| 2023 | ICDM | A Regression Mixture Model to understand the effect of the Covid-19 pandemic on Public Transport Ridership. | Hugues Moreau, Etienne Cme, Allou Sam, Latifa Oukhellou |
| 2023 | ICMLA | Detection of Exponential Regimes from Time Series for Characterizing the Thermal Dynamics of Buildings. | Allou Sam |
| 2022 | SENSYS | What insights can we draw from our residential energy models?: guidelines for future modelling exercises. | Matthias Heinrich, Marie Ruellan, Jean-Pierre Lvy, Allou Sam, Latifa Oukhellou |
| 2021 | ESANN | Dynamic clustering and modeling of temporal data subject to common regressive effects. | Louise Bonfils, Allou Sam, Latifa Oukhellou |
| 2021 | ESANN | Machine learning and data mining for urban mobility intelligence. | Etienne Cme, Latifa Oukhellou, Allou Sam, Lijun Sun |
| 2019 | PAKDD | Change Point Detection in Periodic Panel Data Using a Mixture-Model-Based Approach. | Allou Sam, Milad Leyli-Abadi |
| 2018 | ICDM | Sequential Variational Learning of Dynamic Factor Mixtures. | Allou Sam |
| 2018 | IJCNN | Mixture of Non-homogeneous Hidden Markov Models for Clustering and Prediction of Water Consumption Time Series. | Milad Leyli-Abadi, Allou Sam, Latifa Oukhellou, Nicolas Cheifetz, Pierre Mandel, Cdric Fliers, Olivier Chesneau |
| 2017 | DSAA | Predictive Classification of Water Consumption Time Series Using Non-homogeneous Markov Models. | Milad Leyli-Abadi, Allou Sam, Latifa Oukhellou, Nicolas Cheifetz, Pierre Mandel, Cdric Fliers, Olivier Chesneau |
| 2017 | ESANN | Extracting urban water usage habits from smart meter data: a functional clustering approach. | Nicolas Cheifetz, Allou Sam, Zineb Sabir, Anne-Claire Sandraz, Cdric Fliers |
| 2016 | ICMLA | Hourly Solar Irradiance Forecasting Based on Machine Learning Models. | Fateh Nassim Melzi, Taieb Touati, Allou Sam, Latifa Oukhellou |
| 2016 | ICMLA | Dynamic Factor Mixture of Experts for Functional Time Series Modeling. | Allou Sam |
| 2015 | ESANN | Powered-Two-Wheeler safety critical events recognition using a mixture model with quadratic logistic functions. | Ferhat Attal, Abderrahmane Boubezoul, Allou Sam, Latifa Oukhellou |
| 2015 | ICMLA | Identifying Daily Electric Consumption Patterns from Smart Meter Data by Means of Clustering Algorithms. | Feteh Nassim Melzi, Mohamed-Haykel Zayani, Amira Ben Hamida, Allou Sam, Latifa Oukhellou |
| 2013 | ICANN | Model-Based Clustering of Temporal Data. | Hani El Assaad, Allou Sam, Grard Govaert, Patrice Aknin |
| 2013 | ICMLA | A Sequential Testing Procedure for Multiple Change-Point Detection in a Stream of Pneumatic Door Signatures. | Nicolas Cheifetz, Allou Sam, Patrice Aknin, Emmanuel De Verdalle, Damien Chenu |
| 2012 | ESANN | A CUSUM approach for online change-point detection on curve sequences. | Nicolas Cheifetz, Allou Sam, Patrice Aknin, Emmanuel De Verdalle |
| 2012 | ICMLA | Online Time Series Segmentation Using Temporal Mixture Models and Bayesian Model Selection. | Allou Sam, Grard Govaert |
| 2011 | IJCNN | Model-based clustering with Hidden Markov Model regression for time series with regime changes. | Faicel Chamroukhi, Allou Sam, Patrice Aknin, Grard Govaert |
| 2009 | ESANN | A regression model with a hidden logistic process for signal parametrization. | Faicel Chamroukhi, Allou Sam, Grard Govaert, Patrice Aknin |
| 2009 | IJCNN | A regression model with a hidden logistic process for feature extraction from time series. | Faicel Chamroukhi, Allou Sam, Grard Govaert, Patrice Aknin |
| 2009 | SMC | Grouped data clustering using a fast mixture-model-based algorithm. | Allou Sam |
| 2005 | IDA | A Mixture Model-Based On-line CEM Algorithm. | Allou Sam, Grard Govaert, Christophe Ambroise |
| 2003 | IDA | A Mixture Model Approach for Binned Data Clustering. | Allou Sam, Christophe Ambroise, Grard Govaert |