Efficient and interpretable DNA/RNA representation using Komlós-Hadamard transforms.

Michaël Aupetit 0001 Michaël J. Aupetit Hamad Bin Khalifa University, Qatar Computing Research Institute, Doha, Qatar https://www.hbku.edu.qa/en/staff/dr-micha%C3%ABl-aupetit https://orcid.org/0000-0001-6321-5242 https://www.wikidata.org/entity/Q89558654 Michaël Aupetit

Kareem Kabbani Samir B. Belhaouari Michaël Aupetit 0001 Aisha Al-Qahtani Ahmad Halabi Sophia L. Haoudi Halima Bensmail Efficient and interpretable DNA/RNA representation using Komlós-Hadamard transforms. 2026 December 108 27 BMC Bioinform. 1 https://doi.org/10.1186/s12859-026-06442-y db/journals/bmcbi/bmcbi27.html#KabbaniBAAHHB26 streams/journals/bmcbi

Hyeon Jeon Michaël Aupetit 0001 Soohyun Lee Kwon Ko Youngtaek Kim Ghulam Jilani Quadri Jinwook Seo Distortion-Aware Brushing for Reliable Cluster Analysis in Multidimensional Projections. 2026 February 2165-2182 32 IEEE Trans. Vis. Comput. Graph. 2 https://doi.org/10.1109/TVCG.2025.3615314 db/journals/tvcg/tvcg32.html#JeonALKKQS26 streams/journals/tvcg

Yasmin Abdelaal Michaël Aupetit 0001 Abdelkader Baggag Mohammed Bashir Dena Al-Thani How Much Wearable Data is Enough for the Utility and Trust of Augmented Artificial Intelligence Systems? A Scenario-Based Interview with Medical Professionals. 7684-7710 2025 June 41 Int. J. Hum. Comput. Interact. 12 https://doi.org/10.1080/10447318.2024.2400388 db/journals/ijhci/ijhci41.html#AbdelaalABBA25 streams/journals/ijhci

Hyeon Jeon Michaël Aupetit 0001 DongHwa Shin Aeri Cho Seokhyeon Park Jinwook Seo Measuring the Validity of Clustering Validation Datasets. 5045-5058 2025 June 47 IEEE Trans. Pattern Anal. Mach. Intell. 6 https://doi.org/10.1109/TPAMI.2025.3548011 db/journals/pami/pami47.html#JeonASCPS25 streams/journals/pami

Hyeon Jeon Michaël Aupetit 0001 DongHwa Shin Aeri Cho Seokhyeon Park Jinwook Seo Measuring the Validity of Clustering Validation Datasets. 2025 March abs/2503.01097 CoRR https://doi.org/10.48550/arXiv.2503.01097 db/journals/corr/corr2503.html#abs-2503-01097 streams/journals/corr

Mohammad Shahmeer Ahmad Zan Ahmad Naeem Michaël Aupetit 0001 Ahmed K. Elmagarmid Mohamed Y. Eltabakh Xiaosong Ma Mourad Ouzzani Chaoyi Ruan HCT-QA: A Benchmark for Question Answering on Human-Centric Tables. 2025 April abs/2504.20047 CoRR https://doi.org/10.48550/arXiv.2504.20047 db/journals/corr/corr2504.html#abs-2504-20047 streams/journals/corr

Mostafa M. Hamza Ehsan Ullah Abdelkader Baggag Halima Bensmail Michael Sedlmair Michaël Aupetit 0001 ClustML: A measure of cluster pattern complexity in scatterplots learnt from human-labeled groupings. 105-122 2024 23 Inf. Vis. 2 https://doi.org/10.1177/14738716231220536 https://www.wikidata.org/entity/Q129081071 db/journals/ivs/ivs23.html#HamzaUBBSA24

Hyeon Jeon Yun-Hsin Kuo Michaël Aupetit 0001 Kwan-Liu Ma Jinwook Seo : Improving Label-Based Evaluation of Dimensionality Reduction. 781-791 2024 January 30 IEEE Trans. Vis. Comput. Graph. 1 https://doi.org/10.1109/TVCG.2023.3327187 db/journals/tvcg/tvcg30.html#JeonKAMS24

Mostafa M. Abbas Ehsan Ullah Abdelkader Baggag Halima Bensmail Michael Sedlmair Michaël Aupetit 0001 Datasets and code for ClustMe and ClustML visual quality measures of grouping patterns in monochrome scatterplots. 2023 November https://doi.org/10.5281/zenodo.10208144 Zenodo streams/repo/zenodo

