Statistical approach to interpretation of geochemical data of stream sediment in Pleše mining area
The Ba, Pb and Zn ore deposit Pleše near Ljubljana is one of the formerly productive mines. The stream sediments were sampled and analysed by XRF to establish the effect of grain size, mineralization, and downstream location of sampling sites on ...
Simona Jarc
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Interpretability of machine-learning models in physical sciences [PDF]
In machine learning (ML), it is in general challenging to provide a detailed explanation on how a trained model arrives at its prediction. Thus, usually we are left with a black-box, which from a scientific standpoint is not satisfactory. Even though numerous methods have been recently proposed to interpret ML models, somewhat surprisingly ...
arxiv
Clarification of Quantitative Intraoral Circumstances with the Community Periodontal Index of Treatment Needs Data using Covariance Structure Analysis [PDF]
Introduction: Although the severity of periodontal disease is evaluated by various indices, the susceptibility is different among tooth types in the same dentition.
Toshio Kobayashi+7 more
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Link for citation: Melnik I.A., Zhdanova Yu.Yu., Sidorenko N.S. Application of the method of statistical-correlation interpretation of GWS data in the Samotlor field. Bulletin of the Tomsk Polytechnic University. Geo Аssets Engineering, 2023, vol.
Igor A. Melnik+2 more
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Towards Unifying Logical Entailment and Statistical Estimation [PDF]
This paper gives a generative model of the interpretation of formal logic for data-driven logical reasoning. The key idea is to represent the interpretation as likelihood of a formula being true given a model of formal logic. Using the likelihood, Bayes' theorem gives the posterior of the model being the case given the formula. The posterior represents
arxiv
Data challenges of biomedical researchers in the age of omics [PDF]
Background High-throughput technologies are rapidly generating large amounts of diverse omics data. Although this offers a great opportunity, it also poses great challenges as data analysis becomes more complex.
Rolando Garcia-Milian+3 more
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Uncovering a generalised gamma distribution: from shape to interpretation [PDF]
In this paper, we introduce the flexible interpretable gamma (FIG) distribution which has been derived by Weibullisation of the body-tail generalised normal distribution. The parameters of the FIG have been verified graphically and mathematically as having interpretable roles in controlling the left-tail, body, and right-tail shape.
arxiv
A interpretação estatística como produção de verdades: reflexões éticas
Resumo Este ensaio lança um olhar crítico sobre as consequências, na prática do profissional de saúde, da produção de verdades científicas com base em modelos estatísticos.
Dimitri Marques Abramov+1 more
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Prognostic factors in exacerbated chronic obstructive pulmonary disease
Background: chronic obstructive pulmonary disease has a high prevalence worldwide. It is important to know the mechanisms that have an influence on the high mortality of the exacerbated form of the disease.Objective: to identify the prognostic factors ...
Iraibis Rodríguez-Pérez+3 more
doaj
Interpretable Models for Understanding Immersive Simulations [PDF]
This paper describes methods for comparative evaluation of the interpretability of models of high dimensional time series data inferred by unsupervised machine learning algorithms. The time series data used in this investigation were logs from an immersive simulation like those commonly used in education and healthcare training.
arxiv