no code implementations • 23 Feb 2020 • Matthew Almeida, Wei Ding, Scott Crouter, Ping Chen
To overcome this dilemma, we take a different perspective and investigate a new approach to handle inaccuracy and uncertainty in the training data labels, which are inevitable in many applications where labels are conceptual and labeling is performed by human annotators.
no code implementations • 20 Feb 2020 • Kevin M. Amaral, Zihan Li, Wei Ding, Scott Crouter, Ping Chen
Summarization conducted by the \textit{SummerTime} method will be a fixed-length feature vector which can be used in-place of the time series dataset for use with classical machine learning methods.
no code implementations • 5 Apr 2017 • Kevin M. Amaral, Ping Chen, Scott Crouter, Wei Ding
For this, our approach utilizes a mathematical model originating in natural language processing, the bag-of-words model, that has in the past years been appearing in diverse disciplines outside of the natural language processing field such as image processing.