Hyeon Jeon Yun-Hsin Kuo Michaël Aupetit 0001 Kwan-Liu Ma Jinwook Seo Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction. 2023 abs/2308.00278 CoRR https://doi.org/10.48550/arXiv.2308.00278 db/journals/corr/corr2308.html#abs-2308-00278

Sorina Mustatea Michaël Aupetit 0001 Jaakko Peltonen Sylvain Lespinats Denys Dutykh Supervised dimensionality reduction technique accounting for soft classes. 2022 ESANN https://doi.org/10.14428/esann/2022.ES2022-26 conf/esann/2022 db/conf/esann/esann2022.html#Mustatea0PLD22 Ala Abuthawabeh Abdelkader Baggag Michaël Aupetit 0001 Augmented Intelligence with Interactive Voronoi Treemap for Scalable Grouping: a Usage Scenario with Wearable Data. 43-47 2022 EuroVis (Short Papers) https://doi.org/10.2312/evs.20221091 conf/vissym/2022s db/conf/vissym/eurovis2022short.html#AbuthawabehBA22

Hyeon Jeon Michaël J. Aupetit Soohyun Lee Hyung-Kwon Ko Youngtaek Kim Jinwook Seo Distortion-Aware Brushing for Interactive Cluster Analysis in Multidimensional Projections. 2022 abs/2201.06379 CoRR https://arxiv.org/abs/2201.06379 db/journals/corr/corr2201.html#abs-2201-06379

Michaël Aupetit 0001 Ahmed Ali ClassSPLOM - A Scatterplot Matrix to Visualize Separation of Multiclass Multidimensional Data. 2022 abs/2201.12822 CoRR https://arxiv.org/abs/2201.12822 db/journals/corr/corr2201.html#abs-2201-12822

Hyeon Jeon Michaël Aupetit 0001 DongHwa Shin Aeri Cho Seokhyeon Park Jinwook Seo Sanity Check for External Clustering Validation Benchmarks using Internal Validation Measures. 2022 abs/2209.10042 CoRR https://doi.org/10.48550/arXiv.2209.10042 db/journals/corr/corr2209.html#abs-2209-10042

Talar Boghos Yacoubian Dena Ahmed S. Al Thani Michaël Aupetit 0001 The Role of a Facilitator in Co-Design Applications for Exploratory Analysis in Domains of High Complexity: The Case of MAHiCGO. 38296-38317 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3063468 https://www.wikidata.org/entity/Q125817093 db/journals/access/access9.html#YacoubianTA21

Fabrice Mayran de Chamisso Daniela Cancila Laurent Soulier Roberto Passerone Michaël Aupetit 0001 Lifelong Exploratory Navigation: An Architecture for Safer Mobile Robots. 57-64 2021 38 IEEE Des. Test 5 https://doi.org/10.1109/MDAT.2019.2952347 db/journals/dt/dt38.html#ChamissoCSPA21

Ala Abuthawabeh Michaël Aupetit 0001 Toward an Interactive Voronoi Treemap for Manual Arrangement and Grouping. 97-101 2021 EuroVis (Short Papers) https://doi.org/10.2312/evs.20211062 conf/vissym/2021s db/conf/vissym/eurovis2021short.html#AbuthawabehA21

Michaël Aupetit 0001 Aquanims: Area-Preserving Animated Transitions in Statistical Data Graphics based on a Hydraulic Metaphor. 2021 abs/2101.12511 CoRR https://arxiv.org/abs/2101.12511 db/journals/corr/corr2101.html#abs-2101-12511

Mostafa M. Abbas Ehsan Ullah Abdelkader Baggag Halima Bensmail Michael Sedlmair Michaël Aupetit 0001 ClustRank: a Visual Quality Measure Trained on Perceptual Data for Sorting Scatterplots by Cluster Patterns. 2021 abs/2106.00599 CoRR https://arxiv.org/abs/2106.00599 db/journals/corr/corr2106.html#abs-2106-00599

Ignacio Perez-Pozuelo Bing Zhai João R. M. Palotti Raghvendra Mall Michaël Aupetit 0001 Juan Miguel García-Gómez Shahrad Taheri Yu Guan 0001 Luis Fernández-Luque The future of sleep health: a data-driven revolution in sleep science and medicine. 2020 3 npj Digit. Medicine https://doi.org/10.1038/s41746-020-0244-4 https://www.wikidata.org/entity/Q90700583 db/journals/npjdm/npjdm3.html#Perez-PozueloZP20

