Publications

 

2018 (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, 2018

 2017 (1)

         
           1. Gorunescu F., Belciug S., Encyclopedia of Biomedical Engineering
(Reference Module in Biomedical Sciences, 2017), "Genetic Algorithms for Breast Cancer Diagnostics, pp. 1-9, ISBN: 978-0-12- 801238-3,  Elsevier, 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
 

Publishing houses indexed by the National University Research Council in Romania (CNCSIS) (3) 

           2015 (1)
 
             1.    Smaranda Belciug, Elemente de calcul neuronal cu     
                 aplicatii in diagnosticul automat, Editura Sitech, ISBN 978-606-11-                    4693-2, 2015.   
 

2014 (1)

2.

Florin Gorunescu, Smaranda BelciugIncursiune în biostatistica, Editura Albastra, Microinformatica, Cluj-Napoca, ISBN 978-973—650 -302 -3, 2014.

Comanda online

 

2012 (1)

            3. 

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)

4.

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

Journals in Thomsom Reuters Science Citation Index Expanded (10)

        2016 (2)
  1.    Florin Gorunescu, Smaranda BelciugBoosting backpropagation               algorithm by stimulus-sampling: Application in computer-aided               
        medical diagnosis, 
    Journal of Biomedical Informatics, 63:74-81                    DOI:
    10.1016/j.jbi.2016.08.004, 2016.
  2.      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. 
          2015 (1)
 
  1. Smaranda Belciug, Florin Gorunescu, Improving hospital bed occupancy and resource utilization through queing modeling and evolutionary computation, Journal of Biomedical Informatics, ISSN 1532-0464, vol. 53, pp. 261-269, 2015.
 

2014 (2) 

  1.  Smaranda Belciug, Florin Gorunescu, Error-correction learning for artificial neural networks using the Bayesian paradigm. Application to automated medical diagnosis, Journal of Biomedical Informatics (ISI 2014 Impact factor: 2.131), ISSN 1532-0464, vol 52., pp. 329-337, 2014.
  2. Florin Gorunescu, Smaranda BelciugEvolutionary strategy to develop learning-based decision systems. Application to Breast Cancer and Liver Fibrosis Stadialization, Journal of Biomedical Informatics, Vol. 49, pp. 112-118 (ISI 2014 impact factor: 2.131), ISSN 1532-0464, 2014.

2013 (1) 

  1. 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, (Impact factor 1.231) Willey & Blackwell, Vol 30, No.3 , 243 – 254,2013abstract.

 

2012 (1) 

  1.  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, 39, pp. 12824-12832, 2012.


2011 (1)

  1.  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, (Impact factor 1.231) Willey & Blackwell, Vol. 28, No.1, pp. 33 - 48, February 2011. abstract


2011 (2)

  1.  Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Smaranda BelciugA statistical evaluation of neural computing approaches to predict recurrent events in breast cancer, International Journal of General Systems -, Vol. 39, No. 5, pp. 471-488 (2010 Impact Factor 0.826), Taylor & Francis, 2010.(Scopus) abstract.
  2.  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, 2010 April 14, 16(14): 1720-1726I, SSN 1007-9327, (Impact factor 2.081), 2010. (Scopus) abstract

 

Journals indexed by ZENTRALBLATT, SCOPUS (4)


2013 (1)

8.    Smaranda Belciug, Florin Gorunescu, Mircea-Sebastian Serbanescu, Improving MLP classification accuracy for breast cancer detection through evolutionary computation, partially connectivity and feature selection, Egyptian Computer Science Journal, (ACM), ISSN - 1110-2586, Vol. 37, No.5, September 2013


2010 (2)

9.      Smaranda BelciugA 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, 2010. abstract.

 

10. Smaranda BelciugA two-stage decision model for breast cancer detection, Annals of the University of Craiova, Mathematics and Computer Science, Science Series, Vol37, No. 2, pp. 27-37, 2010. abstract.


2008 (1)

11. Florin Gorunescu, Marina Gorunescu, Smaranda (Gorunescu) Belciug, Adrian Saftoiu, Peter Vilmann, Application in Non-invasive Cancer Detection, Case Studies in Business, Industry and Government Statistics, (CSBIGS - USA), Vol. 2, No. 2, pp. 38-46, 2008.abstract.
 

Journals indexed by CNCSIS - National Council for University Research (3)


2009 (2)

12. Smaranda BelciugPatients length of stay grouping using the hierarchical clustering algorithm, The 9th International Conference on Artificial Intelligence and Digital Communications, Craiova September, Annals of the University of Craiova, Mathematics and Computer Science Series, ISSN 1223-6934,Vol 36, No 2, pp. 79-84, 2009. abstract.

 

13. 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, 2009. abstract.



2008 (1)

14. 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, 2008. abstract.



