We use convolutional neural networks for model identification in ARMA time series models, where our are trained on synthetic data with known ground truths. Comparing the performance of these traditional likelihood-based methods, particular Akaike and Bayesian Information Criteria, we able to show that when it comes statistical inference orders, can significantly outperform methods terms accurac...

conclusions the use of smoothing methods helps us to eliminate non-linear effects but it is more appropriate to use cox proportional hazards model in medical data because of its’ ease of interpretation and capability of modeling both continuous and discrete covariates. also, cox proportional hazards model and smoothing methods analysis identified that age at diagnosis and tumor size were indepe...

The purpose of this study is to investigate and analyze factors affecting the energy intensity in provinces of Iran with emphasis on information and communications technology (ICT) index, during the period from 2010-2015. Weighted Average Least Square (WALS) method and information criteria have been applied to select the model; so that, based on WALS method, six variables among various effectiv...

Membrane proteins move in heterogeneous environments with spatially (sometimes temporally) varying friction and with biochemical interactions with various partners. It is important to reliably distinguish different modes of motion to improve our knowledge of the membrane architecture and to understand the nature of interactions between membrane proteins and their environments. Here, we present ...

Submit Manuscript | http://medcraveonline.com Abbreviations: ECoG: Electro Cortico Graphic; BdSEM: Bayesian Differential Structural Equation Modeling; ODEs: Ordinary Differential Equations; ROI: Region Of Interest; fMRI: functional Magnetic Resonance Imaging; MCMC: Markov Chain Monte Carlo; FDA: Functional Data Analysis; STG: Superior Temporal Gyrus; PostSTG: Posterior STG; MidSTG: Middle STG; ...

The trend analysis and GARCH model for COVID-19 pandemic spread between FCT/Lagos the National Weekly confirmed cases were carried out using statistical software Minitab17 Gretl. Four models behavior considered, which are linear, quadratic, cubic quartic trends with respect to R-square value, Adjusted Analysis of Variance (ANOVA) p-value estimated coefficients p-values. In addition, GARCH(0,1),...

The paper obtains analytical results for the asymptotic properties of Model Selection Criteria – widely used in practice a general family hidden Markov models (HMMs), thereby substantially extending related theory beyond typical ‘i.i.d.-like’ model structures and filling an important gap relevant literature. In particular, we look at Bayesian Akaike Information (BIC AIC) evidence. setting neste...