When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting

Author:

Kamarthi Harshavardhan1ORCID,Kong Lingkai1ORCID,Rodriguez Alexander1ORCID,Zhang Chao1ORCID,Prakash B. Aditya1ORCID

Affiliation:

1. Georgia Institute of Technology, Atlanta, GA, USA

Funder

Centers for Disease Control and Prevention

NSF (National Science Foundation)

Facebook

Publisher

ACM

Reference30 articles.

1. Bijaya Adhikari , Xinfeng Xu , Naren Ramakrishnan , and B. Aditya Prakash . 2019. EpiDeep: Exploiting Embeddings for Epidemic Forecasting . In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining ( Anchorage, AK, USA) (KDD '19). Association for Computing Machinery, New York, NY, USA, 577--586. Bijaya Adhikari, Xinfeng Xu, Naren Ramakrishnan, and B. Aditya Prakash. 2019. EpiDeep: Exploiting Embeddings for Epidemic Forecasting. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (Anchorage, AK, USA) (KDD '19). Association for Computing Machinery, New York, NY, USA, 577--586.

2. Regularized Regression for Hierarchical Forecasting Without Unbiasedness Conditions

3. Rich Caruana . 1997. Multitask learning. Machine learning , Vol. 28 , 1 ( 1997 ), 41--75. Rich Caruana. 1997. Multitask learning. Machine learning, Vol. 28, 1 (1997), 41--75.

4. What to know before forecasting the flu

5. Kyunghyun Cho , Bart Van Merriënboer , Dzmitry Bahdanau, and Yoshua Bengio. 2014 . On the properties of neural machine translation: Encoder-decoder approaches. arXiv preprint arXiv:1409.1259 (2014). Kyunghyun Cho, Bart Van Merriënboer, Dzmitry Bahdanau, and Yoshua Bengio. 2014. On the properties of neural machine translation: Encoder-decoder approaches. arXiv preprint arXiv:1409.1259 (2014).

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