[X-1] Lal, Thomas Navin, et al. "Support vector channel selection in BCI." IEEE transactions on biomedical engineering 51.6 (2004): 1003-1010. [LINK]

RFE + SVM

[X-2] Yoon, Hyunjin, Kiyoung Yang, and Cyrus Shahabi. "Feature subset selection and feature ranking for multivariate time series." IEEE transactions on knowledge and data engineering 17.9 (2005): 1186-1198. [LINK]

CLeVer

[X-3] Yang, Kiyoung, Hyunjin Yoon, and Cyrus Shahabi. "A supervised feature subset selection technique for multivariate time series." Proceedings of the workshop on feature selection for data mining: Interfacing machine learning with statistics. 2005. [LINK]

Corona

[X-4] Han, Shuchu, and Alexandru Niculescu-Mizil. "Supervised Feature Subset Selection and Feature Ranking for Multivariate Time Series without Feature Extraction." arXiv preprint arXiv:2005.00259 (2020). [LINK]

Graph-Based

[X-5] Yu, Lei, and Huan Liu. "Feature selection for high-dimensional data: A fast correlation-based filter solution." Proceedings of the 20th international conference on machine learning (ICML-03). 2003. [LINK]

FCBF

[A-1] Angryk, Rafal A., Petrus C. Martens, Berkay Aydin, Dustin Kempton, Sushant S. Mahajan, Sunitha Basodi, Azim Ahmadzadeh et al. "Multivariate time series dataset for space weather data analytics." Scientific data 7, no. 1 (2020): 1-13.

[A-2] Ahmadzadeh, Azim, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, and Rafal A. Angryk. "How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events." The Astrophysical Journal Supplement Series 254, no. 2 (2021): 23.

[A-3] Cai, Xumin, Berkay Aydin, Anli Ji, and Rafal Angryk. "A Framework for Local Outlier Detection from Spatio-Temporal Trajectory Datasets." In 2020 25th International Conference on Pattern Recognition (ICPR), pp. 5682-5689. IEEE, 2021.

[A-4] Ji, Anli, Berkay Aydin, Manolis K. Georgoulis, and Rafal Angryk. "All-Clear Flare Prediction Using Interval-based Time Series Classifiers." In 2020 IEEE International Conference on Big Data (Big Data), pp. 4218-4225. IEEE, 2020.

[A-5] Ahmadzadeh, Azim, et al. "Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data." arXiv preprint arXiv:1911.09061 (2019).

[A-6] Hostetter, Maxwell, Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, and Rafal A. Angryk. "Understanding the impact of statistical time series features for flare prediction analysis." In 2019 IEEE International Conference on Big Data (Big Data), pp. 4960-4966. IEEE, 2019.

[A-7] Ahmadzadeh, Azim, Maxwell Hostetter, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, and Rafal Angryk. "Challenges with extreme class-imbalance and temporal coherence: A study on solar flare data." In 2019 IEEE International Conference on Big Data (Big Data), pp. 1423-1431. IEEE, 2019.

[A-8] Ahmadzadeh, Azim, Berkay Aydin, Dustin J. Kempton, Maxwell Hostetter, Rafal A. Angryk, Manolis K. Georgoulis, and Sushant S. Mahajan. "Rare-Event Time Series Prediction: A Case Study of Solar Flare Forecasting." In 2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA), pp. 1814-1820. IEEE, 2019.

[A-9] Chen, Yang, Dustin J. Kempton, Azim Ahmadzadeh, and Rafal A. Angryk. "Towards Synthetic Multivariate Time Series Generation for Flare Forecasting." arXiv preprint arXiv:2105.07532 (2021).

[A-1] Terrell, George R. Mathematical statistics: A unified introduction. Springer Science & Business Media, 2006. [Book]