Explainable nonlinear modelling of multiple time series with invertible neural networks

LM Lopez-Ramos, K Roy, B Beferull-Lozano - International Conference on …, 2021 - Springer
A method for nonlinear topology identification is proposed, based on the assumption that a
collection of time series are generated in two steps: i) a vector autoregressive process in a …

A semiparametric estimation for the first-order nonlinear autoregressive time series model with independent and dependent errors

R Farnoosh, M Hajebi, SY Samadi - Iranian Journal of Science and …, 2019 - Springer
In this paper, the first-order nonlinear autoregressive model is considered and a
semiparametric method is proposed to estimate nonlinear regression function for both …

Identification of Nonlinear Causality in Multivariate Systems by Designing Interpretable Machine Learning Models

K Roy - Doctoral dissertations at University of Agder, 2024 - uia.brage.unit.no
The study focusing on inference and data analysis within networks has become increasingly
important. This is due to the growing number of interconnected systems and the vast …

[PDF][PDF] Pemodelan Sektor-Sektor Inflasi di Indonesia Menggunakan Vector Autorgressive (VAR)

A Prahutama, DITWU Suparti - 2019 - core.ac.uk
Analisis time series dapat dibagi menjadi dua yaitu analisis time series univariat dan
analisis time series multivariat. Analisis time series univariat salah satunya mengguna an …

PEMODELAN VECTOR AUTOREGRESIVE EXOGENOUS (VARX) PADA NILAI INFLASI TERHADAP PDRB DI JAWA TENGAH

A Prahutama, A Rusgiyono… - Jurnal Statistika …, 2019 - jurnal.unimus.ac.id
Analisis time series dapat dilakukan secara univariat maupun multivariat. Pemodelan time
series univariat menggunakan model ARIMA (Autoregressive Integrated Moving Average) …

The single-index panel data models with heterogeneous link function: mixture approach

A Nademi - Communications in Statistics-Simulation and …, 2021 - Taylor & Francis
This paper investigates the data generating structure which can be represented as a mixture
of single-index panel data model with heterogeneous link function. The switching between …

MODELING OF ECONOMIC DATA USING ESTIMATING FIRST-ORDER FUNCTIONAL AUTOREGRESSIVE MODELS BASED ON SEMI-PARAMETRIC APPROACH.

J Amiri, R Farnoosh… - Pakistan Journal of …, 2019 - search.ebscohost.com
In this paper, we have applied the semi-parametric method for estimating the regression
function to estimate first-order functional autoregressive models. To this end, the conditional …