المؤلفون: Andreas Kopf, Vincent Fortuin, Vignesh Ram Somnath, Manfred Claassen

المصدر: PLoS Computational Biology, Vol 17, Iss 6, p e1009086 (2021)

مصطلحات موضوعية: Biology (General), QH301-705.5

وصف الملف: electronic resource

Relation: https://doaj.org/toc/1553-734X; https://doaj.org/toc/1553-7358

URL الوصول: https://doaj.org/article/ce2ae803ad064ff398d2f8cd15512672

المؤلفون: Henry Valeyre, Pushpak Pati, Federico Gossi, Vignesh Ram Somnath, Adriano Martinelli, Maria Anna Rapsomaniki

URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::17432d3470720d917281f3177d579b0c
https://doi.org/10.1101/2022.11.15.516571

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Confusion_map_for_data_generation_using_MoE-Sim-VAE_/14887758

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s006

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Supporting_information_for_Mixture-of-Experts_Variational_Autoencoder_for_clustering_and_generating_from_similarity-based_representations_on_single_cell_data_/14887740

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s001

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Comparison_of_two_sample_MMD_test_on_the_distributions_from_the_different_mixture_components_in_the_latent_representation_/14887752

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s004

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Testing_MoE-Sim-VAE_on_data_sampled_from_a_Gaussian_mixture_model_with_randomly_sampled_parameters_/14887743

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s002

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Ablation_study_on_the_similarity_matrix_i_S_i_/14887746

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s003

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Comparison_of_data_generation_process_between_Moe-Sim-VAE_and_VaDE_/14887755

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s005

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Confusion_maps_for_data_generation_using_VaDE_/14887761

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s007

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Reproducibility_of_MoE-Sim-VAE_on_the_four_datasets_/14887764

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s008

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Reconstruction_of_data_modes_per_expert_/14887770

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s009

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Performance_comparison_of_our_method_MoE-Sim-VAE_with_several_published_methods_on_MNIST_/14887791

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.t001

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Signature_gene_accuracy_/14887773

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s010

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Schematic_overview_of_MoE-Sim-VAE_/14887779

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.g001

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Exact_results_on_268_mass_cytometry_experiments_/14887776

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.s011

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Generation_of_MNIST_digit_images_/14887782

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.g002

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Results_of_clustering_mouse_organs_from_single-cell_RNA-sequencing_data_/14887785

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.g003

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Results_on_clustering_mouse_organs_based_on_RNA-seq_/14887794

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.t002

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/dataset/Comparison_of_MoE-Sim-VAE_performance_to_competitor_methods_in_defining_cell_type_composition_in_CyTOF_measurements_/14887797

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.t003

المؤلفون: Andreas Kopf (3741847), Vincent Fortuin (10765742), Vignesh Ram Somnath (11054112), Manfred Claassen (2697070)

مصطلحات موضوعية: Genetics, Evolutionary Biology, Immunology, Hematology, Infectious Diseases, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Chemical Sciences not elsewhere classified, Information Systems not elsewhere classified, MoE-Sim-VAE exhibits, multi-modal distributions, Mixture-of-Experts Similarity Varia., Deep Clustering, high-dimensional data, Gaussian mixture distribution, mouse organs, data points, Mixture-of-Experts Variational Auto., MNIST benchmark data, cell data Clustering high-dimension., cell subpopulations, novel generative, RNA-sequencing measurements, competitor methods, mass cytometry, model, similarity-based representations, Variational Autoencoder

Relation: https://figshare.com/articles/figure/Results_on_clustering_cell_types_on_CyTOF_measurements_/14887788

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009086.g004