Research graph
References from QBayMic: Quantum-coupled variational Bayes for clustering and feature selection in low-signal microbiome data. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41579-018-0029-9
10.1038/s41579-018-0029-9 · External reference
10.1186/gb-2011-12-6-r60
10.1186/gb-2011-12-6-r60 · External reference
10.1093/biostatistics/kxy018
10.1093/biostatistics/kxy018 · External reference
10.1371/journal.pone.0030126
10.1371/journal.pone.0030126 · External reference
Performance determinants of unsupervised clustering methods for microbiome data
10.1186/s40168-021-01199-3 · 2022 · External reference
10.1186/s40168-022-01439-0
10.1186/s40168-022-01439-0 · External reference
10.1093/sysbio/syu053
10.1093/sysbio/syu053 · External reference
10.1186/s40168-024-01822-z
10.1186/s40168-024-01822-z · External reference
Unresolved reference
External reference
10.1080/01621459.2017.1285773
10.1080/01621459.2017.1285773 · External reference
Advances in variational inference
2018 · External reference
On the global convergence of randomized coordinate gradient descent for nonconvex optimization
10.1137/21m1460375 · 2023 · External reference
Block coordinate descent for neural networks provably finds global minima
2026 · External reference
Choosing starting values for the em algorithm for getting the highest likelihood in multivariate gaussian mixture models
10.1016/s0167-9473(02)00163-9 · 2003 · External reference
A new random approach for initialization of the multiple restart em algorithm for gaussian model-based clustering
10.1007/s10044-014-0441-3 · 2015 · External reference
Stochastic optimization with adaptive restart: A framework for integrated local and global learning
10.1007/s10898-020-00937-5 · 2021 · External reference
10.1109/5.726788
10.1109/5.726788 · External reference
Deterministic annealing variant of variational bayes method
2008 · External reference
Unresolved reference
External reference
10.1039/b509983h
10.1039/b509983h · External reference
A parallel tempering algorithm for probabilistic sampling and multimodal optimization
10.1093/gji/ggt342 · 2014 · External reference
10.21437/interspeech.2009-236
10.21437/interspeech.2009-236 · External reference
Deterministic and bayesian sparse signal processing algorithms for coherent multipath directions-of-arrival (doas) estimation
2018 · External reference
Elucidating protein dynamics through the optimal annealing of variational autoencoders
10.1021/acs.jctc.5c00365 · 2025 · External reference
Annealed variational mixtures for disease subtyping and biomarker discovery
10.1515/sagmb-2025-0001 · 2026 · External reference
10.1016/s0009-2614(97)01198-6
10.1016/s0009-2614(97)01198-6 · External reference
10.1063/1.2995837
10.1063/1.2995837 · External reference
Evidence for quantum annealing with more than one hundred qubits
10.1038/nphys2900 · 2014 · External reference
Perspectives of quantum annealing: Methods and implementations
10.1088/1361-6633/ab85b8 · 2020 · External reference
Quantum annealing for industry applications: Introduction and review
10.1088/1361-6633/ac8c54 · 2022 · External reference
Quantum annealing for variational bayes inference
2009 · External reference
Quantum extension of variational bayes inference
10.1103/physreva.98.022330 · 2018 · External reference
Quantum advantage in variational bayes inference
10.1073/pnas.2212660120 · 2023 · External reference
Quantum hamiltonian-based models and the variational quantum thermalizer algorithm
2019 · External reference
10.22331/q-2019-10-07-191
10.22331/q-2019-10-07-191 · External reference
Variational ansatz-based quantum simulation of imaginary time evolution
10.1038/s41534-019-0187-2 · 2019 · External reference
Unresolved reference
External reference
10.1128/aem.00335-09
10.1128/aem.00335-09 · External reference
10.1038/nature11234
10.1038/nature11234 · External reference
10.1103/physreve.58.5355
10.1103/physreve.58.5355 · External reference
Exponential speedup of quantum annealing by inhomogeneous driving of the transverse field
10.7566/jpsj.87.023002 · 2018 · External reference
