DTNsights | Ep. 20: WeatherHub – Smarter Forecasting with Nic Wilson Director of Product Management What happens when weather intelligence gets a major upgrade? In this episode, Renny Vandewege, DTN GM of Weather and Climate Intelligence, sits down with Nic...

What does it take to build next-gen #WeatherIntelligence? In #DTNsights, Renny Vandewege & Nic Wilson talk about #DTNWeatherHub, the customer problems it solves, & why #ProbabilisticForecasting matters when the forecast isn’t perfectly certain. Listen: dtn.link/53rk8w

#WeatherApp #WeatherResilience

DTNsights | Ep. 20: WeatherHub – Smarter Forecasting with Nic Wilson Director of Product Management What happens when weather intelligence gets a major upgrade? In this episode, Renny Vandewege, DTN GM of Weather and Climate Intelligence, sits down with Nic...

What does it take to build next-gen #WeatherIntelligence? In #DTNsights, Renny Vandewege & Nic Wilson talk about #DTNWeatherHub, the customer problems it solves, & why #ProbabilisticForecasting matters when the forecast isn’t perfectly certain. Listen: dtn.link/53rk8w

#WeatherApp #WeatherResilience

Better Steering with Less Data: Kinematic Priors Guide Trajectory Prediction

Experiments show kinematic priors boost trajectory forecasting, with big gains in small or noisy datasets and modest gains in large-scale settings. #probabilisticforecasting

From vx, vy to δ and a: The Math Behind Smarter Self‑Driving Predictions

This section adds kinematic priors to trajectory forecasting, deriving Gaussian distributions from velocity, acceleration, speed‑heading, and steering. #probabilisticforecasting

From Guesswork to Ground Truth: Making Traffic Forecasts Physically Feasible

This paper adds analytical kinematic priors for uncertainty across timesteps in trajectory forecasting, boosting performance and stability in traffic tasks. #probabilisticforecasting

It’s the go-to metric when forecasting with predictive distributions, not just point estimates.

#forecasting #datascience #uncertainty #probabilisticforecasting #crps #timeseries #analytics

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