René Cutura Michaël Aupetit 0001 Jean-Daniel Fekete Michael Sedlmair Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix Visualizations. 10:1-10:9 2020 AVI https://doi.org/10.1145/3399715.3399875 conf/avi/2020 db/conf/avi/avi2020.html#CuturaAFS20 Kareem Darwish Peter Stefanov Michaël J. Aupetit Preslav Nakov Unsupervised User Stance Detection on Twitter. 141-152 2020 ICWSM https://ojs.aaai.org/index.php/ICWSM/article/view/7286 conf/icwsm/2020 db/conf/icwsm/icwsm2020.html#DarwishSAN20 Benoît Colange Jaakko Peltonen Michaël Aupetit 0001 Denys Dutykh Sylvain Lespinats Steering Distortions to Preserve Classes and Neighbors in Supervised Dimensionality Reduction. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/99607461cdb9c26e2bd5f31b12dcf27a-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#ColangePADL20 Ala Abuthawabeh Michaël Aupetit 0001 A Force-Directed Power Diagram Approach for Interactive Voronoi Treemaps. 109-113 2020 EuroVis (Short Papers) https://doi.org/10.2312/evs.20201057 conf/vissym/2020 db/conf/vissym/eurovis2020.html#AbuthawabehA20

Michaël Aupetit 0001 Aquanims - Area-Preserving Animated Transitions based on a Hydraulic Metaphor. 2020 abs/2011.07532 CoRR https://arxiv.org/abs/2011.07532 db/journals/corr/corr2011.html#abs-2011-07532

Ali Sheharyar Talar Boghos Yacoubian Dina Aljogol Borbala Mifsud Dena Al-Thani Michaël Aupetit 0001 An Enhanced MA Plot with R-Shiny to Ease Exploratory Analysis of Transcriptomic Data. 2020 abs/2012.04411 CoRR https://arxiv.org/abs/2012.04411 db/journals/corr/corr2012.html#abs-2012-04411

Ehsan Ullah Michaël Aupetit 0001 Arun Das 0004 Abhishek Patil Nooral Al Muftah Reda Rawi Mohamad Saad 0001 Halima Bensmail KinVis: a visualization tool to detect cryptic relatedness in genetic datasets. 2683-2685 2019 35 Bioinform. 15 https://doi.org/10.1093/bioinformatics/bty1028 https://www.wikidata.org/entity/Q90779069 db/journals/bioinformatics/bioinformatics35.html#UllahADPMRSB19

Mostafa M. Abbas Michaël Aupetit 0001 Michael Sedlmair Halima Bensmail ClustMe: A Visual Quality Measure for Ranking Monochrome Scatterplots based on Cluster Patterns. 225-236 2019 38 Comput. Graph. Forum 3 https://doi.org/10.1111/cgf.13684 db/journals/cgf/cgf38.html#AbbasASB19

João R. M. Palotti Raghvendra Mall Michaël Aupetit 0001 Michael Rueschman Meghna Singh Aarti Sathyanarayana Shahrad Taheri Luis Fernández-Luque Benchmark on a large cohort for sleep-wake classification with machine learning techniques. 2019 2 npj Digit. Medicine https://doi.org/10.1038/s41746-019-0126-9 https://www.wikidata.org/entity/Q91869906 db/journals/npjdm/npjdm2.html#PalottiM0RSSTF19

Luis Gustavo Nonato Michaël Aupetit 0001 Multidimensional Projection for Visual Analytics: Linking Techniques with Distortions, Tasks, and Layout Enrichment. 2650-2673 2019 25 IEEE Trans. Vis. Comput. Graph. 8 https://doi.org/10.1109/TVCG.2018.2846735 https://www.wikidata.org/entity/Q89558661 db/journals/tvcg/tvcg25.html#NonatoA19

Luana Micallef Hans-Jörg Schulz Marco Angelini Michaël Aupetit 0001 Remco Chang Jörn Kohlhammer Adam Perer Giuseppe Santucci The Human User in Progressive Visual Analytics. 19-23 2019 EuroVis (Short Papers) https://doi.org/10.2312/evs.20191164 conf/vissym/2019 db/conf/vissym/eurovis2019.html#MicallefSAACKPS19 Michaël Aupetit 0001 Michael Sedlmair Mostafa M. Abbas Abdelkader Baggag Halima Bensmail Toward Perception-Based Evaluation of Clustering Techniques for Visual Analytics. 141-145 2019 IEEE VIS (Short Papers) https://doi.org/10.1109/VISUAL.2019.8933620 conf/visualization/2019 db/conf/visualization/visualization2019.html#AupetitSABB19

