Tip of the tongue: Haitong taps NLP to inform collateral coverage

Hong Kong broker scours news and blogs in bid for better corporate signals in China’s opaque markets

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Optimising collateral coverage in fast-moving market conditions is challenging at the best of times. But in China – where corporate creditworthiness can sometimes be unclear – the trigger indicators can be even harder to read. One brokerage firm is using machine learning to up its game.

Mega-broker Haitong International (HTI) is now adopting natural language processing (NLP) algorithms – a family of machine learning techniques that learn patterns from free-form data such as text and adapt their

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