How Do You Pick a Stock? (DISH Stock Forecast)


Abstract

We evaluate Dish prediction models with Multi-Instance Learning (ML) and Spearman Correlation1,2,3,4 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.


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

Key Points

  1. Dominated Move
  2. Can neural networks predict stock market?
  3. 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= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Multi-Instance Learning (ML)) X S(n):→ (n+8 weeks) i = 1 n s i

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 Correlation1,2,3,4 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*B3Caa1
Operational Risk 3537
Market Risk7444
Technical Analysis5034
Fundamental Analysis3333
Risk Unsystematic5738

Prediction Confidence Score

Trust metric by Neural Network: 91 out of 100 with 667 signals.

References

  1. Efron B, Hastie T, Johnstone I, Tibshirani R. 2004. Least angle regression. Ann. Stat. 32:407–99
  2. Bengio Y, Ducharme R, Vincent P, Janvin C. 2003. A neural probabilistic language model. J. Mach. Learn. Res. 3:1137–55
  3. Abadie A, Imbens GW. 2011. Bias-corrected matching estimators for average treatment effects. J. Bus. Econ. Stat. 29:1–11
  4. 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.
  5. Hartigan JA, Wong MA. 1979. Algorithm as 136: a k-means clustering algorithm. J. R. Stat. Soc. Ser. C 28:100–8
  6. 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]
  7. Vapnik V. 2013. The Nature of Statistical Learning Theory. Berlin: Springer
Frequently Asked QuestionsQ: 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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