Kareem Darwish Peter Stefanov Michaël J. Aupetit Preslav Nakov Unsupervised User Stance Detection on Twitter. 2019 abs/1904.02000 CoRR http://arxiv.org/abs/1904.02000 db/journals/corr/corr1904.html#abs-1904-02000

Matheus Araújo 0001 Yelena Mejova Michaël Aupetit 0001 Ingmar Weber Visualizing Geo-Demographic Urban Data. 45-48 2018 CSCW Companion https://doi.org/10.1145/3272973.3273001 conf/cscw/2018c db/conf/cscw/cscw2018c.html#AraujoMAW18 René Cutura Stefan Holzer Michaël Aupetit 0001 Michael Sedlmair VisCoDeR: A tool for visually comparing dimensionality reduction algorithms. 2018 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2018-74.pdf conf/esann/2018 db/conf/esann/esann2018.html#CuturaHAS18 Firoj Alam Ferda Ofli Muhammad Imran 0002 Michaël Aupetit 0001 A Twitter Tale of Three Hurricanes: Harvey, Irma, and Maria. 2018 ISCRAM http://idl.iscram.org/files/firojalam/2018/1579_FirojAlam_etal2018.pdf conf/iscram/2018 db/conf/iscram/iscram2018.html#AlamOIA18

Firoj Alam Ferda Ofli Muhammad Imran 0002 Michaël Aupetit 0001 A Twitter Tale of Three Hurricanes: Harvey, Irma, and Maria. 2018 abs/1805.05144 CoRR http://arxiv.org/abs/1805.05144 db/journals/corr/corr1805.html#abs-1805-05144

Luis Fernández-Luque Meghna Singh Ferda Ofli Yelena Mejova Ingmar Weber Michaël Aupetit 0001 Sahar Karim Jreige Ahmed K. Elmagarmid Jaideep Srivastava Mohamed Ahmedna Implementing 360° Quantified Self for childhood obesity: feasibility study and experiences from a weight loss camp in Qatar. 37:1-37:13 2017 17 BMC Medical Informatics Decis. Mak. 1 https://doi.org/10.1186/s12911-017-0432-6 https://www.wikidata.org/entity/Q33560754 db/journals/midm/midm17.html#Fernandez-Luque17

Luis Fernández-Luque Meghna Singh Ferda Ofli Yelena Mejova Ingmar Weber Michaël Aupetit 0001 Sahar Karim Jreige Ahmed K. Elmagarmid Jaideep Srivastava Mohamed Ahmedna Erratum to: Implementing 360° Quantified Self for childhood obesity: feasibility study and experiences from a weight loss camp in Qatar. 62:1-62:2 2017 17 BMC Medical Informatics Decis. Mak. 1 https://doi.org/10.1186/s12911-017-0457-x https://www.wikidata.org/entity/Q42351517 db/journals/midm/midm17.html#Fernandez-Luque17a

Michaël Aupetit 0001 Luis Fernández-Luque Meghna Singh Jaideep Srivastava Visualization of Wearable Data and Biometrics for Analysis and Recommendations in Childhood Obesity. 678-679 2017 CBMS https://doi.org/10.1109/CBMS.2017.120 https://doi.ieeecomputersociety.org/10.1109/CBMS.2017.120 conf/cbms/2017 db/conf/cbms/cbms2017.html#AupetitFSS17 Matheus Lima Diniz Araújo Yelena Mejova Michaël Aupetit 0001 Ingmar Weber Visualizing Health Awareness in the Middle East. 725-726 2017 ICWSM https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15576 conf/icwsm/2017 db/conf/icwsm/icwsm2017.html#AraujoMAW17 Michaël Aupetit 0001 Muhammad Imran 0002 Interactive Monitoring of Critical Situational Information on Social Media. 2017 ISCRAM http://idl.iscram.org/files/michaelaupetit/2017/1501_MichaelAupetit+MuhammadImran2017.pdf conf/iscram/2017 db/conf/iscram/iscram2017.html#AupetitI17

Nicolas Heulot Jean-Daniel Fekete Michaël Aupetit 0001 Visualizing Dimensionality Reduction Artifacts: An Evaluation. 2017 abs/1705.05283 CoRR http://arxiv.org/abs/1705.05283 db/journals/corr/corr1705.html#HeulotFA17

