StarSpots¶
This is my dump for information regarding starspots.
Links¶
Blog Posts¶
- Earth to exoplanet: Hunting for planets w. ML - Google Blog (Dec-2017)
- Open Sourcing Hunt for Exoplanets - Google AI Blog (Mar-2018)
- Using ML to Find Planets - NOVA (Dec-2018)
- Identifying Exoplanets w. NN - TensorFlow Blog (Nov-2019)
- Exoplanet hunting using Machine Learning - towardsdatascience (Dec-2019)
Papers¶
- Identifying Exoplanets with Deep Learning: A Five-planet Resonant Chain around Kepler-80 and an Eighth Planet around Kepler-90 - Shallue & Vanderburg (2018)
- Machine-learning Inference of the Interior Structure of Low-mass Exoplanets - Baumester et. al. (2020)
- ML Pipeline for Exoplanet Classification - Sturrock et al (2019)
- CEESA meets machine learning: A Constant Elasticity Earth Similarity Approach to habitability and classification of exoplanets
- Scientific Domain Knowledge Improves Exoplanet Transit Classification with Deep Learning - Ansdell et. al. (2018) - NASA FDL
- Improving Exoplanet Detection Power: Multivariate Gaussian Process Models for Stellar Activity - Jones et. al. (Dec-2017)
- A uniform analysis of HD 209458bSpitzer/IRAClightcurves with Gaussian process models - Evans et. al.
- Disentangling Time-series Spectra with Gaussian Processes: Applications to Radial Velocity Analysis - Czekala et. al. (May-2017)
- A uniform analysis of HD 209458b Spitzer/IRAC light curves withGaussian process models - Evans et. al. () | PDF
- Bayesian Methods for Exoplanet Science - Parviainen (Nov-2017)
- An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval - Cobb et. al. (May-2019)
Thesis¶
Software¶
- Exoplanet ML - ML models and utilities for exoplanet science - TF
- exoplanet - exoplanet toolkit using PyMC3 | Demo w. GPs
- Blog: PyTorch + PyMC3
- Using a Bayesian Neural Network in the Detection of Exoplanets - Esperanza Lopez Aguilera
Presentation¶
- Gaussian processes: the next step in exoplanet data analysis - Aigrain
- Scaling Gaussian Processesand the search for exoplanets - Foreman-Mackey et. al. (2019)
- Improvement on Exoplanet Detection Methods and Analysis via Gaussian Process Fitting Techniques
- Using a Bayesian Neural Network in the Detection of Exoplanets - Esperanza Lopez Aguilera