Search Results for author: Scott Crouter

Found 3 papers, 0 papers with code

Mitigating Class Boundary Label Uncertainty to Reduce Both Model Bias and Variance

no code implementations23 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.

Activity Recognition Classification +1

SummerTime: Variable-length Time SeriesSummarization with Applications to PhysicalActivity Analysis

no code implementations20 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.

General Classification regression +2

Bag-of-Words Method Applied to Accelerometer Measurements for the Purpose of Classification and Energy Estimation

no code implementations5 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.

General Classification regression

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