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Explaining predictive factors in patient pathways using autoencoders

PloS one, 2022-11, Vol.17 (11), p.e0277135-e0277135

2022

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Identification of profiles associated with conversions between the Alzheimer’s disease stages, using a machine learning approach

Alzheimer's research & therapy, 2024-07, Vol.16 (1), p.166-12, Article 166

2024

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Innovative Approach for a Typology of Treatment Sequences in Early Stage HER2 Positive Breast Cancer Patients Treated With Trastuzumab in the French National Hospital Database

Cancer informatics, 2022-01, Vol.21, p.117693512211351-11769351221135134

2022

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Diagnosing Hemophagocytic Lymphohistiocytosis with Machine Learning: A Proof of Concept

Journal of clinical medicine, 2022-10, Vol.11 (20), p.6219

2022

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Costs and Mortality Associated with HIV: A Machine Learning Analysis of the French National Health Insurance Database

Journal of public health research, 2021-11, Vol.11 (2), p.jphr.2021.2601

2021

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Optimal process mining of timed event logs

Information sciences, 2020-08, Vol.528, p.58-78

2020

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Optimal Process Mining for Large and Complex Event Logs

IEEE transactions on automation science and engineering, 2018-07, Vol.15 (3), p.1309-1325

2018

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Automatic and Explainable Labeling of Medical Event Logs With Autoencoding

IEEE journal of biomedical and health informatics, 2020-11, Vol.24 (11), p.3076-3084

2020

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Analyse et exploitation des résumés des caractéristiques du produit : création d’un moteur de recherche de médicaments

Revue d'épidémiologie et de santé publique, 2021-06, Vol.69, p.S107-S108

2021

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Approaches to Integrating Biomarkers Into Clinical Trials and Care Pathways as Targets for the Treatment of Inflammatory Bowel Diseases

Gastroenterology (New York, N.Y. 1943), 2019-10, Vol.157 (4), p.1032-1043.e1

2019

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Binary Classification on French Hospital Data: Benchmark of 7 Machine Learning Algorithms

2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2018, p.1743-1748

2018

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OAB-016: Treatment pathways for patients with multiple myeloma: a real-life study based on the French National Claim database from 2014 to 2019

Clinical lymphoma, myeloma and leukemia, 2021-10, Vol.21, p.S10-S11

2021

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P-221: Evolution of Dara-based regimen use along treatment lines from 2016 to 2019: a real-life study based on the French national claim database

Clinical lymphoma, myeloma and leukemia, 2021-10, Vol.21, p.S161-S162

2021

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"Bow-tie" optimal pathway discovery analysis of sepsis hospital admissions using the Hospital Episode Statistics database in England

JAMIA open, 2020-10, Vol.3 (3), p.439-448

2020

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Factors Associated With Aggressiveness of End-of-Life Care for Lung Cancer Patients and Associated Costs of Care

Clinical lung cancer, 2021-05, Vol.22 (3), p.e320-e328

2021

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Cost-of-illness of inflammatory bowel disease patients treated with anti-tumour necrosis factor: A French large single-centre experience

United European gastroenterology journal, 2019-08, Vol.7 (7), p.908-913

2019

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Evaluation of discovered clinical pathways using process mining and joint agent-based discrete-event simulation

2016 Winter Simulation Conference (WSC), 2016, p.2135-2146

2016

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Hospitalization admission control of emergency patients using Markovian Decision Processes and discrete event simulation

Proceedings of the Winter Simulation Conference 2014, 2014, p.1433-1444

2014

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Machine Learning-Based Analysis of Treatment Sequences Typology in Advanced Non-Small-Cell Lung Cancer Long-Term Survivors Treated With Nivolumab

JCO clinical cancer informatics, 2022-02, Vol.6, p.e2100108

2022

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Effects of Moderate Hyperbilirubinemia on Nutritive Swallowing and Swallowing-Breathing Coordination in Preterm Lambs

Neonatology (Basel, Switzerland), 2015-01, Vol.108 (1), p.42-48

2015

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ATLAS: A Robust Algorithm for Temporal Sequence Alignment of Treatment Lines using Claim Databases

2019 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB), 2019, p.1-8

2019

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An optimization-based process mining approach for explainable classification of timed event logs

2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), 2020, p.43-48

2020

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Stochastic simulation of clinical pathways from raw health databases

2017 13th IEEE Conference on Automation Science and Engineering (CASE), 2017, p.580-585

2017

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Explaining predictive factors in patient pathways using autoencoders

Identification of profiles associated with conversions between the Alzheimer’s disease stages, using a machine learning approach

Innovative Approach for a Typology of Treatment Sequences in Early Stage HER2 Positive Breast Cancer Patients Treated With Trastuzumab in the French National Hospital Database

Diagnosing Hemophagocytic Lymphohistiocytosis with Machine Learning: A Proof of Concept

Costs and Mortality Associated with HIV: A Machine Learning Analysis of the French National Health Insurance Database

Optimal process mining of timed event logs

Optimal Process Mining for Large and Complex Event Logs

Automatic and Explainable Labeling of Medical Event Logs With Autoencoding

Analyse et exploitation des résumés des caractéristiques du produit : création d’un moteur de recherche de médicaments

Approaches to Integrating Biomarkers Into Clinical Trials and Care Pathways as Targets for the Treatment of Inflammatory Bowel Diseases

Binary Classification on French Hospital Data: Benchmark of 7 Machine Learning Algorithms

OAB-016: Treatment pathways for patients with multiple myeloma: a real-life study based on the French National Claim database from 2014 to 2019

P-221: Evolution of Dara-based regimen use along treatment lines from 2016 to 2019: a real-life study based on the French national claim database

"Bow-tie" optimal pathway discovery analysis of sepsis hospital admissions using the Hospital Episode Statistics database in England

Factors Associated With Aggressiveness of End-of-Life Care for Lung Cancer Patients and Associated Costs of Care

Cost-of-illness of inflammatory bowel disease patients treated with anti-tumour necrosis factor: A French large single-centre experience

Evaluation of discovered clinical pathways using process mining and joint agent-based discrete-event simulation

Hospitalization admission control of emergency patients using Markovian Decision Processes and discrete event simulation

Machine Learning-Based Analysis of Treatment Sequences Typology in Advanced Non-Small-Cell Lung Cancer Long-Term Survivors Treated With Nivolumab

Effects of Moderate Hyperbilirubinemia on Nutritive Swallowing and Swallowing-Breathing Coordination in Preterm Lambs

ATLAS: A Robust Algorithm for Temporal Sequence Alignment of Treatment Lines using Claim Databases

An optimization-based process mining approach for explainable classification of timed event logs

Stochastic simulation of clinical pathways from raw health databases

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