{"product_id":"probabilistic-parametric-curves-for-sequence-modeling-von-ronny-hug","title":"Probabilistic Parametric Curves for Sequence Modeling","description":"This work proposes a probabilistic extension to Bézier curves as a basis for effectively modeling stochastic processes with a bounded index set. The proposed stochastic process model is based on Mixture Density Networks and Bézier curves with Gaussian random variables as control points. A key advantage of this model is given by the ability to generate multi-mode predictions in a single inference step, thus avoiding the need for Monte Carlo simulation.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783731511984\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783731511984","offer_id":40324712366173,"sku":"9783731511984","price":44.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/3894638d-e81b-47fc-8abb-6ee8cd5f68e5.jpg?v=1780377195","url":"https:\/\/shop.autorenwelt.de\/en\/products\/probabilistic-parametric-curves-for-sequence-modeling-von-ronny-hug","provider":"Autorenwelt Shop","version":"1.0","type":"link"}