Gaussian Process Regression With Varying Noise

Engineering Blog

Gaussian Process Regression With Varying Noise

In Gaussian process regression for time series forecasting, all observations are assumed to have the same noise. When this assumption does not hold, the forecasting accuracy degrades. Student’s t-processes handle time series with varying noise better than Gaussian processes, but may be less convenient in applications. In this article, we introduce a weighted noise kernel […]

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Know What You’re Getting Into – Hidden Obstacles of Subscriptions

Securing Revenue Streams The New York Times, The Washington Post, Wall Street Journal, LA Times and The Boston Globe. These are just some of the big-name news organizations who are cashing in on the revival of the subscription model for online publishers. After many complained that their advertising revenue dollars were decreasing, due mainly to […]

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Why You Should Make the Shift to Programmatic Advertising

You may have noticed that Buzzfeed created, well, a bit of a buzz in the online publishing industry lately for an unexpected reason. After years of pushing back against banner advertising, the media giant has embraced them once again. The reason? While “native” style advertising, custom-written and designed to fit with the look and feel of the editorial content performs very well, it’s also extremely difficult to scale. This is due to the simple fact that it’s highly time and labor intensive for publishers to accommodate. […]

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Beyond Traffic Data: Publishers Are Beefing Up Aud Dev Teams

This article first appeared on Digiday   Across every industry, data is changing the way we work — and the publishing industry is no exception. Audience data, such as user engagement and visit value, has invaded online publishing and is forcing publishers away from old tactics towards adopting new revenue-growing strategies. Publishers must adapt at […]

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The Rise Of News Platforms: Are They Worth It?

With publishers scrambling around in the wake of Facebook’s algorithm changes last year, a number of previously undervalued news platforms started to spark publishers’ interest. Namely Apple News and Flipboard, these news platforms were able to position themselves as a healthy addition, if not direct replacement, for traffic numbers lost on Facebook and other platforms. […]

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