## Abstract

**We evaluate WEISS KOREA OPPORTUNITY FUND LTD. prediction models with Transductive Learning (ML) and Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the LON:WKOF 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 SellHold LON:WKOF stock.**

**LON:WKOF, WEISS KOREA OPPORTUNITY FUND LTD., stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- What is Markov decision process in reinforcement learning?
- What is the use of Markov decision process?
- What is neural prediction?

## LON:WKOF Target Price Prediction Modeling Methodology

We consider WEISS KOREA OPPORTUNITY FUND LTD. Stock Decision Process with Wilcoxon Sign-Rank Test where A is the set of discrete actions of LON:WKOF 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(Wilcoxon Sign-Rank Test)

^{5,6,7}= $\begin{array}{cccc}{p}_{\mathrm{a}1}& {p}_{\mathrm{a}2}& \dots & {p}_{1n}\\ & \vdots \\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & \vdots \\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & \vdots \\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Transductive Learning (ML)) X S(n):→ (n+3 month) $R=\left(\begin{array}{ccc}1& 0& 0\\ 0& 1& 0\\ 0& 0& 1\end{array}\right)$

n:Time series to forecast

p:Price signals of LON:WKOF 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?

## LON:WKOF Stock Forecast (Buy or Sell) for (n+3 month)

**Sample Set:**Neural Network

**Stock/Index:**LON:WKOF WEISS KOREA OPPORTUNITY FUND LTD.

**Time series to forecast n: 07 Sep 2022**for (n+3 month)

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to SellHold LON:WKOF 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

WEISS KOREA OPPORTUNITY FUND LTD. assigned short-term B2 & long-term Ba3 forecasted stock rating.** We evaluate the prediction models Transductive Learning (ML) with Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the LON:WKOF 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 SellHold LON:WKOF stock.**

### Financial State Forecast for LON:WKOF Stock Options & Futures

Rating | Short-Term | Long-Term Senior |
---|---|---|

Outlook* | B2 | Ba3 |

Operational Risk | 44 | 70 |

Market Risk | 59 | 88 |

Technical Analysis | 41 | 41 |

Fundamental Analysis | 49 | 45 |

Risk Unsystematic | 82 | 78 |

### Prediction Confidence Score

## References

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- Brailsford, T.J. R.W. Faff (1996), "An evaluation of volatility forecasting techniques," Journal of Banking Finance, 20, 419–438.
- Mikolov T, Yih W, Zweig G. 2013c. Linguistic regularities in continuous space word representations. In Pro- ceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 746–51. New York: Assoc. Comput. Linguist.
- Y. Chow and M. Ghavamzadeh. Algorithms for CVaR optimization in MDPs. In Advances in Neural Infor- mation Processing Systems, pages 3509–3517, 2014.
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- K. Boda and J. Filar. Time consistent dynamic risk measures. Mathematical Methods of Operations Research, 63(1):169–186, 2006

## Frequently Asked Questions

Q: What is the prediction methodology for LON:WKOF stock?A: LON:WKOF stock prediction methodology: We evaluate the prediction models Transductive Learning (ML) and Wilcoxon Sign-Rank Test

Q: Is LON:WKOF stock a buy or sell?

A: The dominant strategy among neural network is to SellHold LON:WKOF Stock.

Q: Is WEISS KOREA OPPORTUNITY FUND LTD. stock a good investment?

A: The consensus rating for WEISS KOREA OPPORTUNITY FUND LTD. is SellHold and assigned short-term B2 & long-term Ba3 forecasted stock rating.

Q: What is the consensus rating of LON:WKOF stock?

A: The consensus rating for LON:WKOF is SellHold.

Q: What is the prediction period for LON:WKOF stock?

A: The prediction period for LON:WKOF is (n+3 month)