## Abstract

We evaluate HF Sinclair prediction models with Psychological Line (PSY) and Spearman Correlation1,2,3,4 and conclude that the DINO 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 DINO stock.

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

## Key Points

1. How useful are statistical predictions?
2. Is Target price a good indicator?
3. How do you know when a stock will go up or down?

## DINO Target Price Prediction Modeling Methodology

We consider HF Sinclair Stock Decision Process with Spearman Correlation where A is the set of discrete actions of DINO 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= $\begin{array}{cccc}{p}_{a1}& {p}_{a2}& \dots & {p}_{1n}\\ & ⋮\\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & ⋮\\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & ⋮\\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Psychological Line (PSY)) X S(n):→ (n+3 month) $∑ i = 1 n s i$

n:Time series to forecast

p:Price signals of DINO 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?

## DINO Stock Forecast (Buy or Sell) for (n+3 month)

Sample Set: Neural Network
Stock/Index: DINO HF Sinclair
Time series to forecast n: 01 Sep 2022 for (n+3 month)

According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold DINO 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

HF Sinclair assigned short-term B3 & long-term B2 forecasted stock rating. We evaluate the prediction models Psychological Line (PSY) with Spearman Correlation1,2,3,4 and conclude that the DINO 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 DINO stock.

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

Rating Short-Term Long-Term Senior
Outlook*B3B2
Operational Risk 5258
Market Risk5546
Technical Analysis6154
Fundamental Analysis3746
Risk Unsystematic3146

### Prediction Confidence Score

Trust metric by Neural Network: 91 out of 100 with 602 signals.

## References

1. uyer, S. Whiteson, B. Bakker, and N. A. Vlassis. Multiagent reinforcement learning for urban traffic control using coordination graphs. In Machine Learning and Knowledge Discovery in Databases, European Conference, ECML/PKDD 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings, Part I, pages 656–671, 2008.
2. R. Sutton, D. McAllester, S. Singh, and Y. Mansour. Policy gradient methods for reinforcement learning with function approximation. In Proceedings of Advances in Neural Information Processing Systems 12, pages 1057–1063, 2000
3. L. Prashanth and M. Ghavamzadeh. Actor-critic algorithms for risk-sensitive MDPs. In Proceedings of Advances in Neural Information Processing Systems 26, pages 252–260, 2013.
4. Imbens GW, Rubin DB. 2015. Causal Inference in Statistics, Social, and Biomedical Sciences. Cambridge, UK: Cambridge Univ. Press
5. Zou H, Hastie T. 2005. Regularization and variable selection via the elastic net. J. R. Stat. Soc. B 67:301–20
6. Bell RM, Koren Y. 2007. Lessons from the Netflix prize challenge. ACM SIGKDD Explor. Newsl. 9:75–79
7. Chow, G. C. (1960), "Tests of equality between sets of coefficients in two linear regressions," Econometrica, 28, 591–605.
Frequently Asked QuestionsQ: What is the prediction methodology for DINO stock?
A: DINO stock prediction methodology: We evaluate the prediction models Psychological Line (PSY) and Spearman Correlation
Q: Is DINO stock a buy or sell?
A: The dominant strategy among neural network is to Hold DINO Stock.
Q: Is HF Sinclair stock a good investment?
A: The consensus rating for HF Sinclair is Hold and assigned short-term B3 & long-term B2 forecasted stock rating.
Q: What is the consensus rating of DINO stock?
A: The consensus rating for DINO is Hold.
Q: What is the prediction period for DINO stock?
A: The prediction period for DINO is (n+3 month)