Konstantinos Benidis
6 papers · 2019–2022 · 4 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(10)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
probabilistic forecasting
(3)
recurrent neural network
(2)
time series
(2)
state space model
(2)
kalman filter
(1)
quantile regression
(1)
time series forecasting
(1)
multivariate time series
(1)
normalizing flow
(1)
reparameterization trick
(1)
spline regression
(1)
monte carlo
(1)
input convex neural network
(1)
probabilistic forecast
(1)
switching dynamical system
(1)
neural network
(1)
multi-horizon forecasting
(1)
energy score
(1)
multivariate quantile function
(1)
quantile crossing
(1)
Papers
Multivariate Quantile Function Forecaster
AISTATS 2022
Deep Explicit Duration Switching Models for Time Series
NeurIPS 2021
End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series
ICML 2021
GluonTS: Probabilistic and Neural Time Series Modeling in Python
JMLR 2020
Normalizing Kalman Filters for Multivariate Time Series Analysis
NeurIPS 2020
Probabilistic Forecasting with Spline Quantile Function RNNs
AISTATS 2019