Reda Rawi Raghvendra Mall Khalid Kunji Mohammed El Anbari Michaël Aupetit 0001 Ehsan Ullah Halima Bensmail COUSCOus: improved protein contact prediction using an empirical Bayes covariance estimator. 533:1-533:9 2016 17 BMC Bioinform. https://doi.org/10.1186/s12859-016-1400-3 https://www.wikidata.org/entity/Q36225597 db/journals/bmcbi/bmcbi17.html#RawiMKAAUB16

Michaël Aupetit 0001 Michael Sedlmair SepMe: 2002 New visual separation measures. 1-8 2016 PacificVis https://doi.org/10.1109/PACIFICVIS.2016.7465244 https://doi.ieeecomputersociety.org/10.1109/PACIFICVIS.2016.7465244 conf/apvis/2016 db/conf/apvis/pacificvis2016.html#AupetitS16 Michaël Aupetit 0001 Ehsan Ullah Reda Rawi Halima Bensmail A design study to identify inconsistencies in kinship information: The case of the 1000 Genomes project. 254-258 2016 PacificVis https://doi.org/10.1109/PACIFICVIS.2016.7465281 https://doi.ieeecomputersociety.org/10.1109/PACIFICVIS.2016.7465281 conf/apvis/2016 db/conf/apvis/pacificvis2016.html#AupetitURB16 Michaël Aupetit 0001 Yury Zhauniarovich Giorgos Vasiliadis Marc Dacier Yazan Boshmaf Visualization of actionable knowledge to mitigate DRDoS attacks. 1-8 2016 VizSEC https://doi.org/10.1109/VIZSEC.2016.7739577 https://doi.ieeecomputersociety.org/10.1109/VIZSEC.2016.7739577 conf/vizsec/2016 db/conf/vizsec/vizsec2016.html#AupetitZVDB16

Michael Sedlmair Michaël Aupetit 0001 Data-driven Evaluation of Visual Quality Measures. 201-210 2015 34 Comput. Graph. Forum 3 https://doi.org/10.1111/cgf.12632 db/journals/cgf/cgf34.html#SedlmairA15

Michaël Aupetit 0001 Laurens van der Maaten Introduction to the special issue on visual analytics using multidimensional projections. 543-545 2015 150 Neurocomputing https://doi.org/10.1016/j.neucom.2014.10.015 db/journals/ijon/ijon150.html#AupetitM15

Sylvain Lespinats Michaël Aupetit 0001 Anke Meyer-Baese ClassiMap: A New Dimension Reduction Technique for Exploratory Data Analysis of Labeled Data. 2015 29 Int. J. Pattern Recognit. Artif. Intell. 6 https://doi.org/10.1142/S0218001415510088 https://www.wikidata.org/entity/Q60540023 db/journals/ijprai/ijprai29.html#LespinatsAM15 1551008:1-1551008:45