10.1038/s42254-021-00348-9
10.1038/s42254-021-00348-9 · External reference
Pennylane: Automatic differentiation of quantum circuits
2018 · External reference
Divergence measures based on the shannon entropy
10.1109/18.61115 · 1991 · External reference
A deterministic annealing approach to clustering
10.1016/0167-8655(90)90010-y · 1990 · External reference
10.1038/nature11209
10.1038/nature11209 · External reference
16s rrna gene pyrosequencing of reference and clinical samples and investigation of the temperature stability of microbiome profiles
10.1186/2049-2618-2-31 · 2014 · External reference
10.1016/j.chom.2013.08.006
10.1016/j.chom.2013.08.006 · External reference
10.1016/j.cell.2014.09.053
10.1016/j.cell.2014.09.053 · External reference
Potential of fecal microbiota for early-stage detection of colorectal cancer
10.15252/msb.20145645 · 2014 · External reference
Quantum-enhanced markov chain monte carlo
10.1038/s41586-023-06095-4 · 2023 · External reference
Bounding the speedup of the quantum-enhanced markov-chain monte carlo algorithm
10.1103/physreva.110.052414 · 2024 · External reference
Quantum-enhanced markov chain monte carlo for systems larger than a quantum computer
10.1103/physrevresearch.7.013231 · 2025 · External reference
10.1103/physrevlett.119.180509
10.1103/physrevlett.119.180509 · External reference
Barren plateaus in variational quantum computing
10.1038/s42254-025-00813-9 · 2025 · External reference
Challenges and opportunities in quantum optimization
10.1038/s42254-024-00770-9 · 2024 · External reference
A quantum ap-proximate optimization algorithm
2014 · External reference
Progresstowards practical quantum variational algorithms
10.1103/physreva.92.042303 · 2015 · External reference
Accessible, curated metagenomic data through experimenthub
10.1038/nmeth.4468 · 2017 · External reference
Meta-analysis of gut microbiome studies identifies disease-specific and shared responses
10.1038/s41467-017-01973-8 · 2017 · External reference
Barren plateaus in quantum neural network training landscapes
10.1038/s41467-018-07090-4 · 2018 · External reference
The power of quantum neural networks
10.1038/s43588-021-00084-1 · 2021 · External reference
Theory of overparametrization in quantum neural networks
10.1038/s43588-023-00467-6 · 2023 · External reference
A new random approach for initialization of the multiple restart em algorithm for gaussian model-based clustering
10.1007/s10044-014-0441-3 · ExternalCitation · doi-reference
Stochastic optimization with adaptive restart: A framework for integrated local and global learning
10.1007/s10898-020-00937-5 · ExternalCitation · doi-reference
A deterministic annealing approach to clustering
10.1016/0167-8655(90)90010-y · ExternalCitation · doi-reference
10.1016/j.cell.2014.09.053
10.1016/j.cell.2014.09.053 · ExternalCitation · doi-reference
10.1016/j.chom.2013.08.006
10.1016/j.chom.2013.08.006 · ExternalCitation · doi-reference
10.1016/s0009-2614(97)01198-6
10.1016/s0009-2614(97)01198-6 · ExternalCitation · doi-reference
Choosing starting values for the em algorithm for getting the highest likelihood in multivariate gaussian mixture models
10.1016/s0167-9473(02)00163-9 · ExternalCitation · doi-reference
Elucidating protein dynamics through the optimal annealing of variational autoencoders
10.1021/acs.jctc.5c00365 · ExternalCitation · doi-reference
10.1038/nature11209
10.1038/nature11209 · ExternalCitation · doi-reference
10.1038/nature11234
10.1038/nature11234 · ExternalCitation · doi-reference
Accessible, curated metagenomic data through experimenthub
10.1038/nmeth.4468 · ExternalCitation · doi-reference
Evidence for quantum annealing with more than one hundred qubits
10.1038/nphys2900 · ExternalCitation · doi-reference
Meta-analysis of gut microbiome studies identifies disease-specific and shared responses
10.1038/s41467-017-01973-8 · ExternalCitation · doi-reference
Barren plateaus in quantum neural network training landscapes
10.1038/s41467-018-07090-4 · ExternalCitation · doi-reference
Variational ansatz-based quantum simulation of imaginary time evolution
