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C. Bergmeir

Monash University

19 papers hereh-index 339.2k citations97 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author11
  • last author8

Across the 19 of 19 papers where every author was matched, so the position is known.

fields
  • cs.LG17
  • stat.AP2
affiliations
  • Monash University
Homepage

identity via Semantic Scholar / OpenAlex

activity
20192022
most citedMachine learning applications in time series hierarchical forecasting

14 citations · 46 across the 12 of their papers we have counts for

collaborators
Showing stat.APShow all

2 papers · 1 filter

stat.AP2021★ 14 cited

MSTL: A Seasonal-Trend Decomposition Algorithm for Time Series with Multiple Seasonal Patterns

Kasun Bandara, Rob J Hyndman, Christoph Bergmeir

The decomposition of time series into components is an important task that helps to understand time series and can enable better forecasting. Nowadays, with high sampling rates lea…

stat.AP2019

LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series with Multiple Seasonal Patterns

Kasun Bandara, Christoph Bergmeir, Hansika Hewamalage

Generating forecasts for time series with multiple seasonal cycles is an important use-case for many industries nowadays. Accounting for the multi-seasonal patterns becomes necessa…

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