- Learning Travel Time Distributions with Deep Generative Model🔍
- [PDF] Learning Travel Time Distributions with Deep Generative Model🔍
- Learn Travel Time Distribution with Graph Deep Learning and ...🔍
- Learning Travel Time Distributions with Deep Generative Model.🔍
- A generative model for vehicular travel time distribution prediction ...🔍
- Deep generative models learning a Bayesian|network distribution🔍
- Learning to Generate Trajectories Across Cities🔍
- A Deep Generative Model for Trajectory Modeling and Utilization🔍
Learning Travel Time Distributions with Deep Generative Model
Learning Travel Time Distributions with Deep Generative Model
In this paper, we develop a deep generative model - DeepGTT - to learn the travel time distribution for any route by conditioning on the real-time traffic.
Learning Travel Time Distributions with Deep Generative Model
In this paper, we develop a deep generative model – DeepGTT – to learn the travel time distribution for any route by conditioning on the real-time traffic.
(PDF) Learning Travel Time Distributions with Deep Generative Model
... • DeepGTT [25] is a model that learns travel time distributions by incorporating spatial smoothness embeddings, amortization for road segment modeling, and ...
Learning Travel Time Distributions with Deep Generative Model
In this paper, we develop a deep generative model – DeepGTT – to learn the travel time distribution for any route by conditioning on the real-time traffic.
DeepGTT: Learning Travel Time Distributions with Deep Generative ...
This repository holds the code used in our WWW-19 paper: Learning Travel Time Distributions with Deep Generative Model.
[PDF] Learning Travel Time Distributions with Deep Generative Model
A deep generative model to learn the travel time distribution for any route by conditioning on the real-time traffic, which produces substantially better ...
Learn Travel Time Distribution with Graph Deep Learning and ...
We propose GCGTTE to estimate the travel time in a distribution form with Graph Deep Learning and Generative Adversarial Network (GAN).
Learning Travel Time Distributions with Deep Generative Model. - dblp
Xiucheng Li, Gao Cong, Aixin Sun , Yun Cheng: Learning Travel Time Distributions with Deep Generative Model. WWW 2019: 1017-1027.
A generative model for vehicular travel time distribution prediction ...
This paper develops a machine learning-based generative model, named the travel time distribution prediction-generative adversarial network (TTDP-GAN) model.
Deep generative models learning a Bayesian-network distribution
Say I have a generative model for some distribution p over a small number of RVs which allows me to easily sample from said distribution. For ...
Learning to Generate Trajectories Across Cities - arXiv
... distribution with our trajectory generative model. ... training dataset, in Step ②, we train a deep generative model ?? by ...
A Deep Generative Model for Trajectory Modeling and Utilization
We set up the training loss function with two parts: learning trajectory route distribution and the cor- responding travel time distribution. For trajectory ...
(PDF) Learn Travel Time Distribution with Graph Deep Learning and ...
1915–1924. [11] X. Li, G. Cong, A. Sun, and Y. Cheng, “Learning travel time. distributions with deep generative model,” in The World Wide Web.
Learn Travel Time Distribution with Graph Deep ... - IEEE Xplore
Hence, we propose GCGTTE to estimate the travel time in a distribution form with Graph. Deep Learning and Generative Adversarial Network (GAN). We convert the ...
A generative model for vehicular travel time distribution prediction ...
The results show that the TTDP-GAN model outperforms several state-of-art machine learning models (e.g., an LSTM neural network model, a GAN model, a ...
Deep generative models for vehicle speed trajectories - Behnia
... training dataset , the goal is to find a generative rule for new trips. ... trip length also as input, so it is a multivariate time series model.
TrajGAIL: Generating urban vehicle trajectories ... - ScienceDirect.com
... generative models based on deep learning ... Zhang et al. A novel generative adversarial network for estimation of trip travel time distribution with trajectory ...
deep-generative-models · GitHub Topics
DeepGTT: Learning Travel Time Distributions with Deep Generative Model. vae deep-generative-models travel-time. Updated on Mar 25, 2019; Jupyter Notebook ...
Cornell CS 6785: Deep Generative Models. Lecture 16 - YouTube
Cornell CS 6785: Deep Generative Models. Lecture 16: Discrete Deep Generative Models Presented by Prof. Kuleshov from Cornell University ...
Learning to Estimate the Travel Time | Semantic Scholar
Learning Travel Time Distributions with Deep Generative Model · Xiucheng LiG. CongAixin SunYun Cheng. Computer Science. WWW. 2019. TLDR. A deep generative model ...