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8381
Analysis of a Malaria Transmission Model with Vaccination Proportion and Vaccine-Induced Immunity
Published 2025-02-01Get full text
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8382
Modelling-informed cell-seeded nerve repair construct designs for treating peripheral nerve injuries.
Published 2021-07-01Get full text
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Incomplete Lineage Sorting and Hybridization Statistics for Large-Scale Retroposon Insertion Data.
Published 2016-03-01Get full text
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8388
Statistical resolution of ambiguous HLA typing data.
Published 2008-02-01“…In this paper, we introduce and evaluate a method for statistical, in silico refinement of ambiguous and/or low-resolution HLA data. …”
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8389
Agent-based modeling of the central amygdala and pain using cell-type specific physiological parameters.
Published 2021-06-01“…As data have accumulated in this research space, we recognized a critical need for a single framework to integrate these data and evaluate emergent system-level responses. In this manuscript, we present an agent-based computational model of two distinct inhibitory neuron populations in the amygdala, those that express protein kinase C delta (PKCδ) and those that express somatostatin (SOM). …”
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8390
Prefrontal meta-control incorporating mental simulation enhances the adaptivity of reinforcement learning agents in dynamic environments
Published 2025-03-01“…Rooted from these neuroscientific insights, we present Meta-Dyna, a novel neuroscience-inspired reinforcement learning architecture that demonstrates rapid adaptation to environmental dynamics whilst managing variable goal states and state-transition uncertainties.MethodsThis architectural framework implements prefrontal meta-control mechanisms integrated with hippocampal replay function, which in turn optimized task performance with limited experiences. We evaluated this approach through comprehensive experimental simulations across three distinct paradigms: the two-stage Markov decision task, which frequently serves in human learning and decision-making research; stochastic GridWorldLoCA, an established benchmark suite for model-based reinforcement learning; and a stochastic Atari Pong variant incorporating multiple goals under uncertainty.ResultsExperimental results demonstrate Meta-Dyna's superior performance compared with baseline reinforcement learning algorithms across multiple metrics: average reward, choice optimality, and a number of trials for success.DiscussionsThese findings advance our understanding of computational reinforcement learning whilst contributing to the development of brain-inspired learning agents capable of flexible, goal-directed behavior within dynamic environments.…”
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8391
Representational models: A common framework for understanding encoding, pattern-component, and representational-similarity analysis.
Published 2017-04-01“…The three methods render different aspects of the information explicit (e.g. single-response tuning in encoding analysis and population-response representational dissimilarity in RSA) and have specific advantages in terms of computational demands, ease of use, and extensibility. …”
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8392
BioSeq-Diabolo: Biological sequence similarity analysis using Diabolo.
Published 2023-06-01“…However, the exiting computational methods failed to accurately analyse the biological sequence similarities because of the various data types (DNA, RNA, protein, disease, etc) and their low sequence similarities (remote homology). …”
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DNA familial binding profiles made easy: comparison of various motif alignment and clustering strategies.
Published 2007-03-01Get full text
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Infectious disease modeling of social contagion in networks.
Published 2010-11-01Get full text
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8398
Redox poise in R. rubrum phototrophic growth drives large-scale changes in macromolecular pathways.
Published 2025-06-01Get full text
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8399
TwinCons: Conservation score for uncovering deep sequence similarity and divergence.
Published 2021-10-01Get full text
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8400
Reciprocal interaction between IK1 and If in biological pacemakers: A simulation study.
Published 2021-03-01“…The dedicated interplay between IK1 and If in generating stable pacemaking and dysrhythmias was evaluated. Finally, a theoretical analysis in the IK1/If parameter space for generating pacemaking action potentials in different states was provided. …”
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