Outlook: NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) is assigned short-term Ba1 & long-term Ba1 estimated rating.
Time series to forecast n: 21 Apr 2023 for (n+1 year)
Methodology : Modular Neural Network (CNN Layer)

## Abstract

NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) prediction model is evaluated with Modular Neural Network (CNN Layer) and Wilcoxon Rank-Sum Test1,2,3,4 and it is concluded that the NXDT^A stock is predictable in the short/long term. According to price forecasts for (n+1 year) period, the dominant strategy among neural network is: Buy

## Key Points

1. How do predictive algorithms actually work?
2. What are the most successful trading algorithms?
3. Stock Rating

## NXDT^A Target Price Prediction Modeling Methodology

We consider NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) Decision Process with Modular Neural Network (CNN Layer) where A is the set of discrete actions of NXDT^A 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 Rank-Sum Test)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(Modular Neural Network (CNN Layer)) 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 NXDT^A 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?

## NXDT^A Stock Forecast (Buy or Sell) for (n+1 year)

Sample Set: Neural Network
Stock/Index: NXDT^A NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share)
Time series to forecast n: 21 Apr 2023 for (n+1 year)

According to price forecasts for (n+1 year) period, the dominant strategy among neural network is: Buy

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 NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share)

1. Accordingly the date of the modification shall be treated as the date of initial recognition of that financial asset when applying the impairment requirements to the modified financial asset. This typically means measuring the loss allowance at an amount equal to 12-month expected credit losses until the requirements for the recognition of lifetime expected credit losses in paragraph 5.5.3 are met. However, in some unusual circumstances following a modification that results in derecognition of the original financial asset, there may be evidence that the modified financial asset is credit-impaired at initial recognition, and thus, the financial asset should be recognised as an originated credit-impaired financial asset. This might occur, for example, in a situation in which there was a substantial modification of a distressed asset that resulted in the derecognition of the original financial asset. In such a case, it may be possible for the modification to result in a new financial asset which is credit-impaired at initial recognition.
2. For the purposes of measuring expected credit losses, the estimate of expected cash shortfalls shall reflect the cash flows expected from collateral and other credit enhancements that are part of the contractual terms and are not recognised separately by the entity. The estimate of expected cash shortfalls on a collateralised financial instrument reflects the amount and timing of cash flows that are expected from foreclosure on the collateral less the costs of obtaining and selling the collateral, irrespective of whether foreclosure is probable (ie the estimate of expected cash flows considers the probability of a foreclosure and the cash flows that would result from it). Consequently, any cash flows that are expected from the realisation of the collateral beyond the contractual maturity of the contract should be included in this analysis. Any collateral obtained as a result of foreclosure is not recognised as an asset that is separate from the collateralised financial instrument unless it meets the relevant recognition criteria for an asset in this or other Standards.
3. That the transferee is unlikely to sell the transferred asset does not, of itself, mean that the transferor has retained control of the transferred asset. However, if a put option or guarantee constrains the transferee from selling the transferred asset, then the transferor has retained control of the transferred asset. For example, if a put option or guarantee is sufficiently valuable it constrains the transferee from selling the transferred asset because the transferee would, in practice, not sell the transferred asset to a third party without attaching a similar option or other restrictive conditions. Instead, the transferee would hold the transferred asset so as to obtain payments under the guarantee or put option. Under these circumstances the transferor has retained control of the transferred asset.
4. The expected credit losses on a loan commitment shall be discounted using the effective interest rate, or an approximation thereof, that will be applied when recognising the financial asset resulting from the loan commitment. This is because for the purpose of applying the impairment requirements, a financial asset that is recognised following a draw down on a loan commitment shall be treated as a continuation of that commitment instead of as a new financial instrument. The expected credit losses on the financial asset shall therefore be measured considering the initial credit risk of the loan commitment from the date that the entity became a party to the irrevocable commitment.

*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

NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) is assigned short-term Ba1 & long-term Ba1 estimated rating. NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) prediction model is evaluated with Modular Neural Network (CNN Layer) and Wilcoxon Rank-Sum Test1,2,3,4 and it is concluded that the NXDT^A stock is predictable in the short/long term. According to price forecasts for (n+1 year) period, the dominant strategy among neural network is: Buy

### NXDT^A NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) Financial Analysis*

Rating Short-Term Long-Term Senior
Outlook*Ba1Ba1
Income StatementCaa2C
Balance SheetCaa2Caa2
Leverage RatiosCaa2Ba3
Cash FlowB1C
Rates of Return and ProfitabilityCBaa2

*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: 77 out of 100 with 681 signals. ## References

1. Bai J, Ng S. 2017. Principal components and regularized estimation of factor models. arXiv:1708.08137 [stat.ME]
2. Chernozhukov V, Newey W, Robins J. 2018c. Double/de-biased machine learning using regularized Riesz representers. arXiv:1802.08667 [stat.ML]
3. Chamberlain G. 2000. Econometrics and decision theory. J. Econom. 95:255–83
4. Athey S. 2017. Beyond prediction: using big data for policy problems. Science 355:483–85
5. Çetinkaya, A., Zhang, Y.Z., Hao, Y.M. and Ma, X.Y., When to Sell and When to Hold FTNT Stock. AC Investment Research Journal, 101(3).
6. Brailsford, T.J. R.W. Faff (1996), "An evaluation of volatility forecasting techniques," Journal of Banking Finance, 20, 419–438.
7. J. Harb and D. Precup. Investigating recurrence and eligibility traces in deep Q-networks. In Deep Reinforcement Learning Workshop, NIPS 2016, Barcelona, Spain, 2016.
Frequently Asked QuestionsQ: What is the prediction methodology for NXDT^A stock?
A: NXDT^A stock prediction methodology: We evaluate the prediction models Modular Neural Network (CNN Layer) and Wilcoxon Rank-Sum Test
Q: Is NXDT^A stock a buy or sell?
A: The dominant strategy among neural network is to Buy NXDT^A Stock.
Q: Is NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) stock a good investment?
A: The consensus rating for NexPoint Diversified Real Estate Trust 5.50% Series A Cumulative Preferred Shares (\$25.00 liquidation preference per share) is Buy and is assigned short-term Ba1 & long-term Ba1 estimated rating.
Q: What is the consensus rating of NXDT^A stock?
A: The consensus rating for NXDT^A is Buy.
Q: What is the prediction period for NXDT^A stock?
A: The prediction period for NXDT^A is (n+1 year)