Fabrice Mayran de Chamisso Laurent Soulier Michaël Aupetit 0001 Exploratory Digraph Navigation Using A. 1624-1630 2015 IJCAI http://ijcai.org/Abstract/15/232 conf/ijcai/2015 db/conf/ijcai/ijcai2015.html#ChamissoSA15 Michaël Aupetit 0001 Sanity check for class-coloring-based evaluation of dimension reduction techniques. 134-141 2014 BELIV https://doi.org/10.1145/2669557.2669578 conf/beliv/2014 db/conf/beliv/beliv2014.html#Aupetit14 Michaël Aupetit 0001 Nicolas Heulot Jean-Daniel Fekete A multidimensional brush for scatterplot data analytics. 221-222 2014 IEEE VAST https://doi.org/10.1109/VAST.2014.7042500 https://doi.ieeecomputersociety.org/10.1109/VAST.2014.7042500 conf/ieeevast/2014 db/conf/ieeevast/ieeevast2014.html#AupetitHF14 Ricardo de Aldama Michaël Aupetit 0001 Interpretability in Fuzzy Systems Optimization: A Topological Approach. 588-597 2014 IPMU (1) https://doi.org/10.1007/978-3-319-08795-5_60 conf/ipmu/2014-1 db/conf/ipmu/ipmu2014-1.html#AldamaA14 Khrystyna Kyrgyzova Lorène Allano Michaël Aupetit 0001 Alternating Optimization for Lambertian Photometric Stereo Model with Unknown Lighting Directions. 354-361 2013 CAIP (2) https://doi.org/10.1007/978-3-642-40246-3_44 conf/caip/2013-2 db/conf/caip/caip2013-2.html#KyrgyzovaAA13 Maxime Maillot Michaël Aupetit 0001 Gérard Govaert Extraction des nombres de Betti avec un modèle génératif. 97-102 2013 EGC conf/f-egc/2013 db/conf/f-egc/egc2013.html#MaillotAG13 https://editions-rnti.fr/?inprocid=1001826 Nicolas Heulot Michaël Aupetit 0001 Jean-Daniel Fekete ProxiLens: Interactive Exploration of High-Dimensional Data using Projections. 2013 VAMP@EuroVis https://doi.org/10.2312/PE.VAMP.VAMP2013.011-015 conf/vissym/2013vamp db/conf/vissym/vamp2013.html#HeulotAF13 Sylvain Lespinats Michaël Aupetit 0001 ClassiMap: a Supervised Mapping Technique for Decision Support. 2013 VAMP@EuroVis https://doi.org/10.2312/PE.VAMP.VAMP2013.017-020 conf/vissym/2013vamp db/conf/vissym/vamp2013.html#LespinatsA13 Michaël Aupetit 0001 Laurens van der Maaten 1st International Workshop on Visual Analytics Using Multidimensional Projections, VAMP@EuroVis 2013, Leipzig, Germany, June 19, 2013 VAMP@EuroVis Eurographics Association 2013 978-3-905674-53-8 https://diglib.eg.org/handle/10.2312/1002 db/conf/vissym/vamp2013.html Michaël Aupetit 0001 Approches topologiques pour l'analyse exploratoire de données et l'aide à la décision. (Topological approaches for data analytic and decision support). 2012 University of Paris-Sud, France https://tel.archives-ouvertes.fr/tel-01167056 Maxime Maillot Michaël Aupetit 0001 Gérard Govaert A generative model that learns Betti numbers from a data set. 2012 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2012-157.pdf conf/esann/2012 db/conf/esann/esann2012.html#MaillotAG12

Sylvain Lespinats Anke Meyer-Bäse Michaël Aupetit 0001 A new supervised non-linear mapping http://arxiv.org/abs/1203.2021 2012 CoRR abs/1203.2021 db/journals/corr/corr1203.html#abs-1203-2021

Sylvain Lespinats Michaël Aupetit 0001 CheckViz: Sanity Check and Topological Clues for Linear and Non-Linear Mappings. 113-125 2011 30 Comput. Graph. Forum 1 https://doi.org/10.1111/j.1467-8659.2010.01835.x db/journals/cgf/cgf30.html#LespinatsA11

Pierre Gaillard Michaël Aupetit 0001 Gérard Govaert Un graphe génératif pour la classification semi-supervisée. 97-119 2010 15 Ingénierie des Systèmes d Inf. 2 https://doi.org/10.3166/isi.15.2.97-119 db/journals/isi/isi15.html#GaillardAG10

Sylvain Lespinats Michaël Aupetit 0001 Mapping without visualizing local default is nonsense. 2010 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2010-54.pdf conf/esann/2010 db/conf/esann/esann2010.html#LespinatsA10 Axel Wismüller Michel Verleysen Michaël Aupetit 0001 John Aldo Lee Recent Advances in Nonlinear Dimensionality Reduction, Manifold and Topological Learning. 2010 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2010-4.pdf conf/esann/2010 db/conf/esann/esann2010.html#WismullerVAL10 Michaël Aupetit 0001 Lorène Allano Isabelle Espagnon Guillaume Sannie Visual Analytics to Check Marine Containers in the Eritr\@c Project. 2010 EuroVAST@EuroVis https://doi.org/10.2312/PE/EuroVAST/EuroVAST10/057-060 conf/vissym/2010vast db/conf/vissym/vast2010.html#AupetitAES10

Michaël Aupetit 0001 Nearly homogeneous multi-partitioning with a deterministic generator. 1379-1389 2009 72 Neurocomputing 7-9 https://doi.org/10.1016/j.neucom.2008.12.024 https://www.wikidata.org/entity/Q56039639 db/journals/ijon/ijon72.html#Aupetit09

Pierre Gaillard Michaël Aupetit 0001 Gérard Govaert Le Graphe Génératif Gaussien. 103-120 2009 40 Monde des Util. Anal. Données http://editions-rnti.fr/?inprocid=1001777 db/journals/modulad/modulad40.html#GaillardAG09

