Abstract
This research aims to add value in the private banking sector by increasing the sale of financial products to the customer by personalising the recommendation. It proposes a conceptual definition of a new process for private banking when recommending banking products. To this end, a hybrid method of recommending financial products is presented: collaborative filtering combined with content-based filtering. This task involves exploring intelligent algorithms to create the right recommendation for each client. The expected results are the prediction with a high degree of accuracy by integrating a hybrid method that ensures the personalization of products suggested by a bank.
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Fintech Inside-Fintech Spain. http://fintechspain.com/wp-content/uploads/FINTECH-Inside.pdf.
References
Fernández-Isabel, A., Fuentes-Fernández, R.: Simulation of road traffic applying model-driven engineering. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 4(2) (2015). (ISSN 2255-2863)
Bicharra, A.C., Sanchez-Pi, N., Correia, L., Molina, J.M.: Multi-agent simulations for emergency situations in an airport scenario. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 1(3) (2012). (ISSN 2255-2863)
Alves, A.O., Ribeiro, B.: Consensus-based approach for keyword extraction from urban events collections. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 4(2) (2015). (ISSN 2255-2863)
Pereira, A., Felisberto, F., Maduro, L., Felgueiras, M.: Fall detection on ambient assisted living using a wireless sensor network. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 1(1) (2012). (ISSN 2255-2863)
Carbó, J., Molina, J.M., Patricio, M.A.: Asset management system through the design of a Jadex agent system. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(2) (2016). (ISSN 2255-2863)
Baruque, B., Corchado, E., Mata, A., Corchado, J.M.: A forecasting solution to the oil spill problem based on a hybrid intelligent system. Inf. Sci. 180(10), 2029–2043 (2010)
Casado-Vara, R., Chamoso, P., De la Prieta, F., Prieto, J., Corchado, J.M.: Non-linear adaptive closed-loop control system for improved efficiency in IoT-blockchain management. Inf. Fusion 49, 227–239 (2019)
Casado-Vara, R., Martin-del Rey, A., Affes, S., Prieto, J., Corchado, J.M.: IoT network slicing on virtual layers of homogeneous data for improved algorithm operation in smart buildings. Future Gener. Comput. Syst. 102, 965–977 (2020)
Casado-Vara, R., Novais, P., Gil, A.B., Prieto, J., Corchado, J.M.: Distributed continuous-time fault estimation control for multiple devices in IoT networks. IEEE Access 7, 11972–11984 (2019)
Casado-Vara, R., Prieto, J., De la Prieta, F., Corchado, J.M.: How blockchain improves the supply chain: case study alimentary supply chain. Proc. Comput. Sci. 134, 393–398 (2018)
Chamoso, P., González-Briones, A., Rodríguez, S., Corchado, J.M.: Tendencies of technologies and platforms in smart cities: a state-of-the-art review. Wirel. Commun. Mob. Comput. 2018, 17 (2018)
Choon, Y.W., Mohamad, M.S., Safaai Deris, R.M., Illias, C.K.C., Chai, L.E., Omatu, S., Corchado, J.M.: Differential bees flux balance analysis with OptKnock for in silico microbial strains optimization. PloS One 9(7), 1–13 (2014)
Villavicencio, C.P., Schiaffino, S., Diaz Pace, J., Monteserin, A.: A group recommendation system for movies based on MAS. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(3) (2016). (ISSN 2255-2863)
Corchado, J.M., Aiken, J.: Hybrid artificial intelligence methods in oceanographic forecast models. IEEE Trans. Syst. Man Cybern. Part C (Appl. Rev.) 32(4), 307–313 (2002)
Corchado, J.M., Fyfe, C.: Unsupervised neural method for temperature forecasting. Artif. Intell. Eng. 13(4), 351–357 (1999)
Corchado, J.M., Lees, B.: A hybrid case-based model for forecasting. Appl. Artif. Intell. 15(2), 105–127 (2001)
Corchado, J.M., Corchado, E.S., Aiken, J., Fyfe, C., Fernandez, F., Gonzalez, M.: Maximum likelihood Hebbian learning based retrieval method for CBR systems. In: International Conference on Case-Based Reasoning, pp. 107–121. Springer, Heidelberg, June 2003
Corchado, J.M., Pavón, J., Corchado, E.S., Castillo, L.F.: Development of CBR-BDI agents: a tourist guide application. In: European Conference on Case-based Reasoning, pp. 547–559. Springer, Heidelberg, August 2004
