Publications

Books and Book Chapters

2019 (1)

1. Belciug, S., Gorunescu, F., Intelligent Decision Support Systems—A Journey to Smarter Healthcare, DOI

https://doi.org/10.1007/978-3-030-14354-1, Springer Nature Switzerland AG 2020, Print ISBN: 978-3-030-14353-4,  Online ISBN: 978-3-030-14354-1, 2019

Cumpara de pe AMAZON

 

2. Gorunescu F., Belciug S., Reference Module in Biomedical Sciences,   Genetic Algorithms for Breast Cancer Diagnostics, Elsevier https://doi.org/10.1016/B978-0-12-801238-3.00000-3, 2019.

 

2017 (1)

1. Gorunescu F., Belciug S., Intelligent Decision Support Systems in Automated Medical Diagnosis, Advances in Biomedical Informatics, (Holmes, D., Jain, L, Eds.) pp. 161-186, ISSN: 1868-4394, ISBN: 978- 319 - 67512 - 1, Springer, 2017

 

2016 (1)

1. Smaranda Belciug, Machine Learning Solutions in Computer-Aided Medical Diagnosis, Machine Learning for Health Informatics, State-of- the-art and Future Challenges, Springer International Publishing, DOI:10.1007/978-3-319-50478-0, ISBN 978-3-319-50478-0, pp. 289-302, 2016

 

2015 (1)

Smaranda Belciug, Elemente de calcul neuronal cu aplicatii in diagnosticul automat, Editura Sitech, ISBN 978-606-11-4693-2, 2015

 

2014 (1)

Florin Gorunescu, Smaranda Belciug, Incursiune în biostatistica, Editura Albastra – Grupul MicroInformatica, ISBN: 978-973—650 -302 -3, 2014 .

 

Comanda online

2012 (1)

Smaranda Belciug, Marina Gorunescu, Data mining: modele predictive si de clasificare. Implementare in Matlab si Java, Editura Albastra, Microinformatica, Cluj-Napoca,
ISBN 978-973-650-290-3, 2012.

 

Comanda online 

2011 (1)

Smaranda Belciug, Machine learning techniques in Computer Aided Diagnosis, Seria Computer Science, Editura Universitaria Craiova, ISBN 978-606-14-0225-0, 2011

 

ISI indexed journals

  1. Smaranda Belciug, Florin Gorunescu, Learning a single-hidden layer feedforward neural network using rank correlation-based strategy with application to high dimenional gene expression and proteomic spectra datasets in cancer detection, Journal of Biomedical Informatics, 83, 159-166,  doi: 10.1016/j.jbi.2018.06.003, 2018
  2. Robert Berglund, Smaranda Belciug, Improving Extreme Learning Machine Performance using Ant Colony Optimization Feature Selection. Application to automated medical diagnosis, Annals of the University of Craiova, Mathematics and Computer Science, Science Series, Vol. 45 (1), 151-155, 2018.
  3. Zhongheng Zhang, Victor Trevino, Sayed Shahabuddin Hoseini, Smaranda Belciug, Arumugam Manivanna Boopathi, Ping Zhang, Florin Gorunescu, Velappan Subha, Songshi Dai, Variable selection in Logistic regression model with genetic algorithm, Annals of translational medicine, 6,3, 21037/atm.2018.01.15, 2018
  4. Smaranda Belciug, Adrian Sandita, Business Intelligence: Statistics in predicting stock market, Annals of the University of Craiova, Mathematics and Computer Science, Science Series, Vol. 44, No. 2, pp. 292-298, 2017.
  5. Florin Gorunescu, Smaranda Belciug, Boosting backpropagation algorithm by stimulus-sampling: Application in computer-aided medical diagnosis, Journal of Biomedical Informatics, 1016/j.jbi.2016.08.004, 63, 74-81,2016.
  6. Smaranda Belciug, Florin Gorunescu, A hybrid genetic algorithm - queuing multi-compartment model for optimizing inpatient bed occupancy and associated cost, Artificial Intelligence in Medicine, DOI: 10.1016/j.artmed.2016.03.001, 68, 59-69, 2016.
  7. Smaranda Belciug, Florin Gorunescu, Improving hospital bed occupancy and resource utilization through queuing modeling and evolutionary computation, Journal of Biomedical Informatics http://dx.doi.org/10.1016/j.jbi.2014.11.010,vol 53, pp. 261-269, ISSN 1532-0464, 2015
  8. Smaranda Belciug, Florin Gorunescu, Error-correction learning for artificial neural networks using the Bayesian paradigm. Application to automated medical diagnosis, Journal of Biomedical Informatics, http://dx.doi.org/10.1016/j.jbi.2014.07.013 ,vol. 52, pp. 329-337, ISSN 1532-0464, 2014
  9. Florin Gorunescu, Smaranda Belciug, Evolutionary strategy to develop learning-based decision systems. Application to Breast Cancer and Liver Fibrosis Stadialization, Journal of Biomedical Informatics, http://dx.doi.org/10.1016/j.jbi.2014.02.001, 49, pp. 112-118,ISSN 1532-0464,2014.
  10. Smaranda Belciug, Florin Gorunescu, A hybrid neural network/genetic algorithm system applied to the breast cancer detection and reccurence, Expert Systems, The Journal of Knowledge Engineering,Willey & Blackwell, Vol 30, No.3 , 243 – 254, ISSN 0266-4720, 2013.
  11. Florin Gorunescu, Smaranda Belciug, Marina Gorunescu, Radu Badea, Intelligent decision-making for liver fibrosis stadialization based on tandem feature selection and evolutionary-driven neural network, Expert Systems with Applications (ISI 2013 Impact factor 1.854), 39, pp. 12824-12832, ISSN 0957-4174, 2012.
  12. Florin Gorunescu, Marina Gorunescu, Adrian Saftoiu, Peter Vilmann, Smaranda Belciug,Competitive/Collaborative Neural Computing System for Medical Diagnosis in Pancreatic Cancer Detection, Expert Systems, The Journal of Knowledge Engineering, (ISI 2011 Impact factor 1.231) Willey & Blackwell, Vol. 28, No.1, pp. 33 - 48, ISSN 0266-4720, 2011.
  13. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Smaranda Belciug, A statistical framework for evaluating neural networks to predict recurrent events in breast cancer, International Journal of General Systems , Vol. 39, No. 5, pp. 471-488 (ISI 2010 Impact Factor 0.826), Taylor & Francis, ISSN 0308-1079 , 2010.
  14. Dan Ionut Gheonea, Adrian Saftoiu, Tudorel Ciurea, Florin Gorunescu, Sevastita Iordache, Gabriel Lucian Popescu, Smaranda Belciug, Marina Gorunescu, Larisa Sandulescu, Real-time sono-elastography in the diagnosis of diffuse liver diseases, World Journal of Gastroenterology (ISI Impact factor 2.081), Vol. 16, No. 14, pp. 1720-1726, ISSN 1007-9327, 2010.