International conferences

ISI proceedings (7)


2010 (4)

15. Smaranda Belciug, Florin Gorunescu, Marina Gorunescu, Abdel-Badeeh Salem, Clustering-based approach for detecting breast cancer recurrence, 10th IEEE International Conference on Intelligent Systems Design and Applications, Cairo, pp. 533 - 538, 29 Nov - 1 Dec, 2010, 
Citations:

 

16. Smaranda Belciug, Florin Gorunescu, Marina Gorunescu, Salem Abdel Badeeh, Assessing Performances of Unsupervised and Supervised Neural Networks in Breast Cancer Detection, The 7th International Conference on INFOrmatics and Systems (INFOS 2010) - 28-30 March, Advances in Data Engineering and Management (ADEM) Track, ADEM 80-87., ACS.,ISBN 978-9-7740-3396-4, 2010. (Scopus) abstract.

 

17. Smaranda Belciug, Elia El-Darzi, A partially connected neural network-based approach with application to breast cancer detection and recurrence, IEEE Conference on Intelligent Systems, IS2010, 191-196, 2010, London, UK, 2010. (Scopus, DBLP) abstract.

 

18. 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 IEEE Conference on Intelligent Systems, IS2010, 173-178, 2010, London, UK, 2010. (Scopus, DBLP) abstract.




2008 (1)

19. 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. abstract.

 

2005 (2)

20. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Marius Ene, Smaranda Belciug (Gorunescu)Statistical Comparison of a Probabilistic Neural Network Approach in Hepatic Cancer Diagnosis, Proceedings IEEE International Conference on Computer as a tool- Eurocon2005, Belgrade, Serbia, pp. 237-240, IEEE Press, 2005. (Scopus) abstract.

 

21. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Smaranda Belciug (Gorunescu)An Evolutionary Computational Approach to Probabilistic Neural Network with Application to Hepatic Cancer Diagnosis, Proceedings 18th IEEE InternationalSymposium on Computer-Based Medical Systems –IEEE CBMS 2005-Dublin, Ireland, IEEE Computer Science Press (Eds. A. Tsymbal and P. Cunningham), pp. 461-466, 2005. (Scopus, DBLP) abstract.

 

ACM Proceedings (1)


2009 (1) 

22. Marina Gorunescu, Smaranda Belciug, Salem Abdel Badeeh, Monica Lupsor, Radu Badea, Horia Stefanescu, A machine learning-based diagnosis for liver diseases using the Fibroscan medical ultrasound technique, Proceedings 4thACM International Conference on Intelligent Computing and Information Systems ICICIS09, Cairo 18 - 22 March 2009, pp. 243-248, 2009. abstract.

Other international conferences with reviewers (6)


2009 (2) 

23. Smaranda Belciug, Monica Lupsor, A competitive collaboration between machine learning techniques for hepatic fibrosis detection, 4th South East European Doctoral Student Conference (DSC 2009), 6-7 July 2009, Thessaloniki, Greece, 454-462, 2009. abstract.

 

24. Florin Gorunescu, Smaranda Belciug, Marina Gorunescu, Monica Lupsor, Radu Badea, Horia Stefanescu, Radial Basis Function Network-Based Diagnosis for Liver Fibrosis Estimation, Proceeding 2nd International Conference on e-Health and Bioengineering EHB 2009, 17-18 September 2009, Iasi - Constanta, Romania, Advancements of Medical Bioengineering and Informatics (Ed. UMF. "Gr. T. Popa", Iasi, pp. 209-212, 2009 abstract.


2008 (2) 

25. Florin Gorunescu, Smaranda Belciug (Gorunescu), Marina Gorunescu, A probabilistic neural network approach in medical images analysis for cancer detection, The 2nd International Health and Social Care Modelling Conference -HSCM 2008, 18 - 20 March 2008, Portrush, Northern Ireland, UK, 2008.

 

26. Smaranda BelciugBayesian classification vs. k-nearest neighbor classification for the non-invasive hepatic cancer detection, The 8th International Conference on Artificial Intelligence and Digital Communications, Craiova, September 2008, 108, pp. 31-35, 2008.abstract.


2005 (2)

27. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Smaranda Belciug (Gorunescu), Kenneth Revett, Aurangzeb Khan, A Cancer Diagnosis System Based on Rough Sets and Probabilistic Neural Networks, Proceedings 1st East European Conference on Health Care Modelling and Computation-HCMC2005, Craiova, Romania (Eds. F. Gorunescu, M. Gorunescu, E. El-Darzi), Medical University Press, Craiova, 149-159, 2005. abstract.

 

28. Florin Gorunescu, Marina Gorunescu, Elia El-Darzi, Marius Ene, Smaranda Belciug (Gorunescu)Performance enhancement approach for Probabilistic Neural Networks, Proceedings 1st East European Conference on Health Care Modelling and Computation, -HCMC2005, Craiova, Romania (Eds. F. Gorunescu, M. Gorunescu, E. El-Darzi), Medical University Press, Craiova, 2005. abstract.

National conferences with reviewers (1)


2009 (1)

29. Smaranda BelciugPatients Length of Stay Grouping using K-means algorithm, First Doctoral Student Workshop in Computer Science, 22-23 May 2009, Pitesti, Romania, 2009. abstract.