Coria, J.A.G., Castellanos-Garzón, J.A., Corchado, J.M.: Intelligent business processes composition based on multi-agent systems. Expert Syst. Appl. 41(4), 1189–1205 (2014)
Peñaranda, C., Aguero, J., Carrascosa, C., Rebollo, M., Julián, V.: An agent-based approach for a smart transport system. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(2) (2016). (ISSN 2255-2863)
Lopez Sanchez, D., Gonzalez Arrieta, A.: Preliminary results on nonparametric facial occlusion detection. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(1) (2016). (ISSN 2255-2863)
Griol, D., Molina, J.M., De Miguel, A.S.: Developing multimodal conversational agents for an enhanced e-learning experience. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 3(1) (2014). (ISSN 2255-2863)
Díaz, F., Fdez-Riverola, F., Corchado, J.M.: gene-CBR: a case-based reasoning tool for cancer diagnosis using microarray data sets. Comput. Intell. 22(3–4), 254–268 (2006)
Fdez-Riverola, F., Corchado, J.M.: FSfRT: forecasting system for red tides. Appl. Intell. 21(3), 251–264 (2004)
Fdez-Riverola, F., Iglesias, E.L., Díaz, F., Méndez, J.R., Corchado, J.M.: Applying lazy learning algorithms to tackle concept drift in spam filtering. Expert Syst. Appl. 33(1), 36–48 (2007)
Fdez-Riverola, F., Iglesias, E.L., Díaz, F., Méndez, J.R., Corchado, J.M.: SpamHunting: an instance-based reasoning system for spam labelling and filtering. Decis. Support Syst. 43(3), 722–736 (2007)
Fernández-Riverola, F., Diaz, F., Corchado, J.M.: Reducing the memory size of a fuzzy case-based reasoning system applying rough set techniques. IEEE Trans. Syst. Man Cybern. Part C (Appl. Rev.) 37(1), 138–146 (2006)
Fyfe, C., Corchado, J.M.: Automating the construction of CBR systems using Kernel methods. Int. J. Intell. Syst. 16(4), 571–586 (2001)
Santos, G., Pinto, T., Vale, Z., Praça, I., Morais, H.: Enabling communications in heterogeneous multi-agent systems: electricity markets ontology. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(2) (2016). (ISSN 2255-2863)
Glez-Bedia, M., Corchado, J.M., Corchado, E.S., Fyfe, C.: Analytical model for constructing deliberative agents. Eng. Intell. Syst. Electr. Eng. Commun. 10(3), 173–185 (2002)
González-Briones, A., Prieto, J., De La Prieta, F., Herrera-Viedma, E., Corchado, J.M.: Energy optimization using a case-based reasoning strategy. Sensors 18(3), 865 (2018)
Guillén, J.H., del Rey, A.M., Casado-Vara, R.: Security countermeasures of a SCIRAS model for advanced malware propagation. IEEE Access 7, 135472–135478 (2019)
Bargaoui, H., Driss, O.B.: Multi-agent model based on tabu search for the permutation flow shop scheduling problem. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. Salamanca 3(1) (2014). (ISSN 2255-2863)
Ko, H., Bae, K., Marreiros, G., Kim, H., Yoe, H., Ramos, C.: A study on the key management strategy for wireless sensor networks. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 3(3) (2014). (ISSN 2255-2863)
Román Gallego, J.Á., Rodríguez González, S.: Improvement in the distribution of services in multi-agent systems with SCODA. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 4(3) (2015). (ISSN 2255-2863)
Alemany, J., Heras, S., Palanca, J., Julián, V.: Bargaining agents based system for automatic classification of potential allergens in recipes. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(2) (2016). (ISSN 2255-2863)
Jimenez-Garcia, J.L., Baselga-Masia, D., Poza-Lujan, J.L., Munera, E., Posadas-Yagüe, J.L., Simó-Ten, J.E.: Smart device definition and application on embedded system: performance and optimization on a RGBD sensor. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 3(1) (2014). (ISSN 2255-2863)
Li, T., Sun, S., Bolić, M., Corchado, J.M.: Algorithm design for parallel implementation of the SMC-PHD filter. Sig. Process. 119, 115–127 (2016)
Li, T., Sun, S., Corchado, J.M., Siyau, M.F.: A particle dyeing approach for track continuity for the SMC-PHD filter. In: 17th International Conference on Information Fusion (FUSION), pp. 1–8. IEEE, July 2014
Lima, A.C.E., de Castro, L.N., Corchado, J.M.: A polarity analysis framework for Twitter messages. Appl. Math. Comput. 270, 756–767 (2015)
