Danielle C. Maddix
- Chronos: Learning the Language of Time Series
2024/03/12 by Abdul Fatir Ansari, Ansari, Abdul Fatir, Lorenzo Stella +36 · 4 voices · 158 citations
Computer Science · Physics and Astronomy · #Time Series Analysis and Forecasting #Advanced Text Analysis Techniques #Historical Astronomy and Related Studies
- PreDiff: Precipitation Nowcasting with Latent Diffusion Models
2023/07/19 by Zhihan Gao, Gao, Zhihan, Xingjian Shi +15 · 17 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Flood Risk Assessment and Management
- GluonTS: Probabilistic Time Series Models in Python
2019/06/12 by A. Alexandrov, Konstantinos Benidis, Alexandrov, Alexander +23 · 12 citations
Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Computational Physics and Python Applications #Stock Market Forecasting Methods
- Domain Adaptation for Time Series Forecasting via Attention Sharing
2021/02/13 by Xiaoyong Jin, Youngsuk Park, Jin, Xiaoyong +6 · 8 citations
Computer Science · Environmental Science · #Time Series Analysis and Forecasting #Domain Adaptation and Few-Shot Learning #Hydrological Forecasting Using AI
- DrivAerML: High-Fidelity Computational Fluid Dynamics Dataset for Road-Car External Aerodynamics
2024/08/21 by Neil Ashton, Charles Mockett, Ashton, Neil +21 · 11 citations
Engineering · #Aerodynamics and Fluid Dynamics Research #Computational Engineering #Computational Fluid Dynamics and Aerodynamics #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #and Science (cs.CE)
- Hard Constraint Guided Flow Matching for Gradient-Free Generation of PDE Solutions
2024/12/02 by Chaoran Cheng, Cheng, Chaoran, Boran Han +11 · 6 citations
Engineering · #Advanced Control Systems Optimization #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG) #Reservoir Engineering and Simulation Methods
- First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting
2022/12/15 by Xiyuan Zhang, Zhang, Xiyuan, Xiao-Yong Jin +15 · 2 citations
Computer Science · Decision Sciences · Engineering · #Time Series Analysis and Forecasting #Stock Market Forecasting Methods #Energy Load and Power Forecasting
- AhmedML: High-Fidelity Computational Fluid Dynamics Dataset for Incompressible, Low-Speed Bluff Body Aerodynamics
2024/07/30 by Neil Ashton, Ashton, Neil, Danielle C. Maddix +5 · 3 citations
Engineering · #Aerodynamics and Fluid Dynamics Research #Computational Engineering #Computational Fluid Dynamics and Aerodynamics #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #and Science (cs.CE)
- WindsorML: High-Fidelity Computational Fluid Dynamics Dataset For Automotive Aerodynamics
2024/07/27 by Neil Ashton, Jordan B. Angel, Ashton, Neil +15 · 3 citations
Engineering · #Aerodynamics and Fluid Dynamics Research #Computational Engineering #Computational Fluid Dynamics and Aerodynamics #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Real-time simulation and control systems #and Science (cs.CE)
- Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization
2024/12/06 by Luca Masserano, Abdul Fatir Ansari, Masserano, Luca +19 · 3 citations
Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Stock Market Forecasting Methods #Neural Networks and Applications
- Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting
2023/05/25 by Hilaf Hasson, Hasson, Hilaf, Danielle C. Maddix +7 · 1 citation
Decision Sciences · Computer Science · #Forecasting Techniques and Applications #Machine Learning and Data Classification #Stock Market Forecasting Methods