Abstract
We evaluate Fortinet prediction models with Modular Neural Network (Speculative Sentiment Analysis) and Stepwise Regression1,2,3,4 and conclude that the FTNT stock is predictable in the short/long term. According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold FTNT stock.
Keywords: FTNT, Fortinet, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.
Key Points
- Can statistics predict the future?
- Fundemental Analysis with Algorithmic Trading
- Is Target price a good indicator?

FTNT Target Price Prediction Modeling Methodology
We consider Fortinet Stock Decision Process with Stepwise Regression where A is the set of discrete actions of FTNT 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(Stepwise Regression)5,6,7= X R(Modular Neural Network (Speculative Sentiment Analysis)) X S(n):→ (n+3 month)
n:Time series to forecast
p:Price signals of FTNT 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?
FTNT Stock Forecast (Buy or Sell) for (n+3 month)
Sample Set: Neural NetworkStock/Index: FTNT Fortinet
Time series to forecast n: 02 Sep 2022 for (n+3 month)
According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold FTNT 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
Fortinet assigned short-term Caa2 & long-term B3 forecasted stock rating. We evaluate the prediction models Modular Neural Network (Speculative Sentiment Analysis) with Stepwise Regression1,2,3,4 and conclude that the FTNT stock is predictable in the short/long term. According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold FTNT stock.
Financial State Forecast for FTNT Stock Options & Futures
Rating | Short-Term | Long-Term Senior |
---|---|---|
Outlook* | Caa2 | B3 |
Operational Risk | 31 | 73 |
Market Risk | 31 | 41 |
Technical Analysis | 86 | 30 |
Fundamental Analysis | 41 | 35 |
Risk Unsystematic | 31 | 51 |
Prediction Confidence Score
References
- Robins J, Rotnitzky A. 1995. Semiparametric efficiency in multivariate regression models with missing data. J. Am. Stat. Assoc. 90:122–29
- E. Altman. Constrained Markov decision processes, volume 7. CRC Press, 1999
- J. Z. Leibo, V. Zambaldi, M. Lanctot, J. Marecki, and T. Graepel. Multi-agent Reinforcement Learning in Sequential Social Dilemmas. In Proceedings of the 16th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2017), Sao Paulo, Brazil, 2017
- White H. 1992. Artificial Neural Networks: Approximation and Learning Theory. Oxford, UK: Blackwell
- Cortes C, Vapnik V. 1995. Support-vector networks. Mach. Learn. 20:273–97
- A. K. Agogino and K. Tumer. Analyzing and visualizing multiagent rewards in dynamic and stochastic environments. Journal of Autonomous Agents and Multi-Agent Systems, 17(2):320–338, 2008
- B. Derfer, N. Goodyear, K. Hung, C. Matthews, G. Paoni, K. Rollins, R. Rose, M. Seaman, and J. Wiles. Online marketing platform, August 17 2007. US Patent App. 11/893,765
Frequently Asked Questions
Q: What is the prediction methodology for FTNT stock?A: FTNT stock prediction methodology: We evaluate the prediction models Modular Neural Network (Speculative Sentiment Analysis) and Stepwise Regression
Q: Is FTNT stock a buy or sell?
A: The dominant strategy among neural network is to Hold FTNT Stock.
Q: Is Fortinet stock a good investment?
A: The consensus rating for Fortinet is Hold and assigned short-term Caa2 & long-term B3 forecasted stock rating.
Q: What is the consensus rating of FTNT stock?
A: The consensus rating for FTNT is Hold.
Q: What is the prediction period for FTNT stock?
A: The prediction period for FTNT is (n+3 month)
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