Publication
Innovative Applications of Artificial Neural Networks in Tax Forecasting
| Summary: | The importance of forecasting tax revenues is vital for economic planning and financial sustainability in Mozambique. The study addresses this topic by exploring the potential of Artificial Neural Networks (ANNs) to improve such predictions. The central problem is the limitation of conventional methods in capturing the complexity of fiscal data. The objective is to develop an ANN model that incorporates historical data and economic factors, providing a mixed methodology that enriches the analysis with qualitative and quantitative data. The rationale for adopting ANNs lies in their superior modeling and prediction capabilities in large and complex data environments. The results achieved demonstrate that ANNs can predict tax revenues with greater accuracy, surpassing traditional models. The conclusion points to the ANN as a valuable tool for tax authorities, enhancing efficiency in collection and contributing to the country's fiscal stability. |
|---|---|
| Main Authors: | Rodolfo, Bruno Couto de Abreu |
| Other Authors: | Gonçalves, Bruno F. |
| Subject: | Neural networks Tax forecast Sustainability |
| Year: | 2025 |
| Country: | Portugal |
| Document type: | article |
| Access type: | open access |
| Associated institution: | Instituto Politécnico de Bragança |
| Language: | English |
| Origin: | Biblioteca Digital do IPB |
Similar Items
article Innovative Applications of Artificial Neural Networks in Tax Forecasting
by: Rodolfo, Bruno Couto de Abreu
Published: (2025)
by: Rodolfo, Bruno Couto de Abreu
Published: (2025)
groups Dynamic artificial neural network for electricity market prices forecast
by: Pinto, Tiago
Published: (2012)
by: Pinto, Tiago
Published: (2012)
groups CO2 Concentration Forecasting in an Office Using Artificial Neural Network
by: Khorram Ghahfarrokhi, Mahsa
Published: (2019)
by: Khorram Ghahfarrokhi, Mahsa
Published: (2019)
article Forecasting tourism demand with artificial neural networks
by: Fernandes, Paula Odete
Published: (2011)
by: Fernandes, Paula Odete
Published: (2011)
groups Forecasting tourism demand with artificial neural networks
by: Fernandes, Paula Odete
Published: (2011)
by: Fernandes, Paula Odete
Published: (2011)
school Forecasting financial markets with artificial neural networks
by: Vieira, Cristiano Ribeiro
Published: (2013)
by: Vieira, Cristiano Ribeiro
Published: (2013)
article Comparison of artificial neural network architectures in the task of tourism time series forecast
by: Teixeira, João Paulo
Published: (2012)
by: Teixeira, João Paulo
Published: (2012)
article Electricity market price forecasting by grid computing optimizing artificial neural networks
by: Niimura, T.
Published: (2007)
by: Niimura, T.
Published: (2007)
school Analysing and forecasting tourism demand in Vietnam with artificial neural networks
by: Nguyen, Le Quyen
Published: (2022)
by: Nguyen, Le Quyen
Published: (2022)
article Load forecasting based on neural networks and load profiling
by: Sousa, João
Published: (2009)
by: Sousa, João
Published: (2009)
article Tourism demand modeling and forecasting with artificial neural network models: the Mozambique case study
by: Constantino, Hortêncio
Published: (2015)
by: Constantino, Hortêncio
Published: (2015)
article Tourism demand modelling and forecasting with artificial neural network models: the Mozambique case study
by: Constantino, Hortêncio
Published: (2016)
by: Constantino, Hortêncio
Published: (2016)
school Photovoltaic power forecast modeling with artificial neural networks
by: Soares, João André Martinho Bolas
Published: (2016)
by: Soares, João André Martinho Bolas
Published: (2016)
article An artificial neural network approach for short-term wind power forecasting in Portugal
by: Catalão, João Paulo da Silva
Published: (2009)
by: Catalão, João Paulo da Silva
Published: (2009)
article Applying the artificial neural network methodology for forecasting the tourism time series
by: Fernandes, Paula Odete
Published: (2008)
by: Fernandes, Paula Odete
Published: (2008)
school Forecasting U.S. REIT index prices with artificial neural networks
by: Freire, Duarte Vaz
Published: (2021)
by: Freire, Duarte Vaz
Published: (2021)
article Using an integrated fuzzy inference system and artificial neural network to forecast daily discharge
by: Chang-Shian, Chen
Published: (2007)
by: Chang-Shian, Chen
Published: (2007)
article Weighted cross-validation evolving artificial neural networks to forecast time series
by: Peralta Donate, Juan
Published: (2011)
by: Peralta Donate, Juan
Published: (2011)
school Financial time series forecasting using artificial neural networks
by: Cardoso, Luís Gil Miguéns
Published: (2020)
by: Cardoso, Luís Gil Miguéns
Published: (2020)
groups Applying the artificial neural network methodology for forecasting the tourism time series
by: Fernandes, Paula Odete
Published: (2008)
by: Fernandes, Paula Odete
Published: (2008)
article Industrial Facility Electricity Consumption Forecast Using Artificial Neural Networks and Incremental Learning
by: Ramos, Daniel
Published: (2020)
by: Ramos, Daniel
Published: (2020)
groups Solar Intensity Forecasting using Artificial Neural Networks and Support Vector Machines
by: Marques, Luís
Published: (2014)
by: Marques, Luís
Published: (2014)
book Time series forecasting by evolutionary neural networks
by: Cortez, Paulo
Published: (2005)
by: Cortez, Paulo
Published: (2005)
groups Tourism demand modeling and forecasting with artificial neural models: the Mozambique case study
by: Constantino, Hortêncio
Published: (2015)
by: Constantino, Hortêncio
Published: (2015)
school A synergistic enhancement to demand forecasting using neural networks with Voids
by: Lenisa, Meeka Hanna
Published: (2024)
by: Lenisa, Meeka Hanna
Published: (2024)
article Forecasting biotoxin contamination in mussels across production areas of the Portuguese coast with Artificial Neural Networks
by: Cruz, Rafaela C.
