The optimization of forecasting ATMs cash demand of Iran banking network using LSTM deep recursive neural network

S Poorzaker Arabani… - Journal of Operational …, 2019 - jamlu.liau.ac.ir
… banking system is cash demand forecasting for ATMs (Automated Teller … forecasting ATM
cash demand in this research include: Forecasting by statistical method, MLP neural network

Optimal ATM replenishment policies under demand uncertainty

Y Ekinci, N Serban, E Duman - Operational Research, 2021 - Springer
… on whether weekly rather daily forecasts are needed. Various methods have been studied
for demand forecasting in various contexts, not only in ATM cash demand forecasting, as we …

ATM cash flow prediction using local and global model approaches in cash management optimization

A Riabykh, I Suleimanov, D Surzhko… - Pattern Recognition And …, 2022 - Springer
… of ATMs funding and encashment. This paper focuses on forecasting customer cash demand,
… time series and approaches used specifically for the cash demand forecasting problem. …

Optimal ATM cash replenishment planning in a smart city using deep Q-network

M Kiyaei, F Kiaee - 2021 26th International Computer …, 2021 - ieeexplore.ieee.org
… it is able to reduce the ATM operational cost compared with the other state-of-the-art cash
demand prediction schemes. Index Terms—cash replenishment planning, deep learning, ATM

Automated Teller Machine Cash Demand Prediction

VV Chavan, JJ Manjaly, MA Ali - 2021 IEEE 6th International …, 2021 - ieeexplore.ieee.org
… This research aims to determine the factors involved with predicting the cash demand for
an ATM and try to explore the possibilities of an in-house cash demand prediction system for a …

Optimization of ATM and branch cash operations using an integrated cash requirement forecasting and cash optimization model

C Bilir, A Döşeyen - Business & management studies: an international …, 2018 - bmij.org
… To the best of our knowledge, there are only five studies that integrate cash demand forecasts
into the replenishment policy optimization problem: (Simutis, Dilijonas, Bastina, Friman, & …

[PDF][PDF] ATM location problem and cash management in automated teller machines

ME Genevois, D Celik, HZ Ulukan - International Journal of Industrial …, 2015 - academia.edu
… They do not perform demand forecasting part. To the best of our knowledge, [25] was the
only study that integrates the cash demand forecast into replenishment decision making. Finally…

[PDF][PDF] ATM cash flow management

PV Dandekar, KM Ranade - International Journal of Innovation …, 2015 - ijimt.org
… to forecast the daily cash demand. Some papers discussed the optimization of replenishment
… for every ATM using GA. Others also discussed about the fuzzy clustering of ATMs with …

[PDF][PDF] A COMPARISON OF ADVANCED FORECASTING TECHNIQUES APPLIED TO CASH POINTS NETWORK CASH DEMAND

G ŽYLIUS, V VAITKUS - Electrical and Control Technologies, 2014 - alephfiles.rtu.lv
… The area of cash demand forecasting in ATM is not new. Neural networks and SVR techniques
are successfully applied in the past [1, 2] using the month, day, week numbers and other …

Evaluation of ATM Cash Demand Process Factors Applied for Forecasting with CI Models

G Žylius - Copernican Journal of Finance & Accounting, 2015 - apcz.umk.pl
Cash demand forecasting for ATM using neural networks and support vector regression …
A flexible neural network for ATM cash demand forecasting. Proceedings of the sixth WSEAS …