79 citations · 111 across the 4 of their papers we have counts for
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cs.LG2021★ 31 cited
Time Series Analysis and Modeling to Forecast: a Survey
Fatoumata Dama, Christine Sinoquet
Time series modeling for predictive purpose has been an active research area of machine learning for many years. However, no sufficiently comprehensive and meanwhile substantive su…
cs.LG2021★ 1 cited
Partially Hidden Markov Chain Linear Autoregressive model: inference and forecasting
Fatoumata Dama, Christine Sinoquet
Time series subject to change in regime have attracted much interest in domains such as econometry, finance or meteorology. For discrete-valued regimes, some models such as the pop…
cs.LG2014★ 79 cited
A Survey on Latent Tree Models and Applications
Raphaël Mourad, Christine Sinoquet, Nevin L. Zhang +2
In data analysis, latent variables play a central role because they help provide powerful insights into a wide variety of phenomena, ranging from biological to human sciences. The…