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Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins!
19 October 2021
Vedant Shah
Gautam M. Shroff
AI4TS
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Papers citing
"Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins!"
5 / 5 papers shown
Title
Do We Really Need Deep Learning Models for Time Series Forecasting?
Shereen Elsayed
Daniela Thyssens
Ahmed Rashed
H. Jomaa
Lars Schmidt-Thieme
AI4TS
46
106
0
06 Jan 2021
Meta-learning framework with applications to zero-shot time-series forecasting
Boris N. Oreshkin
Dmitri Carpov
Nicolas Chapados
Yoshua Bengio
UQCV
AI4TS
AI4CE
201
112
0
07 Feb 2020
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting
Bryan Lim
Sercan O. Arik
Nicolas Loeff
Tomas Pfister
AI4TS
113
1,457
0
19 Dec 2019
On First-Order Meta-Learning Algorithms
Alex Nichol
Joshua Achiam
John Schulman
230
2,232
0
08 Mar 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Chelsea Finn
Pieter Abbeel
Sergey Levine
OOD
823
11,909
0
09 Mar 2017
1