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
This paper proposes to model chaos in the automated teller machine (ATM) cash withdrawal
time series of a large Indian commercial bank and forecast the withdrawals using deep …

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
This paper proposes to model chaos in the ATM cash withdrawal time series of a big Indian
bank and forecast the withdrawals using deep learning methods. It also considers the …

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

S Poorzaker Arabani… - Arabian Journal for …, 2019 - Springer
One of the problems related to the banking system is Automated Teller Machine (ATM) cash
demand forecasting. If an ATM faces a shortage of cash, it will face the decline of bank …

Potential indicators based neural networks for cash forecasting of an ATM

PS Mishra, S Dehuri - Nature-Inspired Computing: Concepts …, 2017 - igi-global.com
Cash forecasting is one of the important tasks in the domain of computational finance. A
number of tools have been developed by various groups of researchers and are being used …

ATM cash prediction using time series approach

M Rafi, MT Wahab, MB Khan… - 2020 3rd International …, 2020 - ieeexplore.ieee.org
One of the main challenges in today's banking industry is to forecast the cash demand of
their ATM network. Each ATM must be filled with the right amount so that neither a …

Improvement of demand forecasting models with special days

C Catal, A Fenerci, B Ozdemir, O Gulmez - Procedia Computer Science, 2015 - Elsevier
Forecasting ATM cash demands is a challenging research task. When the forecasting results
are too high compared to the real demand, this will cause excessive cash at bank's ATMs …

Chaotic time series analysis with neural networks to forecast cash demand in ATMs

V Kamini, V Ravi, DN Kumar - 2014 IEEE International …, 2014 - ieeexplore.ieee.org
In this paper, we employed both traditional and chaotic approaches for time series
forecasting. It concerns the forecasting of cash withdrawal amounts at automated teller …

[PDF][PDF] Cash Forecasting: An Application of Artificial Neural Networks in Finance.

PC Kumar, E Walia - Int. J. Comput. Sci. Appl., 2006 - academia.edu
Abstract Artificial Neural Networks are universal and highly flexible function approximators
first used in the fields of cognitive science and engineering. In recent years, Neural Networks …

[PDF][PDF] Forecasting cash money withdrawals using wavelet analysis and wavelet neural networks

A Zapranis, A Alexandridis - International Journal of Financial …, 2009 - kar.kent.ac.uk
The increasing demand for easily accessible cash drives banks to expand their Automatic
Teller Machine networks. As the network increase it becomes more difficult to supervise it …

Cash demand forecasting in ATMs by clustering and neural networks

K Venkatesh, V Ravi, A Prinzie… - European Journal of …, 2014 - Elsevier
To improve ATMs' cash demand forecasts, this paper advocates the prediction of cash
demand for groups of ATMs with similar day-of-the week cash demand patterns. We first …