A more up-to-date list of publications may be found on my Google Scholar page.
Journal Articles
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GPseudoClust: deconvolution of shared pseudo-profiles at single-cell resolutionBioinformatics 2020, 36, 1484-1491.
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Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screenNature Communications 2019, 10, 2674.
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Integration of Multiple Epigenomic Marks Improves Prediction of Variant Impact in Saturation Mutagenesis Reporter AssayHuman Mutation , 0, .
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Branch-recombinant Gaussian processes for analysis of perturbations in biological time seriesBioinformatics 2018, 34, i1005-i1013.
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Machine learning based classification of cells into chronological stages using single-cell transcriptomicsScientific Reports 2018, 8, 17156.
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Metabolic regulation of pluripotency and germ cell fate through α‐ketoglutarateThe EMBO Journal 2018, , e99518.
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GPseudoRank: a permutation sampler for single cell orderingsBioinformatics 2018, , .
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Clusternomics: Integrative context-dependent clustering for heterogeneous datasetsPLOS Computational Biology 2017, 13, e1005781.
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Pseudotime estimation: deconfounding single cell time seriesBioinformatics 2016, , btw372.
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Conserved cis-regulatory modules control robustness in Msx1 expression at single cell resolutionGenome Biology and Evolution 2015, , evv179.
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STEME: A Robust, Accurate Motif Finder for Large Data SetsPLoS ONE 2014, 9, e90735.
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Nodal cis-regulatory elements reveal epiblast and primitive endoderm heterogeneity in the peri-implantation mouse embryoDevelopmental Biology 2011, 349, 350-362.
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STEME: efficient EM to find motifs in large data setsNucleic Acids Research 2011, 39, e126–e126.
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An alignment-free model for comparison of regulatory sequencesBioinformatics 2010, 26, 2391.
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Variable structure motifs for transcription factor binding sitesBMC Genomics 2010, 11, 30.
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Transcriptional programs: Modelling higher order structure in transcriptional controlBMC Bioinformatics 2009, 10, 218.
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Evolutionarily conserved regulatory motifs in the promoter of the Arabidopsis clock gene LATE ELONGATED HYPOCOTYLThe Plant Cell Online 2009, 21, 2606–2623.
Preprints
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SCRAM: Spatially Coherent Randomized Attention MapsArXiv 2019, 1905.10308, .
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Projection layers improve deep learning models of regulatory DNA functionbioRxiv 2018, , 412734.
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Nonparametric Bayesian inference of transcriptional branching and recombination identifies regulators of early human germ cell developmentbioRxiv 2017, , 167684.
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Mutual Information Estimation For Transcriptional Regulatory Network InferencebioRxiv 2017, , 132647.
Theses
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Probabilistic models of transcriptional regulationPhD, Cambridge University, 2013.
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A comparison of various neural network architectures for learning context-dependent game strategiesDiploma in Computer Science, Cambridge University, 1994.