Pierre Gaillard Michaël Aupetit 0001 Gérard Govaert Learning topology of a labeled data set with the supervised generative Gaussian graph. 1283-1299 2008 71 Neurocomputing 7-9 https://doi.org/10.1016/j.neucom.2007.12.028 db/journals/ijon/ijon71.html#GaillardAG08

Michaël Aupetit 0001 Pierre Gaillard Mesurer et visualiser les distorsions dans les techniques de projection continues. 443-472 2008 22 Rev. d'Intelligence Artif. 3-4 https://doi.org/10.3166/ria.22.443-472 db/journals/ria/ria22.html#AupetitG08

Michaël Aupetit 0001 Pierre Gaillard Gérard Govaert Un modèle génératif pour l'Apprentissage de la Topologie. 49-76 2008 AAFD http://editions-rnti.fr/?inprocid=1000824 conf/aafd/2008 db/conf/aafd/aafd2008.html#AupetitGG08 Michaël Aupetit 0001 Homogeneous bipartition based on multidimensional ranking. 259-264 2008 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2008-115.pdf conf/esann/2008 db/conf/esann/esann2008.html#Aupetit08

Michaël Aupetit 0001 Visualizing distortions and recovering topology in continuous projection techniques. 1304-1330 2007 70 Neurocomputing 7-9 https://doi.org/10.1016/j.neucom.2006.11.018 db/journals/ijon/ijon70.html#Aupetit07

Dominique Lepetz Max Némoz-Gaillard Michaël Aupetit 0001 Concerning the differentiability of the energy function in vector quantization algorithms. 621-630 2007 20 Neural Networks 5 https://doi.org/10.1016/j.neunet.2006.11.006 https://www.wikidata.org/entity/Q51917885 db/journals/nn/nn20.html#LepetzNA07

Pierre Gaillard Michaël Aupetit 0001 Gérard Govaert Learning topology of a labeled data set with the supervised generative gaussian graph. 235-240 2007 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2007-53.pdf conf/esann/2007 db/conf/esann/esann2007.html#GaillardAG07 Pierre Gaillard Michaël Aupetit 0001 Gérard Govaert Apprentissage statistique de la topologie d'un ensemble de données étiquetées. 455-460 2007 conf/f-egc/2007 EGC db/conf/f-egc/egc2007.html#GaillardAG07 https://editions-rnti.fr/?inprocid=1001419

David Mercier Pierre Gaillard Michaël Aupetit 0001 Carole Maillard Robert Quach Jean-Denis Muller How to help seismic analysts to verify the French seismic bulletin? 797-806 2006 19 Eng. Appl. Artif. Intell. 7 https://doi.org/10.1016/j.engappai.2006.05.008 db/journals/eaai/eaai19.html#MercierGAMQM06

Michaël Aupetit 0001 Visualizing the trustworthiness of a projection. 271-276 2006 conf/esann/2006 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2006-34.pdf db/conf/esann/esann2006.html#Aupetit06

Dominique Lepetz Max Némoz-Gaillard Michaël Aupetit 0001 Concerning the differentiability of the energy function in vector quantization algorithms http://arxiv.org/abs/cs/0604046 2006 CoRR abs/cs/0604046 db/journals/corr/corr0604.html#abs-cs-0604046

Michaël Aupetit 0001 Thibaud Catz High-dimensional labeled data analysis with topology representing graphs. 139-169 2005 63 Neurocomputing https://doi.org/10.1016/j.neucom.2004.04.009 db/journals/ijon/ijon63.html#AupetitC05

Michaël Aupetit 0001 Learning Topology with the Generative Gaussian Graph and the EM Algorithm. 2005 conf/nips/2005 NIPS https://proceedings.neurips.cc/paper/2005/hash/6d19c113404cee55b4036fce1a37c058-Abstract.html http://papers.nips.cc/paper/2922-learning-topology-with-the-generative-gaussian-graph-and-the-em-algorithm db/conf/nips/nips2005.html#Aupetit05 83-90 Michaël Aupetit 0001 Visualizing distortions in continuous projection techniques. 465-470 2004 conf/esann/2004 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2004-61.pdf db/conf/esann/esann2004.html#Aupetit04 Michaël Aupetit 0001 High-dimensional labeled data analysis with Gabriel graphs. 21-26 2003 conf/esann/2003 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2003-97.pdf db/conf/esann/esann2003.html#Aupetit03 Michaël Aupetit 0001 Robust Topology Representing Networks. 45-50 2003 conf/esann/2003 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2003-44.pdf db/conf/esann/esann2003.html#Aupetit03a

