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as 12-18-2024 1:40pm EST

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Stocks

Real Estate

Real Estate Investment Trusts

Nasdaq

NexPoint Real Estate Finance Inc is a real estate investment trust. It provides structured financing solutions by investing in mid-sized multifamily, storage and select-service, and extended-stay hospitality properties. Its investment objective is to generate attractive, risk-adjusted returns for stockholders over the long term. The Company is focused on originating, structuring and investing in first-lien mortgage loans, mezzanine loans, preferred equity, convertible notes, multifamily properties, and common equity investments, as well as multi-family and single-family rental ("SFR") commercial mortgage-backed securities securitizations ("CMBS securitizations"), multifamily structured credit risk notes ("MSCR Notes") and mortgage-backed securities.

More About Our NREF ML Model...

What kind of parameters do you use to train NREF stocks ML model?

To train our stocks NREF ML model, we use historical data with over 25 parameters, including volume indicators, volatility indicators, momentum indicators, trend indicators, and other metrics.

How often do you update NREF ML model?

We update our ML model either weekly or biweekly, depending on the market capitalization of the stocks, using TensorFlow, typically over the weekend.

Why is the accuracy of your NREF model low?

Unfortunately, our current data provider offers limited historical data, which impacts the accuracy of our ML model. However, as we continue to gather more data over time and add more indicators, we expect the accuracy of our model to improve.

How can I provide and share more data with you to increase your ML model accuracy?

We would greatly appreciate your contribution. Please send an email to [email protected]

Do you offer an ML model for shorter time periods, such as 5 minutes or 15 minutes?

Yes, we offer it for strategy purposes only, with intervals: 1 minute, 2 minutes, 5 minutes, 15 minutes, and 30 minutes etc.

Can I rely on your ML model to make financial decisions regarding buying or selling stocks, or is it only intended for learning purposes?

Our ML model is primarily designed for educational purposes and is not intended to provide financial advice. We strongly recommend consulting with a financial advisor before making any buying or selling decisions.

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