5 1 15 2 months 25 3 35 featurizing time series

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Unformatted text preview: enta-on of each pa-ent •  Features will serve as covariates in a regression model •  Most extracted features will be irrelevant •  Rely on model selec-on / methods robust to irrelevant features   Time Series Data •  Repeated measurements of variables over -me   ALSFRS ques-on scores   Alterna-ve ALS measures (forced and slow vital capacity)   Vital signs (weight, height, blood pressure, respiratory rate)   Lab tests (blood chemistry, hematology, urinalysis) •  Number and frequency of measurements vary across pa-ents Featuriza-on   Goal: Compact numeric representa-on of each pa-ent •  Features will serve as covariates in a regression model •  Most extracted features will be irrelevant •  Rely on model selec-on / methods robust to irrelevant features   Time Series Data •  Compute summary sta-s-cs from each -me series   Mean value, standard devia-on, slope, last recorded value, maximum value… •  Compute pairwise slopes (difference quo-ents between adjacent measurements)   Induces a deriva-ve -me series   Extract same summary sta-s-cs Featurizing Time Series Data ALSFRS Score 40 39 38 37 36 0 0.5 1 1.5 2 Months 2.5 3 3.5 Featurizing Time Series Data ALSFRS Score 40 Features extracted •  Mean = 38.75 •  SD = 0.816 •  Max = 40 •  Min = 37 •  Last = 37 •  etc. 39 38 37 36 0 0.5 1 1.5 2 Months 2.5 3 3.5 Featurizing Time Series Data ALSFRS Score 40 Features extracted •  Mean = 38.75 •  SD = 0.816 •  Max = 40 •  Min = 37 •  Last = 37 •  Slope =  ­1 •  etc. 39...
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