundred-Page Machine Learning Book. Quebec City, Can.: Andriy Burkov

## Frequently Asked Questions

Q: What is the prediction methodology for SNX stock?A: SNX stock prediction methodology: We evaluate the prediction models Modular Neural Network (Financial Sentiment Analysis) and Beta

Q: Is SNX stock a buy or sell?

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

Q: Is TD Synnex stock a good investment?

A: The consensus rating for TD Synnex is Hold and assigned short-term Ba3 & long-term Baa2 forecasted stock rating.

Q: What is the consensus rating of SNX stock?

A: The consensus rating for SNX is Hold.

Q: What is the prediction period for SNX stock?

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