Modelling A.I. in Economics

NVDA Target Price Forecast

Abstract

We evaluate Nvidia prediction models with Modular Neural Network (News Feed Sentiment Analysis) and Paired T-Test1,2,3,4 and conclude that the NVDA 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 NVDA stock.


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

Key Points

  1. Why do we need predictive models?
  2. Technical Analysis with Algorithmic Trading
  3. Trading Signals

NVDA Target Price Prediction Modeling Methodology

We consider Nvidia Stock Decision Process with Paired T-Test where A is the set of discrete actions of NVDA 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(Paired T-Test)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(Modular Neural Network (News Feed Sentiment Analysis)) X S(n):→ (n+8 weeks) e x rx

n:Time series to forecast

p:Price signals of NVDA 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?

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

Sample Set: Neural Network
Stock/Index: NVDA Nvidia
Time series to forecast n: 03 Sep 2022 for (n+8 weeks)

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

Nvidia assigned short-term B1 & long-term Ba2 forecasted stock rating. We evaluate the prediction models Modular Neural Network (News Feed Sentiment Analysis) with Paired T-Test1,2,3,4 and conclude that the NVDA 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 NVDA stock.

Financial State Forecast for NVDA Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*B1Ba2
Operational Risk 4190
Market Risk6838
Technical Analysis6356
Fundamental Analysis8164
Risk Unsystematic4187

Prediction Confidence Score

Trust metric by Neural Network: 78 out of 100 with 626 signals.

References

  1. Clements, M. P. D. F. Hendry (1997), "An empirical study of seasonal unit roots in forecasting," International Journal of Forecasting, 13, 341–355.
  2. G. Konidaris, S. Osentoski, and P. Thomas. Value function approximation in reinforcement learning using the Fourier basis. In AAAI, 2011
  3. Nie X, Wager S. 2019. Quasi-oracle estimation of heterogeneous treatment effects. arXiv:1712.04912 [stat.ML]
  4. R. Sutton and A. Barto. Reinforcement Learning. The MIT Press, 1998
  5. V. Borkar. An actor-critic algorithm for constrained Markov decision processes. Systems & Control Letters, 54(3):207–213, 2005.
  6. Kitagawa T, Tetenov A. 2015. Who should be treated? Empirical welfare maximization methods for treatment choice. Tech. Rep., Cent. Microdata Methods Pract., Inst. Fiscal Stud., London
  7. Varian HR. 2014. Big data: new tricks for econometrics. J. Econ. Perspect. 28:3–28
Frequently Asked QuestionsQ: What is the prediction methodology for NVDA stock?
A: NVDA stock prediction methodology: We evaluate the prediction models Modular Neural Network (News Feed Sentiment Analysis) and Paired T-Test
Q: Is NVDA stock a buy or sell?
A: The dominant strategy among neural network is to Hold NVDA Stock.
Q: Is Nvidia stock a good investment?
A: The consensus rating for Nvidia is Hold and assigned short-term B1 & long-term Ba2 forecasted stock rating.
Q: What is the consensus rating of NVDA stock?
A: The consensus rating for NVDA is Hold.
Q: What is the prediction period for NVDA stock?
A: The prediction period for NVDA is (n+8 weeks)

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