Model reproducibility: overview
SM Crook - Encyclopedia of Computational Neuroscience, 2022 - Springer
… An overview of theories and models of higherlevel … modeling of auditory processing in the
auditory pathway and auditory perceptual representation. The articles review modeling of the …
auditory pathway and auditory perceptual representation. The articles review modeling of the …
Measuring and establishing the accuracy and reproducibility of 3D printed medical models
… accuracy and reproducibility of the 3D model printing process. … and reproducible models
for individual clinical indications. … that will yield accurate reproducible models. It is important to …
for individual clinical indications. … that will yield accurate reproducible models. It is important to …
The fundamental principles of reproducibility
OE Gundersen - … Transactions of the Royal Society A, 2021 - royalsocietypublishing.org
… as an example to illustrate this model. Based on this, reproducibility is defined. The definition
… Table 1 presents a short overview of the papers that are surveyed. Different terms are used …
… Table 1 presents a short overview of the papers that are surveyed. Different terms are used …
Best practices for making reproducible biochemical models
VL Porubsky, AP Goldberg, AK Rampadarath… - Cell systems, 2020 - cell.com
… In addition, our goals for achieving reproducible biochemical models focus more on
creating reusable model artifacts, and our detailed practices provide specific guidelines that go …
creating reusable model artifacts, and our detailed practices provide specific guidelines that go …
Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers
… models without sharing private or sensitive data. The main benefit of this is, that ML models
… to decrease bias and leading to more reproducible ML models. The main aim of Privacy-…
… to decrease bias and leading to more reproducible ML models. The main aim of Privacy-…
Challenges in reproducibility, replicability, and comparability of computational models and tools for neuronal and glial networks, cells, and subcellular structures
T Manninen, J Aćimović, R Havela… - Frontiers in …, 2018 - frontiersin.org
… In this section, we give an overview of computational models used in our reproducibility,
replicability, and comparability studies. These include the models of intracellular signal …
replicability, and comparability studies. These include the models of intracellular signal …
Reproducibility in machine learning-driven research
… This work aims to provide an overview of the situation and identify the different drivers and
… Materials science ML models are used for the informed design of new materials. Recently, …
… Materials science ML models are used for the informed design of new materials. Recently, …
[HTML][HTML] Repeatability and reproducibility of radiomic features: a systematic review
… Table 4 provides an overview of methodologic aspects and reporting … model, we believe
that external validation of the developed model should be performed, and only reproducible and …
that external validation of the developed model should be performed, and only reproducible and …
Model integration in computational biology: the role of reproducibility, credibility and utility
… is repeatability and reproducibility of models in publications and repositories. Repeatability
is the ability to repeat the same experiment with the same system, and reproducibility is the …
is the ability to repeat the same experiment with the same system, and reproducibility is the …
Addressing barriers in comprehensiveness, accessibility, reusability, interoperability and reproducibility of computational models in systems biology
… Correct and effective model annotation in community-supported … , reproducible and
interoperable computational models in … Overview of key needs to harmonise computational …
interoperable computational models in … Overview of key needs to harmonise computational …