Published: (2022)
by: Cruz, Rafaela C.
Published: (2022)
article Evolving Time Series Forecasting Neural Network Models
by: Cortez, Paulo
Published: (2001)
by: Cortez, Paulo
Published: (2001)
article Day-ahead electricity market price forecasting using artificial neural network with spearman data correlation
by: Nascimento, Joao
Published: (2019)
by: Nascimento, Joao
Published: (2019)
article Assessing the relevance of load profiling information in electrical load forecasting based on neural network models
by: Sousa, J.C.
Published: (2012)
by: Sousa, J.C.
Published: (2012)
article Evolving time-lagged feedforward neural networks for time series forecasting
by: Peralta Donate, Juan
Published: (2011)
by: Peralta Donate, Juan
Published: (2011)
article Fourier-enhanced sequence-to-sequence latent graph neural networks for multi-node spatiotemporal forecasting in a hydroelectric reservoir
by: Seman, Laio Oriel
Published: (2026)
by: Seman, Laio Oriel
Published: (2026)
science Fourier-enhanced sequence-to-sequence latent graph neural networks for multi-node spatiotemporal forecasting in a hydroelectric reservoir
by: Seman, Laio Oriel
Published: (2026)
by: Seman, Laio Oriel
Published: (2026)
article Training neural networks by resilient backpropagation algorithm for tourism forecasting
by: Fernandes, Paula Odete
Published: (2013)
by: Fernandes, Paula Odete
Published: (2013)
article Enhancing wind power forecast accuracy using the weather research and forecasting numerical model-based features and artificial neuronal networks
by: Couto, António
Published: (2022)
by: Couto, António
Published: (2022)
article Comparing univariate techniques for tender price index forecasting: Box-Jenkins and neural network model
by: Oshodi, Olalekan Shamsideen
Published: (2017)
by: Oshodi, Olalekan Shamsideen
Published: (2017)
school Forecasting oil & gas etfs´ price movements using convolutional neural networks
by: Serafin, Marc Lorenzo
Published: (2022)
by: Serafin, Marc Lorenzo
Published: (2022)
school A synergistic enhancement to demand forecasting using neural networks with voids - streamlining model efficiency through optimizing feature selection
by: Krogmann, Carl Conrad Günter
Published: (2024)
by: Krogmann, Carl Conrad Günter
Published: (2024)
article An evolutionary artificial neural network time series forecasting system
by: Cortez, Paulo
Published: (1996)
by: Cortez, Paulo
Published: (1996)
article Modelling tourism demand: a comparative study between artificial neural networks and the Box-Jenkins methodology
by: Fernandes, Paula Odete
Published: (2008)
by: Fernandes, Paula Odete
Published: (2008)
article Development and assessment of artificial neural network models for direct normal solar irradiance forecasting using operational numerical weather prediction data
by: Pereira, Sara
Published: (2023)
by: Pereira, Sara
Published: (2023)
Similar Items
-
article Innovative Applications of Artificial Neural Networks in Tax Forecasting
by: Rodolfo, Bruno Couto de Abreu
Published: (2025) -
groups Dynamic artificial neural network for electricity market prices forecast
by: Pinto, Tiago
Published: (2012) -
groups CO2 Concentration Forecasting in an Office Using Artificial Neural Network
by: Khorram Ghahfarrokhi, Mahsa
Published: (2019) -
article Forecasting tourism demand with artificial neural networks
by: Fernandes, Paula Odete
Published: (2011) -
groups Forecasting tourism demand with artificial neural networks
by: Fernandes, Paula Odete
Published: (2011)