Jukka Corander
- Producing polished prokaryotic pangenomes with the Panaroo pipeline
2020/07/22 by Gerry Tonkin‐Hill, Neil MacAlasdair, Christopher Ruis +11 · 45 citations
Biochemistry, Genetics and Molecular Biology · Environmental Science · #Genetic diversity and population structure #Genomics and Phylogenetic Studies #Microbial Community Ecology and Physiology
- Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models
2015/01/14 by Michael U. Gutmann, Gutmann, Michael U., Jukka Corander +1 · 6 citations
Computer Science · Decision Sciences · Physics and Astronomy · #Gaussian Processes and Bayesian Inference #Simulation Techniques and Applications #Model Reduction and Neural Networks
- Prior knowledge elicitation: The past, present, and future
2021/12/01 by Petrus Mikkola, Mikkola, Petrus, Osvaldo A. Martin +21 · 7 citations
Computer Science · Mathematics · Decision Sciences · #Bayesian Modeling and Causal Inference #Statistical Methods and Bayesian Inference #Forecasting Techniques and Applications
- Fundamentals and Recent Developments in Approximate Bayesian Computation
2016/10/19 by Jarno Lintusaari, Michael U. Gutmann, Ritabrata Dutta +2 · 5 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference #Markov Chains and Monte Carlo Methods
- Past, Present and Future of Software for Bayesian Inference
2024/02/01 by Erik Štrumbelj, Alexandre Bouchard‐Côté, Jukka Corander +6 · 1 voice · 4 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Statistical Methods and Bayesian Inference #Gaussian Processes and Bayesian Inference
- Approximate Bayesian inference from noisy likelihoods with Gaussian process emulated MCMC
2021/04/08 by Marko Järvenpää, Järvenpää, Marko, Jukka Corander +1 · 2 citations
Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Markov Chains and Monte Carlo Methods #Statistical Methods and Bayesian Inference
- Plasmid-driven strategies for clone success in Escherichia coli
2025/04/03 by Sergio Arredondo-Alonso, Anna K. Pöntinen, João Alves Gama +21 · 1 voice · 2 citations
Biochemistry, Genetics and Molecular Biology · Environmental Science · #Antibiotic Resistance in Bacteria #Bacterial Genetics and Biotechnology #Bacteriophages and microbial interactions
- T-SNE Is Not Optimized to Reveal Clusters in Data
2021/10/06 by Zhirong Yang, Yang, Zhirong, Yuwei Chen +3 · 1 citation
Computer Science · #Advanced Clustering Algorithms Research #FOS: Computer and information sciences #Face and Expression Recognition #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
- Global and local epidemiology of Group A Streptococcus indicates that naturally-acquired immunity is enduring and strain-specific
2021/11/11 by Rebecca H. Chisholm, Jake A. Lacey, Chisholm, Rebecca H. +17 · 1 citation
Medicine · #Streptococcal Infections and Treatments #Antimicrobial Resistance in Staphylococcus #Neonatal and Maternal Infections
- Megaplasmids associate with <i>Escherichia coli</i> and other <i>Enterobacteriaceae</i>
2025/09/30 by Allison K. Guitor, Shuai Wang, Owen T. Tuck +15 · 1 voice · 1 citation
Biochemistry, Genetics and Molecular Biology · Agricultural and Biological Sciences · #Enterobacteriaceae and Cronobacter Research #Antibiotic Resistance in Bacteria #Probiotics and Fermented Foods
- Surrogate-based ABC matches generalized Bayesian inference under specific discrepancy and kernel choices
2025/02/17 by Marko Järvenpää, Järvenpää, Marko, Jukka Corander +3 · 1 citation
Mathematics · Decision Sciences · Computer Science · #Statistical Methods and Inference #Probabilistic and Robust Engineering Design #Bayesian Methods and Mixture Models