Outlook: Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares is assigned short-term Ba1 & long-term Ba1 estimated rating.
Dominant Strategy : Speculative Trend
Time series to forecast n: 07 Jun 2023 for 6 Month
Methodology : Deductive Inference (ML)

## Abstract

Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares prediction model is evaluated with Deductive Inference (ML) and Pearson Correlation1,2,3,4 and it is concluded that the AXS^E stock is predictable in the short/long term. According to price forecasts for 6 Month period, the dominant strategy among neural network is: Speculative Trend

## Key Points

1. Can stock prices be predicted?
2. Market Outlook
3. What are main components of Markov decision process?

## AXS^E Target Price Prediction Modeling Methodology

We consider Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares Decision Process with Deductive Inference (ML) where A is the set of discrete actions of AXS^E 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(Pearson 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(Deductive Inference (ML)) X S(n):→ 6 Month $∑ i = 1 n s i$

n:Time series to forecast

p:Price signals of AXS^E stock

j:Nash equilibria (Neural Network)

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?

## AXS^E Stock Forecast (Buy or Sell) for 6 Month

Sample Set: Neural Network
Stock/Index: AXS^E Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares
Time series to forecast n: 07 Jun 2023 for 6 Month

According to price forecasts for 6 Month period, the dominant strategy among neural network is: Speculative Trend

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 (Grey to Black): *Technical Analysis%

## IFRS Reconciliation Adjustments for Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares

1. If a component of the cash flows of a financial or a non-financial item is designated as the hedged item, that component must be less than or equal to the total cash flows of the entire item. However, all of the cash flows of the entire item may be designated as the hedged item and hedged for only one particular risk (for example, only for those changes that are attributable to changes in LIBOR or a benchmark commodity price).
2. In some cases, the qualitative and non-statistical quantitative information available may be sufficient to determine that a financial instrument has met the criterion for the recognition of a loss allowance at an amount equal to lifetime expected credit losses. That is, the information does not need to flow through a statistical model or credit ratings process in order to determine whether there has been a significant increase in the credit risk of the financial instrument. In other cases, an entity may need to consider other information, including information from its statistical models or credit ratings processes.
3. If a financial instrument that was previously recognised as a financial asset is measured at fair value through profit or loss and its fair value decreases below zero, it is a financial liability measured in accordance with paragraph 4.2.1. However, hybrid contracts with hosts that are assets within the scope of this Standard are always measured in accordance with paragraph 4.3.2.
4. However, depending on the nature of the financial instruments and the credit risk information available for particular groups of financial instruments, an entity may not be able to identify significant changes in credit risk for individual financial instruments before the financial instrument becomes past due. This may be the case for financial instruments such as retail loans for which there is little or no updated credit risk information that is routinely obtained and monitored on an individual instrument until a customer breaches the contractual terms. If changes in the credit risk for individual financial instruments are not captured before they become past due, a loss allowance based only on credit information at an individual financial instrument level would not faithfully represent the changes in credit risk since initial recognition.

*International Financial Reporting Standards (IFRS) adjustment process involves reviewing the company's financial statements and identifying any differences between the company's current accounting practices and the requirements of the IFRS. If there are any such differences, neural network makes adjustments to financial statements to bring them into compliance with the IFRS.

## Conclusions

Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares is assigned short-term Ba1 & long-term Ba1 estimated rating. Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares prediction model is evaluated with Deductive Inference (ML) and Pearson Correlation1,2,3,4 and it is concluded that the AXS^E stock is predictable in the short/long term. According to price forecasts for 6 Month period, the dominant strategy among neural network is: Speculative Trend

### AXS^E Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares Financial Analysis*

Rating Short-Term Long-Term Senior
Outlook*Ba1Ba1
Income StatementCaa2Baa2
Balance SheetBaa2C
Leverage RatiosB2Caa2
Cash FlowCC
Rates of Return and ProfitabilityBa1Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

### Prediction Confidence Score

Trust metric by Neural Network: 93 out of 100 with 716 signals.

## References

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2. LeCun Y, Bengio Y, Hinton G. 2015. Deep learning. Nature 521:436–44
3. Dudik M, Erhan D, Langford J, Li L. 2014. Doubly robust policy evaluation and optimization. Stat. Sci. 29:485–511
4. Bai J, Ng S. 2017. Principal components and regularized estimation of factor models. arXiv:1708.08137 [stat.ME]
5. Y. Chow and M. Ghavamzadeh. Algorithms for CVaR optimization in MDPs. In Advances in Neural Infor- mation Processing Systems, pages 3509–3517, 2014.
6. Athey S, Imbens GW. 2017a. The econometrics of randomized experiments. In Handbook of Economic Field Experiments, Vol. 1, ed. E Duflo, A Banerjee, pp. 73–140. Amsterdam: Elsevier
7. Efron B, Hastie T. 2016. Computer Age Statistical Inference, Vol. 5. Cambridge, UK: Cambridge Univ. Press
Frequently Asked QuestionsQ: What is the prediction methodology for AXS^E stock?
A: AXS^E stock prediction methodology: We evaluate the prediction models Deductive Inference (ML) and Pearson Correlation
Q: Is AXS^E stock a buy or sell?
A: The dominant strategy among neural network is to Speculative Trend AXS^E Stock.
Q: Is Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares stock a good investment?
A: The consensus rating for Axis Capital Holdings Limited Depositary Shares each representing 1/100th interest in a share of a 5.50% Series E Preferred Shares is Speculative Trend and is assigned short-term Ba1 & long-term Ba1 estimated rating.
Q: What is the consensus rating of AXS^E stock?
A: The consensus rating for AXS^E is Speculative Trend.
Q: What is the prediction period for AXS^E stock?
A: The prediction period for AXS^E is 6 Month