Lopes, Y., Cortés, M.I., Tavares Gonçalves, E.J., Oliveira, R.: JAMDER: JADE to multi-agent systems development resource. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 7(3), 63–98 (2018)
Martín del Rey, A., Casado Vara, R., Hernández Serrano, D.: Reversibility of symmetric linear cellular automata with radius r = 3. Mathematics 7(9), 816 (2019)
Mata, A., Corchado, J.M.: Forecasting the probability of finding oil slicks using a CBR system. Expert Syst. Appl. 36(4), 8239–8246 (2009)
Mendez, J.R., Fdez-Riverola, F., Diaz, F., Iglesias, E.L., Corchado, J.M.: A comparative performance study of feature selection methods for the anti-spam filtering domain. In: Industrial Conference on Data Mining, pp. 106–120. Springer, Heidelberg, July 2006
Morente-Molinera, J.A., Kou, G., González-Crespo, R., Corchado, J.M., Herrera-Viedma, E.: Solving multi-criteria group decision making problems under environments with a high number of alternatives using fuzzy ontologies and multi-granular linguistic modelling methods. Knowl.-Based Syst. 137, 54–64 (2017)
Muzammul, M., Awais, M.: An empirical approach for software reengineering process with relation to quality assurance mechanism. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 7(3), 31–46 (2018)
Campillo-Sánchez, P., Botía, J.A., Gómez-Sanza, J.: Development of sensor based applications for the android platform: an approach based on realistic simulation. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 2(1) (2013). (ISSN 2255-2863)
Chamoso, P., De La Prieta, F.: Swarm-based smart city platform: a traffic application. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 4(2) (2015). (ISSN 2255-2863)
Faia, R., Pinto, T., Vale, Z.: Dynamic fuzzy clustering method for decision support in electricity markets negotiation. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 5(1) (2016). (ISSN 2255-2863)
Omatu, S., Araki, H., Fujinaka, T., Yano, M., Yoshioka, M., Nakazumi, H., Tanahashi, I.: Mixed odor classification for QCM sensor data by neural network. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 1(2) (2012). (ISSN 2255-2863)
Omatu, S., Wada, T., Chamoso, P.: Odor classification using agent technology. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 2(4) (2013). (ISSN 2255-2863)
Toscano, S.S.: Freedom of expression, right to information, personal data and the internet in the view of the inter-American system of human rights. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 6(1) (2017). (ISSN 2255-2863)
Tapia, D.I., Corchado, J.M.: An ambient intelligence based multi-agent system for alzheimer health care. Int. J. Ambient Comput. Intell. (IJACI) 1(1), 15–26 (2009)
Tapia, D.I., Fraile, J.A., Rodríguez, S., Alonso, R.S., Corchado, J.M.: Integrating hardware agents into an enhanced multi-agent architecture for Ambient Intelligence systems. Inf. Sci. 222, 47–65 (2013)
Julián, V., Navarro, M., Botti, V., Heras, S.: Towards real-time argumentation. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 4(4) (2015). (ISSN 2255-2863)
Magaña, V.C., Organero, M.M.: Reducing stress and fuel consumption providing road information. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 3(4) (2014). (ISSN 2255-2863)
Parra, V., López, V., Mohamad, M.S.: A multiagent system to assist elder people by TV communication. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 3(2) (2014). (ISSN 2255-2863)
Yadav, M., Kr Purwar, R., Jain, A.: Design of CNN architecture for Hindi characters. ADCAIJ: Adv. Distrib. Comput. Artif. Intell. J. 7(3), 47–62 (2018)
Acknowledgments
This research is supported by the Ministry of Education of the Junta de Castilla y León and the European Social Fund through a grant from predoctoral recruitment of research personnel associated with the University of Salamanca research project “ROBIN: Robo-advisor intelligent”.
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Nieves, E.H. (2021). New Approach to Recommend Banking Products Through a Hybrid Recommender System. In: Novais, P., Vercelli, G., Larriba-Pey, J.L., Herrera, F., Chamoso, P. (eds) Ambient Intelligence – Software and Applications . ISAmI 2020. Advances in Intelligent Systems and Computing, vol 1239. Springer, Cham. https://doi.org/10.1007/978-3-030-58356-9_28
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