## Abstract

**We evaluate Fiserv prediction models with Supervised Machine Learning (ML) and Sign Test ^{1,2,3,4} and conclude that the FISV 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 FISV stock.**

**FISV, Fiserv, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- What statistical methods are used to analyze data?
- Which neural network is best for prediction?
- Trust metric by Neural Network

## FISV Target Price Prediction Modeling Methodology

We consider Fiserv Stock Decision Process with Sign Test where A is the set of discrete actions of FISV 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 Î³ ∈ [0, 1] is a move factor for expectation.^{1,2,3,4}

F(Sign 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(Supervised Machine Learning (ML)) X S(n):→ (n+3 month) $\overrightarrow{S}=\left({s}_{1},{s}_{2},{s}_{3}\right)$

n:Time series to forecast

p:Price signals of FISV 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?

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

**Sample Set:**Neural Network

**Stock/Index:**FISV Fiserv

**Time series to forecast n: 05 Sep 2022**for (n+3 month)

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

Fiserv assigned short-term B1 & long-term Ba2 forecasted stock rating.** We evaluate the prediction models Supervised Machine Learning (ML) with Sign Test ^{1,2,3,4} and conclude that the FISV 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 FISV stock.**

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

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

Outlook* | B1 | Ba2 |

Operational Risk | 72 | 82 |

Market Risk | 56 | 60 |

Technical Analysis | 47 | 60 |

Fundamental Analysis | 46 | 67 |

Risk Unsystematic | 78 | 71 |

### Prediction Confidence Score

## References

- J. Spall. Multivariate stochastic approximation using a simultaneous perturbation gradient approximation. IEEE Transactions on Automatic Control, 37(3):332–341, 1992.
- A. Tamar and S. Mannor. Variance adjusted actor critic algorithms. arXiv preprint arXiv:1310.3697, 2013.
- Chipman HA, George EI, McCulloch RE. 2010. Bart: Bayesian additive regression trees. Ann. Appl. Stat. 4:266–98
- Greene WH. 2000. Econometric Analysis. Upper Saddle River, N J: Prentice Hall. 4th ed.
- Batchelor, R. P. Dua (1993), "Survey vs ARCH measures of inflation uncertainty," Oxford Bulletin of Economics Statistics, 55, 341–353.
- Mikolov T, Chen K, Corrado GS, Dean J. 2013a. Efficient estimation of word representations in vector space. arXiv:1301.3781 [cs.CL]
- Athey S, Imbens G. 2016. Recursive partitioning for heterogeneous causal effects. PNAS 113:7353–60

## Frequently Asked Questions

Q: What is the prediction methodology for FISV stock?A: FISV stock prediction methodology: We evaluate the prediction models Supervised Machine Learning (ML) and Sign Test

Q: Is FISV stock a buy or sell?

A: The dominant strategy among neural network is to Hold FISV Stock.

Q: Is Fiserv stock a good investment?

A: The consensus rating for Fiserv is Hold and assigned short-term B1 & long-term Ba2 forecasted stock rating.

Q: What is the consensus rating of FISV stock?

A: The consensus rating for FISV is Hold.

Q: What is the prediction period for FISV stock?

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