Machine Learning refers to a concept in which a machine has been programmed to learn specific patterns from historical data using powerful algorithms and make predictions in future based on the patterns it learnt. Machine learning is a branch of Artificial Intelligence (AI), the term proposed in 1959 by Arthur Samuel who defined it as the ability of computers or machines to learn new rules and concepts from data without being explicitly programmed.** We evaluate Gujarat Gas Limited prediction models with Modular Neural Network (Financial Sentiment Analysis) and Sign Test ^{1,2,3,4} and conclude that the NSE GUJGASLTD stock is predictable in the short/long term. **

**According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Hold NSE GUJGASLTD stock.**

**NSE GUJGASLTD, Gujarat Gas Limited, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- Prediction Modeling
- Market Risk
- Dominated Move

## NSE GUJGASLTD Target Price Prediction Modeling Methodology

Accurate prediction of stock price movements is highly challenging and significant topic for investors. Investors need to understand that stock price data is the most essential information which is highly volatile, non-linear, and non-parametric and are affected by many uncertainties and interrelated economic and political factors across the globe. Artificial Neural Networks (ANN) have been found to be an efficient tool in modeling stock prices and quite a large number of studies have been done on it. We consider Gujarat Gas Limited Stock Decision Process with Sign Test where A is the set of discrete actions of NSE GUJGASLTD 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(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(Modular Neural Network (Financial Sentiment Analysis)) X S(n):→ (n+1 year) $\begin{array}{l}\int {r}^{s}\mathrm{rs}\end{array}$

n:Time series to forecast

p:Price signals of NSE GUJGASLTD 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?

## NSE GUJGASLTD Stock Forecast (Buy or Sell) for (n+1 year)

**Sample Set:**Neural Network

**Stock/Index:**NSE GUJGASLTD Gujarat Gas Limited

**Time series to forecast n: 03 Oct 2022**for (n+1 year)

**According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Hold NSE GUJGASLTD 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

Gujarat Gas Limited assigned short-term B1 & long-term Ba3 forecasted stock rating.** We evaluate the prediction models Modular Neural Network (Financial Sentiment Analysis) with Sign Test ^{1,2,3,4} and conclude that the NSE GUJGASLTD stock is predictable in the short/long term.**

**According to price forecasts for (n+1 year) period: The dominant strategy among neural network is to Hold NSE GUJGASLTD stock.**

### Financial State Forecast for NSE GUJGASLTD Stock Options & Futures

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

Outlook* | B1 | Ba3 |

Operational Risk | 62 | 87 |

Market Risk | 36 | 53 |

Technical Analysis | 80 | 36 |

Fundamental Analysis | 71 | 71 |

Risk Unsystematic | 41 | 68 |

### Prediction Confidence Score

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## Frequently Asked Questions

Q: What is the prediction methodology for NSE GUJGASLTD stock?A: NSE GUJGASLTD stock prediction methodology: We evaluate the prediction models Modular Neural Network (Financial Sentiment Analysis) and Sign Test

Q: Is NSE GUJGASLTD stock a buy or sell?

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

Q: Is Gujarat Gas Limited stock a good investment?

A: The consensus rating for Gujarat Gas Limited is Hold and assigned short-term B1 & long-term Ba3 forecasted stock rating.

Q: What is the consensus rating of NSE GUJGASLTD stock?

A: The consensus rating for NSE GUJGASLTD is Hold.

Q: What is the prediction period for NSE GUJGASLTD stock?

A: The prediction period for NSE GUJGASLTD is (n+1 year)