TimeCraft
Official code for TimeCraft: A Time Series Generation Framework for Real-World Applications
About
TimeCraft is a time series generation framework designed to create high-quality synthetic data for various real-world applications, including healthcare, finance, and transportation. It addresses challenges such as data scarcity and privacy concerns by producing realistic, non-identifiable data. The framework utilizes a diffusion model and incorporates cross-domain generalization, allowing it to adapt to new domains with minimal examples. Additionally, it features text-based control for generating time series that align with specific trends and characteristics, enhancing its applicability in diverse scenarios.
Open Source Health
- Stars
- 1,090
- Forks
- 65
- License
- MIT
- Last commit
- 2 months ago
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