Cash demand forecasting in ATMs by clustering and neural networks

K Venkatesh, V Ravi, A Prinzie… - European Journal of …, 2014 - Elsevier
… and Van den Poel (2006) include the cluster indicators as one of the predictors in the churn
attrition model, this paper builds a separate cash demand forecasting model per ATM cluster. …

[PDF][PDF] A methodology to improve cash demand forecasting for ATM network

SM Darwish - International journal of Computer and electrical …, 2013 - academia.edu
ATM cash demand forecasting method as an applied alternative to time series-based cash
… range, but the forecasting accuracy cannot guarantee to meet cash needs and it has no …

[PDF][PDF] Cash demand forecasting for ATM using neural networks and support vector regression algorithms

R Simutis, D Dilijonas, L Bastina - 20th International Conference …, 2008 - morphisinc.com
networks for cash demand forecasting problem. The general idea behind the ANN is to allow
the network to … factors affecting the cash withdrawal and the actual cash demand. Once this …

[PDF][PDF] A flexible neural network for ATM cash demand forecasting

R Simutis, D Dilijonas, L Bastina… - Proceedings of the sixth …, 2007 - academia.edu
… For efficient cash management in the ATM network we must first create the models for
cash demand for every ATM using historical data about cash-in and cash-out transactions. …

ATM cash demand forecasting in an Indian bank with chaos and hybrid deep learning networks

V Sarveswararao, V Ravi, Y Vivek - Expert Systems with Applications, 2023 - Elsevier
… machine (ATM) cash withdrawal time series of a large Indian commercial bank and forecast
the … For forecasting the future cash withdrawals, we employed (i) statistical technique namely …

Comparing NARX and NARMAX models using ANN and SVM for cash demand forecasting for ATM

G Acuña, C Ramirez, M Curilem - … on Neural Networks (IJCNN), 2012 - ieeexplore.ieee.org
… Abstract—a comparative study between NARMAX and NARX models developed with ANN
and SVM when used to forecast cash demand for ATMs is conducted. A simple methodology …

ATM Cash demand forecasting in an Indian Bank with chaos and deep learning

S Vangala, R Vadlamani - arXiv preprint arXiv:2008.10365, 2020 - arxiv.org
… in the ATM cash withdrawal time series of a big Indian bank and forecast the withdrawals …
For forecasting the future cash withdrawals, using algorithms namely ARIMA, random forest (…

Optimization of cash management for ATM network

R Simutis, D Dilijonas, L Bastina, J Friman… - … technology and control, 2007 - itc.ktu.lt
… • Cash demand forecast for every ATM is based on linear regression models with seasonality
coefficients. The development of such models is relatively complicated and differs for …

The improvement of forecasting ATMS cash demand of Iran banking network using convolutional neural network

S Poorzaker Arabani… - Arabian Journal for …, 2019 - Springer
… for forecasting ATM cash demand in this research include: forecasting by statistical method,
artificial neural network … of ATMs cash demand forecast and we can reduce the ATMs store …

Optimization of ATM cash replenishment with group-demand forecasts

Y Ekinci, JC Lu, E Duman - Expert Systems with Applications, 2015 - Elsevier
… The existing literature about ATM cash demand forecasting is divided into two groups. The
first group includes studies on demand forecasting at daily level. There are several studies on …