Search Results - "GARDNER, P"
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On the application of domain adaptation in structural health monitoring
Published in Mechanical systems and signal processing (01-04-2020)“…•An outline of the applicability of domain adaptation in SHM.•The application of domain adaptation (DA) to population-based SHM (PBSHM).•Definitions of…”
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Foundations of population-based SHM, Part III: Heterogeneous populations – Mapping and transfer
Published in Mechanical systems and signal processing (15-02-2021)“…•For the first time a new population-based methodology is proposed that alleviates problems with sparsity of data in SHM.•The applicability of domain…”
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An evaluation of the accuracy and speed of metagenome analysis tools
Published in Scientific reports (18-01-2016)“…Metagenome studies are becoming increasingly widespread, yielding important insights into microbial communities covering diverse environments from terrestrial…”
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Evolving schema representations in orbitofrontal ensembles during learning
Published in Nature (London) (25-02-2021)“…How do we learn about what to learn about? Specifically, how do the neural elements in our brain generalize what has been learned in one situation to recognize…”
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Solubility-Weighted Index: fast and accurate prediction of protein solubility
Published in Bioinformatics (15-09-2020)“…Abstract Motivation Recombinant protein production is a widely used technique in the biotechnology and biomedical industries, yet only a quarter of target…”
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Convergent regulatory evolution and loss of flight in paleognathous birds
Published in Science (American Association for the Advancement of Science) (05-04-2019)“…A core question in evolutionary biology is whether convergent phenotypic evolution is driven by convergent molecular changes in proteins or regulatory regions…”
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Machine learning identifies signatures of host adaptation in the bacterial pathogen Salmonella enterica
Published in PLoS genetics (08-05-2018)“…Emerging pathogens are a major threat to public health, however understanding how pathogens adapt to new niches remains a challenge. New methods are urgently…”
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Rethinking dopamine as generalized prediction error
Published in Proceedings of the Royal Society. B, Biological sciences (21-11-2018)“…Midbrain dopamine neurons are commonly thought to report a reward prediction error (RPE), as hypothesized by reinforcement learning (RL) theory. While this…”
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Essential guidelines for computational method benchmarking
Published in Genome Biology (20-06-2019)“…In computational biology and other sciences, researchers are frequently faced with a choice between several computational methods for performing data analyses…”
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On the application of kernelised Bayesian transfer learning to population-based structural health monitoring
Published in Mechanical systems and signal processing (15-03-2022)“…Data-driven approaches to Structural Health Monitoring (SHM) generally suffer from a lack of available health-state data. In particular, for most structures,…”
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Semi-analytic forecasts for JWST – VI. Simulated light-cones and galaxy clustering predictions
Published in Monthly notices of the Royal Astronomical Society (18-08-2022)“…ABSTRACT In anticipation of the new era of high-redshift exploration marked by the commissioning of the James Webb Space Telescope (JWST), we present two sets…”
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Best practices for the management of local-regional recurrent chordoma: a position paper by the Chordoma Global Consensus Group
Published in Annals of oncology (01-06-2017)“…Chordomas are rare, malignant bone tumors of the skull-base and axial skeleton. Until recently, there was no consensus among experts regarding appropriate…”
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Past experience shapes the neural circuits recruited for future learning
Published in Nature neuroscience (01-03-2021)“…Experimental research controls for past experience, yet prior experience influences how we learn. Here, we tested whether we could recruit a neural population…”
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Analysis of 11,430 recombinant protein production experiments reveals that protein yield is tunable by synonymous codon changes of translation initiation sites
Published in PLoS computational biology (01-10-2021)“…Recombinant protein production is a key process in generating proteins of interest in the pharmaceutical industry and biomedical research. However, about 50%…”
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Tactile perception of the roughness of 3D-printed textures
Published in Journal of neurophysiology (01-03-2018)“…Surface roughness is one of the most important qualities in haptic perception. Roughness is a major identifier for judgments of material composition, comfort,…”
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Equation discovery for nonlinear dynamical systems: A Bayesian viewpoint
Published in Mechanical systems and signal processing (01-06-2021)“…•A novel approach to Bayesian equation discovery for nonlinear structural dynamical systems.•Proposed approach follows a hierarchical sparse Bayesian…”
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A comprehensive comparison of comparative RNA structure prediction approaches
Published in BMC bioinformatics (30-09-2004)“…An increasing number of researchers have released novel RNA structure analysis and prediction algorithms for comparative approaches to structure prediction…”
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Overcoming the problem of repair in structural health monitoring: Metric-informed transfer learning
Published in Journal of sound and vibration (13-10-2021)“…Structural repairs alter the physical properties of a structure, changing its responses, both in terms of its normal condition and of its different damage…”
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Causal evidence supporting the proposal that dopamine transients function as temporal difference prediction errors
Published in Nature neuroscience (01-02-2020)“…Reward-evoked dopamine transients are well established as prediction errors. However, the central tenet of temporal difference accounts—that similar transients…”
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On risk-based active learning for structural health monitoring
Published in Mechanical systems and signal processing (15-03-2022)“…A primary motivation for the development and implementation of structural health monitoring systems, is the prospect of gaining the ability to make informed…”
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