Abstract: According to one embodiment, a time-series data waveform analysis device implemented by a computer including at least one hardware processor is provided. The hardware processor configured to: add a shapelet being a part of a partial time series included in labeled time-series data to a shapelet set; randomly extract one or more labeled time-series data and calculate a feature value of the shapelet for the extracted labeled time-series data according to a TSS method; update a parameter, which includes the shapelet and a weight coefficient for the shapelet, based on the feature value according to a stochastic gradient descent method; remove the shapelet, the corresponding weight coefficient of which is 0, from the shapelet set; and create an evaluation function based on the shapelet in the shapelet set and the weight coefficient.