Abstract
The nosocomial infections are a growing concern because they affect a large number of people and they increase the admission time in healthcare facilities. Additionally, its diagnosis is very tricky, requiring multiple medical exams. So, this work is focused on the development of a clinical decision support system to prevent these events from happening. The proposed solution is unique once it caters for the explicit treatment of incomplete, unknown, or even contradictory information under a logic programming basis, that to our knowledge is something that happens for the first time.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
World Health Organization: Report on the burden of endemic health care associated infection worldwide: A systematic review of the literature. WHO Press, Geneva (2011)
Rigor, H., Machado, J., Abelha, A., Neves, J., Alberto, C.: A web-based system to reduce the nosocomial infection impact in healtcare units. In: WEBIST 2008 - 4th International Conference on Web Information Systems and Technologies, pp. 264–268 (2008)
Silva, E., Cardoso, L., Portela, F., Abelha, A., Santos, M.F., Machado, J.: Predicting nosocomial infection by using data mining technologies. In: Rocha, A., Correia, A.M., Costanzo, S., Reis, L.P. (eds.) New Contributions in Information Systems and Technologies. AISC, vol. 354, pp. 189–198. Springer, Heidelberg (2015)
Damani, N.N.: Manual of Infection Control Procedures, 2nd edn. Greenwich Medical Media, New York (2003)
Aamodt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 7, 39–59 (1994)
Balke, T., Novais, P., Andrade, F., Eymann, T.: From real-world regulations to concrete norms for software agents - a case-based reasoning approach. In: Poblet, M., Schild, U., Zeleznikow, J. (eds.) Proceedings of the Workshop on Legal and Negotiation Decision Support Systems (LDSS 2009), pp. 13–28. Huygens Editorial, Barcelona (2009)
Carneiro, D., Novais, P., Andrade, F., Zeleznikow, J., Neves, J.: Using case-based reasoning to support alternative dispute resolution. In: de Leon F. de Carvalho, A.P., Rodríguez-González, S., De Paz Santana, J.F., Rodríguez, J.M.C. (eds.) Distributed Computing and Artificial Intelligence. AISC, vol. 79, pp. 123–130. Springer, Heidelberg (2010)
Carneiro, D., Novais, P., Andrade, F., Zeleznikow, J., Neves, J.: Using case-based reasoning and principled negotiation to provide decision support for dispute resolution. Knowl. Inf. Syst. 36, 789–826 (2013)
Guessoum, S., Laskri, M.T., Lieber, J.: Respidiag: a case-based reasoning system for the diagnosis of chronic obstructive pulmonary disease. Expert Syst. Appl. 41, 267–273 (2014)
Ping, X.-O., Tseng, Y.-J., Lin, Y.-P., Chiu, H.-J., Feipei Lai, F., Liang, J.-D., Huang, G.-T., Yang, P.-M.: A multiple measurements case-based reasoning method for predicting recurrent status of liver cancer patients. Comput. Ind. 69, 12–21 (2015)
Kakas, A., Kowalski, R., Toni, F.: The role of abduction in logic programming. In: Gabbay, D., Hogger, C., Robinson, I. (eds.) Handbook of Logic in Artificial Intelligence and Logic Programming, vol. 5, pp. 235–324. Oxford University Press, Oxford (1998)
Pereira, L.M., Anh, H.T.: Evolution prospection. In: Nakamatsu, K., Phillips-Wren, G., Jain, L.C., Howlett, R.J. (eds.) New Advances in Intelligent Decision Technologies. SCI, vol. 199, pp. 51–63. Springer, Heidelberg (2009)
Neves, J.: A logic interpreter to handle time and negation in logic databases. In: Muller, R., Pottmyer, J. (eds.) Proceedings of the 1984 Annual Conference of the ACM on the 5th Generation Challenge, pp. 50–54. Association For Computing Machinery, New York (1984)
Neves, J., Machado, J., Analide, C., Abelha, A., Brito, L.: The halt condition in genetic programming. In: Neves, J., Santos, M.F., Machado, J.M. (eds.) EPIA 2007. LNCS (LNAI), vol. 4874, pp. 160–169. Springer, Heidelberg (2007)
Analide, C., Abelha, A., Machado, J., Neves, J.: An agent based approach to the selection dilemma in CBR. In: Badica, C., Mangioni, G., Carchiolo, V., Burdescu, D.D. (eds.) Intelligent Distributed Computing, Systems and Applications. SCI, vol. 162, pp. 35–44. Springer, Heidelberg (2008)
Lucas, P.: Quality checking of medical guidelines through logical abduction. In: Coenen, F., Preece, A., Mackintosh, A. (eds.) Proceedings of AI-2003 (Research and Developments in Intelligent Systems XX), pp. 309–321. Springer, London (2003)
Machado, J., Abelha, A., Novais, P., Neves, J., Neves, J.: Quality of service in healthcare units. In: Bertelle, C., Ayesh, A. (eds.) Proceedings of the ESM 2008, pp. 291–298. Eurosis - ETI Publication, Ghent (2008)
Peixoto, H., Santos, M., Abelha, A., Machado, J.: Intelligence in interoperability with AIDA. In: Chen, L., Felfernig, A., Liu, J., Raś, Z.W. (eds.) ISMIS 2012. LNCS, vol. 7661, pp. 264–273. Springer, Heidelberg (2012)
Fernandes, F., Vicente, H., Abelha, A., Machado, J., Novais, P., Neves, J.: Artificial neural networks in diabetes control. In: Proceedings of the 2015 Science and Information Conference (SAI 2015), pp. 362–370. IEEE Edition (2015)
O’Neil, P., O’Neil, B., Chen, X.: Star Schema Benchmark. Revision 3, 5 June 2009. http://www.cs.umb.edu/poneil/StarSchemaB.pdf
Neves, J., Analide, C., Fernandes, B., Freitas, M., Vicente, H.: A Logic Programming approach to Case-Based Reasoning (in preparation)
Acknowledgements
This work has been supported by COMPETE: POCI-01-0145-FEDER-007043 and FCT (Fundação para a Ciência e Tecnologia) within the Project Scope: UID/CEC/00319/2013.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this paper
Cite this paper
Faria, R., Vicente, H., Abelha, A., Santos, M., Machado, J., Neves, J. (2016). A Case-Based Approach to Nosocomial Infection Detection. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L., Zurada, J. (eds) Artificial Intelligence and Soft Computing. ICAISC 2016. Lecture Notes in Computer Science(), vol 9693. Springer, Cham. https://doi.org/10.1007/978-3-319-39384-1_14
Download citation
DOI: https://doi.org/10.1007/978-3-319-39384-1_14
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-39383-4
Online ISBN: 978-3-319-39384-1
eBook Packages: Computer ScienceComputer Science (R0)