 

 

IEEE/ISI indexed conferences

  1. Smaranda Belciug, Florin Gorunescu, Marina Gorunescu, Abdel-Badeeh Salem, Clustering-based approach for detecting breast cancer recurrence, Proceedings of the 10th IEEE International Conference on Intelligent Systems Design and Applications (ISDA), Cairo, pp. 533 - 538, 29 Nov - 1 Dec, 2010.
  2. Smaranda Belciug, Elia El-Darzi, A partially connected neural network-based approach with application to breast cancer detection and recurrence, Proceeding of the IEEE Conference on Intelligent Systems, IS2010, 191-196, 2010, London, UK, 2010.
  3. Florin Gorunescu, Elia El-Darzi, Smaranda Belciug, Marina Gorunescu, Patient grouping optimization using a hybrid Self-Organizing Map and Gaussian Mixture Model for length of stay-based clustering system, Proceedings of the IEEE Conference on Intelligent Systems, IS2010, 173-178, 2010, London, UK, 2010.
  4. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Smaranda Belciug (Gorunescu), A statistical evaluation of neural computing approaches to predict recurrent events in breast cancer, Proceedings 4th International IEEE, Conference on Intelligent Systems - IS08, Varna, Bulgaria 6-8.09.2008, pp. 38-43, 2008.

 

SCOPUS indexed journals

 

  1. Smaranda Belciug, Mircea-Sebastian Serbanescu, Florin Gorunescu, Evolutionary-based intelligent decision model to optimize the liver fibrosis stadialization, Annals of the University of Craiova, Mathematics and Computer Science Series, Vol. 40(2), pp. 237-248, ISSN 1223-6934,ISSN 1223-6934, 2013.
  2. Smaranda Belciug, A statistical comparison between an unsupervised neural network and a partially connected neural network in the detection of breast cancer, Annals of the University of Craiova, Mathematics and Computer Science, Science Series, Vol. 37, No. 3, pp. 71-77,ISSN 1223-6934, 2010.
  3. Smaranda Belciug, A two-stage decision model for breast cancer detection, Annals of the University of Craiova, Mathematics and Computer Science, Science Series, Vol. 37, No. 2, pp. 27-37, ISSN 1223-6934, 2010.
  4. Smaranda Belciug, Patients length of stay grouping using the hierarchical clustering algorithm, Annals of the University of Craiova, Mathematics and Computer Science Series, ISSN 1223-6934,Vol. 36, No 2, pp. 79-84,ISSN 1223-6934, 2009.
  5. Smaranda Belciug, Monica Lupsor,A multi-layer based procedure for detecting liver fibrosis, Annals of the University of Craiova, Mathematics and Computer Science Series, ISSN 1223-6934, Vol. 36, No. 1, pp. 64-70, ISSN 1223-6934, 2009.
  6. Smaranda Belciug, Monica Lupsor, Radu Badea, Features selection approach for non-invasive evaluation of liver fibrosis, Annals of the University of Craiova, Mathematics and Computer Science Series, ISSN 1223-6934 , Vol. 35, pp. 15 - 28, ISSN 1223-6934, 2008.