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SummerTime: Variable-length Time SeriesSummarization with Applications to PhysicalActivity Analysis
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.
Bag-of-Words Method Applied to Accelerometer Measurements for the Purpose of Classification and Energy Estimation
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.
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