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ClaRe Dashboard: a Web-based Tool for Modeling Multivariate Time Series with Mixed Sampling Rates

JavaScript 39.30% R 60.70%
r shiny dashboard time-series-analysis mixed-sampling-rates accordion predictive-modeling visualization accordion-dashboard time-series-analysis-tool

clare-dashboard's Introduction

ClaRe Dashboard: a Web-based Tool for Classification and Regression of Multivariate Time Series Data

ECML PKDD 2018 publication: https://doi.org/10.1007/978-3-030-10997-4_51

Tutorial Video : https://www.youtube.com/watch?v=Vomhr9mBSBU

ClaRe Dashboard aims to provide toolkits to explore datasets in a visualized way, especially for multivariate time-series with mixed sampling rates. The dashboard was build with R Shiny package and it provides an experimental pipeline for time series data analysis with straightforward steps such as:

  • Data uploading,
  • Pre-processing (merge, manage missing values, plot etc.),
  • Modeling (regression, classification), and
  • Evaluation (model summary, visualization, export-import model).

Its friendly and interactive environment can be easily used from both experts and non-experts.

clare-dashboard's People

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