10.1038/s41534-019-0187-2 · ExternalCitation · doi-reference
10.1038/s41579-018-0029-9
10.1038/s41579-018-0029-9 · ExternalCitation · doi-reference
Quantum-enhanced markov chain monte carlo
10.1038/s41586-023-06095-4 · ExternalCitation · doi-reference
10.1038/s42254-021-00348-9
10.1038/s42254-021-00348-9 · ExternalCitation · doi-reference
Challenges and opportunities in quantum optimization
10.1038/s42254-024-00770-9 · ExternalCitation · doi-reference
Barren plateaus in variational quantum computing
10.1038/s42254-025-00813-9 · ExternalCitation · doi-reference
The power of quantum neural networks
10.1038/s43588-021-00084-1 · ExternalCitation · doi-reference
Theory of overparametrization in quantum neural networks
10.1038/s43588-023-00467-6 · ExternalCitation · doi-reference
10.1039/b509983h
10.1039/b509983h · ExternalCitation · doi-reference
10.1063/1.2995837
10.1063/1.2995837 · ExternalCitation · doi-reference
Quantum advantage in variational bayes inference
10.1073/pnas.2212660120 · ExternalCitation · doi-reference
10.1080/01621459.2017.1285773
10.1080/01621459.2017.1285773 · ExternalCitation · doi-reference
Perspectives of quantum annealing: Methods and implementations
10.1088/1361-6633/ab85b8 · ExternalCitation · doi-reference
Quantum annealing for industry applications: Introduction and review
10.1088/1361-6633/ac8c54 · ExternalCitation · doi-reference
10.1093/biostatistics/kxy018
10.1093/biostatistics/kxy018 · ExternalCitation · doi-reference
A parallel tempering algorithm for probabilistic sampling and multimodal optimization
10.1093/gji/ggt342 · ExternalCitation · doi-reference
10.1093/sysbio/syu053
10.1093/sysbio/syu053 · ExternalCitation · doi-reference
Bounding the speedup of the quantum-enhanced markov-chain monte carlo algorithm
10.1103/physreva.110.052414 · ExternalCitation · doi-reference
Progresstowards practical quantum variational algorithms
10.1103/physreva.92.042303 · ExternalCitation · doi-reference
Quantum extension of variational bayes inference
10.1103/physreva.98.022330 · ExternalCitation · doi-reference
10.1103/physreve.58.5355
10.1103/physreve.58.5355 · ExternalCitation · doi-reference
10.1103/physrevlett.119.180509
10.1103/physrevlett.119.180509 · ExternalCitation · doi-reference
Quantum-enhanced markov chain monte carlo for systems larger than a quantum computer
10.1103/physrevresearch.7.013231 · ExternalCitation · doi-reference
Divergence measures based on the shannon entropy
10.1109/18.61115 · ExternalCitation · doi-reference
10.1109/5.726788
10.1109/5.726788 · ExternalCitation · doi-reference
10.1128/aem.00335-09
10.1128/aem.00335-09 · ExternalCitation · doi-reference
On the global convergence of randomized coordinate gradient descent for nonconvex optimization
10.1137/21m1460375 · ExternalCitation · doi-reference
16s rrna gene pyrosequencing of reference and clinical samples and investigation of the temperature stability of microbiome profiles
10.1186/2049-2618-2-31 · ExternalCitation · doi-reference
10.1186/gb-2011-12-6-r60
10.1186/gb-2011-12-6-r60 · ExternalCitation · doi-reference
Performance determinants of unsupervised clustering methods for microbiome data
10.1186/s40168-021-01199-3 · ExternalCitation · doi-reference
10.1186/s40168-022-01439-0
10.1186/s40168-022-01439-0 · ExternalCitation · doi-reference
10.1186/s40168-024-01822-z
10.1186/s40168-024-01822-z · ExternalCitation · doi-reference
10.1371/journal.pone.0030126
10.1371/journal.pone.0030126 · ExternalCitation · doi-reference
Annealed variational mixtures for disease subtyping and biomarker discovery
10.1515/sagmb-2025-0001 · ExternalCitation · doi-reference
Potential of fecal microbiota for early-stage detection of colorectal cancer
10.15252/msb.20145645 · ExternalCitation · doi-reference
10.21437/interspeech.2009-236
10.21437/interspeech.2009-236 · ExternalCitation · doi-reference
10.22331/q-2019-10-07-191
10.22331/q-2019-10-07-191 · ExternalCitation · doi-reference
Exponential speedup of quantum annealing by inhomogeneous driving of the transverse field
10.7566/jpsj.87.023002 · ExternalCitation · doi-reference
