## Abstract

We evaluate Dow Jones New Zealand Index prediction models with Transductive Learning (ML) and Beta1,2,3,4 and conclude that the Dow Jones New Zealand Index 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 Buy Dow Jones New Zealand Index stock.

Keywords: Dow Jones New Zealand Index, Dow Jones New Zealand Index, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

## Key Points

1. What is statistical models in machine learning?
2. Dominated Move
3. Stock Rating

## Dow Jones New Zealand Index Target Price Prediction Modeling Methodology

We consider Dow Jones New Zealand Index Stock Decision Process with Beta where A is the set of discrete actions of Dow Jones New Zealand Index 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(Beta)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(Transductive Learning (ML)) X S(n):→ (n+8 weeks) $\stackrel{\to }{S}=\left({s}_{1},{s}_{2},{s}_{3}\right)$

n:Time series to forecast

p:Price signals of Dow Jones New Zealand Index 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?

## Dow Jones New Zealand Index Stock Forecast (Buy or Sell) for (n+8 weeks)

Sample Set: Neural Network
Stock/Index: Dow Jones New Zealand Index Dow Jones New Zealand Index
Time series to forecast n: 07 Sep 2022 for (n+8 weeks)

According to price forecasts for (n+8 weeks) period: The dominant strategy among neural network is to Buy Dow Jones New Zealand Index 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

Dow Jones New Zealand Index assigned short-term Caa2 & long-term B3 forecasted stock rating. We evaluate the prediction models Transductive Learning (ML) with Beta1,2,3,4 and conclude that the Dow Jones New Zealand Index 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 Buy Dow Jones New Zealand Index stock.

### Financial State Forecast for Dow Jones New Zealand Index Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*Caa2B3
Operational Risk 3232
Market Risk3833
Technical Analysis6334
Fundamental Analysis5886
Risk Unsystematic3754

### Prediction Confidence Score

Trust metric by Neural Network: 92 out of 100 with 507 signals.

## References

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2. Bessler, D. A. T. Covey (1991), "Cointegration: Some results on U.S. cattle prices," Journal of Futures Markets, 11, 461–474.
3. LeCun Y, Bengio Y, Hinton G. 2015. Deep learning. Nature 521:436–44
4. S. Bhatnagar, R. Sutton, M. Ghavamzadeh, and M. Lee. Natural actor-critic algorithms. Automatica, 45(11): 2471–2482, 2009
5. G. Shani, R. Brafman, and D. Heckerman. An MDP-based recommender system. In Proceedings of the Eigh- teenth conference on Uncertainty in artificial intelligence, pages 453–460. Morgan Kaufmann Publishers Inc., 2002
6. Bai J, Ng S. 2017. Principal components and regularized estimation of factor models. arXiv:1708.08137 [stat.ME]
7. Dimakopoulou M, Zhou Z, Athey S, Imbens G. 2018. Balanced linear contextual bandits. arXiv:1812.06227 [cs.LG]
Frequently Asked QuestionsQ: What is the prediction methodology for Dow Jones New Zealand Index stock?
A: Dow Jones New Zealand Index stock prediction methodology: We evaluate the prediction models Transductive Learning (ML) and Beta
Q: Is Dow Jones New Zealand Index stock a buy or sell?
A: The dominant strategy among neural network is to Buy Dow Jones New Zealand Index Stock.
Q: Is Dow Jones New Zealand Index stock a good investment?
A: The consensus rating for Dow Jones New Zealand Index is Buy and assigned short-term Caa2 & long-term B3 forecasted stock rating.
Q: What is the consensus rating of Dow Jones New Zealand Index stock?
A: The consensus rating for Dow Jones New Zealand Index is Buy.
Q: What is the prediction period for Dow Jones New Zealand Index stock?
A: The prediction period for Dow Jones New Zealand Index is (n+8 weeks)