Michaël Aupetit 0001 Pierre Couturier Pierre Massotte gamma-Observable neighbours for vector quantization. 1017-1027 2002 15 Neural Networks 8-9 https://doi.org/10.1016/S0893-6080(02)00076-X https://www.wikidata.org/entity/Q52029122 db/journals/nn/nn15.html#AupetitCM02

Michaël Aupetit 0001 Pierre Couturier Pierre Massotte Induced Voronoï Kernels for Principal Manifolds Approximation. 73-80 2001 WSOM https://doi.org/10.1007/978-1-4471-0715-6_11 conf/wsom/2001 db/conf/wsom/wsom2001.html#AupetitCM01 Michaël Aupetit 0001 Pierre Couturier Pierre Massotte Vector Quantization with γ-Observable Neighbors. 230-237 2001 WSOM https://doi.org/10.1007/978-1-4471-0715-6_30 conf/wsom/2001 db/conf/wsom/wsom2001.html#AupetitCM01a Michaël Aupetit 0001 Pierre Couturier Pierre Massotte A 'Recruiting Neural-Gas' for Function Approximation. 91-96 2000 conf/ijcnn/2000-3 IJCNN (3) https://doi.org/10.1109/IJCNN.2000.861286 https://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.861286 db/conf/ijcnn/ijcnn2000-3.html#AupetitCM00 Mostafa M. Abbas Yasmin Abdelaal Ala Abuthawabeh Mohammad Shahmeer Ahmad Mohamed Ahmedna Aisha Al-Qahtani Dena Al-ThaniDena Ahmed S. Al Thani Firoj Alam Ricardo de Aldama Ahmed Ali Dina Aljogol Lorène Allano Mohammed El Anbari Marco Angelini Matheus Araújo 0001Matheus Lima Diniz Araújo Abdelkader Baggag Mohammed Bashir Samir Brahim BelhaouariSamir B. Belhaouari Halima Bensmail Yazan Boshmaf Daniela Cancila Thibaud Catz Fabrice Mayran de Chamisso Remco Chang Aeri Cho Benoît Colange Pierre Couturier René Cutura Marc Dacier Kareem Darwish Arun Das 0004 Denys Dutykh Ahmed K. Elmagarmid Mohamed Y. Eltabakh Isabelle Espagnon Jean-Daniel Fekete Luis Fernández-Luque Pierre Gaillard Juan Miguel García-Gómez Gérard Govaert Yu Guan 0001 Ahmad Halabi Mostafa M. Hamza Sophia L. Haoudi Nicolas Heulot Stefan Holzer Muhammad Imran 0002 Hyeon Jeon Sahar Karim Jreige Kareem Kabbani Youngtaek Kim Hyung-Kwon Ko Kwon Ko Jörn Kohlhammer Khalid Kunji Yun-Hsin Kuo Khrystyna Kyrgyzova John A. Lee 0001John Aldo Lee Soohyun Lee Dominique Lepetz Sylvain Lespinats Kwan-Liu Ma Xiaosong Ma Laurens van der Maaten Carole Maillard Maxime Maillot Raghvendra Mall Pierre Massotte Yelena Mejova David Mercier Anke Meyer-BäseAnke Meyer-Baese Luana Micallef Borbala Mifsud Nooral Al Muftah Jean-Denis Muller Sorina Mustatea Zan Ahmad Naeem Preslav Nakov Max Némoz-Gaillard Luis Gustavo Nonato Ferda Ofli Mourad Ouzzani João R. M. Palotti Seokhyeon Park Roberto Passerone Abhishek Patil Jaakko Peltonen Adam Perer Ignacio Perez-Pozuelo Robert Quach Ghulam Jilani Quadri Reda Rawi Chaoyi Ruan Michael Rueschman Mohamad Saad 0001 Guillaume Sannie Giuseppe Santucci Aarti Sathyanarayana Hans-Jörg Schulz Michael Sedlmair Jinwook Seo Ali Sheharyar DongHwa Shin Meghna Singh Laurent Soulier Jaideep Srivastava Peter Stefanov Shahrad Taheri Ehsan Ullah Giorgos Vasiliadis Michel Verleysen Ingmar Weber Axel Wismüller Talar Boghos Yacoubian Bing Zhai Yury Zhauniarovich