## Abstract

**We evaluate Dish prediction models with Multi-Instance Learning (ML) and Spearman Correlation ^{1,2,3,4} and conclude that the DISH stock is predictable in the short/long term. **

**According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold DISH stock.**

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

*Keywords:*## Key Points

- Dominated Move
- Can neural networks predict stock market?
- Game Theory

## DISH Target Price Prediction Modeling Methodology

We consider Dish Stock Decision Process with Spearman Correlation where A is the set of discrete actions of DISH 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(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(Multi-Instance Learning (ML)) X S(n):→ (n+8 weeks) $\sum _{i=1}^{n}\left({s}_{i}\right)$

n:Time series to forecast

p:Price signals of DISH 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?

## DISH Stock Forecast (Buy or Sell) for (n+8 weeks)

**Sample Set:**Neural Network

**Stock/Index:**DISH Dish

**Time series to forecast n: 06 Sep 2022**for (n+8 weeks)

**According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold DISH 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

Dish assigned short-term B3 & long-term Caa1 forecasted stock rating.** We evaluate the prediction models Multi-Instance Learning (ML) with Spearman Correlation ^{1,2,3,4} and conclude that the DISH stock is predictable in the short/long term.**

**According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Hold DISH stock.**

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

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

Outlook* | B3 | Caa1 |

Operational Risk | 35 | 37 |

Market Risk | 74 | 44 |

Technical Analysis | 50 | 34 |

Fundamental Analysis | 33 | 33 |

Risk Unsystematic | 57 | 38 |

### Prediction Confidence Score

## References

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- Abadie A, Imbens GW. 2011. Bias-corrected matching estimators for average treatment effects. J. Bus. Econ. Stat. 29:1–11
- Christou, C., P. A. V. B. Swamy G. S. Tavlas (1996), "Modelling optimal strategies for the allocation of wealth in multicurrency investments," International Journal of Forecasting, 12, 483–493.
- Hartigan JA, Wong MA. 1979. Algorithm as 136: a k-means clustering algorithm. J. R. Stat. Soc. Ser. C 28:100–8
- Athey S, Imbens G, Wager S. 2016a. Efficient inference of average treatment effects in high dimensions via approximate residual balancing. arXiv:1604.07125 [math.ST]
- Vapnik V. 2013. The Nature of Statistical Learning Theory. Berlin: Springer

## Frequently Asked Questions

Q: What is the prediction methodology for DISH stock?A: DISH stock prediction methodology: We evaluate the prediction models Multi-Instance Learning (ML) and Spearman Correlation

Q: Is DISH stock a buy or sell?

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

Q: Is Dish stock a good investment?

A: The consensus rating for Dish is Hold and assigned short-term B3 & long-term Caa1 forecasted stock rating.

Q: What is the consensus rating of DISH stock?

A: The consensus rating for DISH is Hold.

Q: What is the prediction period for DISH stock?

A: The prediction period for DISH is (n+8 weeks)

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