## A large margin time series nearest neighbour classification under locally weighted time warps

- Jidong Yuan, Ahlame Douzal-Chouakria, Saeed Varasteh Yazdi, Zhihai Wang
- Knowledge and Information Systems
- 2018

@inproceedings{Abraham2010AnIF, title={An Integrated Framework for Simultaneous Classification and Regression of Time-Series Data}, author={Zubin Abraham and Pang-Ning Tan}, booktitle={SDM}, year={2010} }

- Published 2010 in SDM
DOI:10.1137/1.9781611972801.57

Zero-inflated time series data are commonly encountered in many applications, including climate and ecological modeling, disease monitoring, manufacturing defect detection, and traffic monitoring. Such data often leads to poor model fitting using standard regression methods because they tend to underestimate the frequency of zeros and the magnitude of non-zero values. This paper presents an integrated framework that simultaneously performs classification and regression to accurately predictâ€¦Â CONTINUE READING