Research Areas
Data Mining, Soft Computing, Multi Objective Genetic Algorithm, Artificial Intelligence, Convolutional Neural Network
Title of the Ph.D. Thesis
Classification to Clustering : A Genetic Approach
- S. Ramamurthy and D. Dutta “Classifying Internet of Thing (IoT) and non-IoT devices in data center edge networks using statistical and network flow features by one dimensional convolutional neural network”, in 27th International Conference on Advance Computation and communication (ADCOM 2022), IEEE pp. 22-29, doi: 10.1049/icp.2023.1451 (Scopus indexed).
- S. Ramamurthy and D. Dutta “Classifying Internet of Things (IoT) devices and non-IOT devices in data center edge by one dimensional convolutional neural network using behavioral data” in 27th International Conference on Advance Computation and communication (ADCOM 2022), IEEE pp. 22-29, doi: 10.1049/icp.2023.1455 (Scopus indexed).
- P. Kumar, D. Kumar, P. Singha, R. Ranjan, and D. Dutta , "Heart problem detection from electrocardiogram by one-dimensional convolutional neural network" in Proc. of CIS 2022, Springer, India, vol 2, pp. 613-623, doi: 10.1007/978-981-19-9379-4_44
Publications of 2020
- D. Dutta, P. Dutta, and J. Sil, "A bi-phased multi-objective genetic algorithm based classifier" Expert Systems with Applications (ESWA), Volume 146, May 2020, pp 113-163, Elsivier, doi: https://doi.org/10.1016/j.eswa.2019.113163
Publications of 2019
- D. Dutta, P. Dutta, and J. Sil, "Automatic clustering by multi-objective genetic algorithm with numeric and categorical features" Expert Systems with Applications (ESWA), Volume 137, December 2019, pp 357-379, Elsivier, doi: https://doi.org/10.1016/j.eswa.2019.06.056
Publications of 2014
- D. Dutta, P. Dutta, and J. Sil, “Simultaneous Feature Selection and Clustering with Mixed Features by Multi Objective Genetic Algorithm,” Int. Journal on Hybrid Intelligence Systems (IJHIS), Volume 11, Number 1/2014, pp 41-54, IOS Press, doi: 10.3233/HIS-130182.
Publications of 2013
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D. Dutta, P. Dutta, and J. Sil, "Simultaneous Continuous Feature Selection and K Clustering by Multi Objective Genetic Algorithm," in Proc. of the 3rd IEEE Int. Advance Computing Conference (IACC 2013), IEEE Press, Ghaziabad, UP, India, Feb. 2013, pp. 937-942, doi: 10.1109/IAdCC.2013.6514352. (Sponsored by UIT, BU) (Photo during presentation)
D. Dutta, P. Dutta, and J. Sil, “Categorical Feature Reduction Using Multi Objective Genetic Algorithm in Cluster Analysis,” Transactions on Computational Science XXI, Lecture Notes in Computer Science, Volume 8160, 2013, pp 164-189, Springer Berlin Heidelberg.
- D. Dutta, P. Dutta, and J. Sil, “Feature Weighted Clustering of Mixed Data Sets by Hybrid Evolutionary Algorithm,” In INDICON 2013 , IEEE Press, IIT Mumbai, India.
Publications of 2012
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D. Dutta and J. Sil, "Evolution of Genetic Algorithms in Classification Rule Mining," in Handbook of Research on Computational Intelligence for Engineering, Science and Business, S. Bhattacharyya, and P. Dutta, Ed., chapter 13, vol. 1, pp. 328–363, IGI Global, Nov. 2012, doi: 10.4018/978-1-4666-2518-1.
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D. Dutta, P. Dutta, and J. Sil, "Clustering by Multi Objective Genetic Algorithm," in Proc. of 1st Int. Conf. on Recent Advances in Information Technology (RAIT 2012), IEEE Press, Dhanbad, India, Mar. 2012, pp. 548-553, doi:10.1109/RAIT.2012.6194619. (Sponsored by UIT, BU)
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D. Dutta, P. Dutta, and J. Sil, "Clustering Data Set with Categorical Feature by Multi Objective Genetic Algorithm," in Proc. Int'l Conf. on Data Science and Engineering (ICDSE 2012), IEEE Press, Cochin, Kerala, India, Jul. 2012, pp. 103-108, doi: 10.1109/ICDSE.2012.6281897. (Sponsored by UIT, BU)
- D. Dutta, P. Dutta, and J. Sil, "Simultaneous Feature Selection and Clustering for Categorical Features Using Multi Objective Genetic Algorithm," in Proc. of the 12th Int. Conf. on Hybrid Intelligent Systems (HIS 2012), IEEE Press, Pune, Maharastra, India, Dec. 2012, pp. 191-196, doi: 10.1109/HIS.2012.6421332. (Sponsored by UIT, BU)
- D. Dutta, P. Dutta, and J. Sil, "Data Clustering with Mixed Features by Multi Objective Genetic Algorithm," in Proc. of the 12th Int. Conf. on Hybrid Intelligent Systems (HIS 2012)}, IEEE Press, Pune, Maharastra, India, Dec. 2012, pp. 336-341, doi: 10.1109/HIS.2012.6421357.(Sponsored by UIT, BU)
Publications of 2011
A real coded MOGA for mining classification rules with missing attribute values
ICCCS '11 Proceedings of the 2011 International Conference on Communication, Computing & Security, 2011(Sponsored by UIT, BU)
- D. Dutta, "Discovering Classification Rules using MOGA to Predict Quality of Students" in Int. Journal on Advanced Computing and Communications (IJACC), vol. 2, no. 1, Feb. 2011, pp. 38-45.
Publications of 2010
- D. Dutta, and P. Dutta, " Optimized Classification Rule Set Generation Using Pareto Based Binary Coded Elitist Multi Objective Genetic Algorithm," in Proc. of 4th Int. Conf. on Intelligent Systems & Networks (IISN-2010), Klawad, Haryana, India, 2010, pp. 270-275.
Publications of 2009
- D. Dutta, and P. Dutta, "Discovering Classification Rules by Real Coded MOGA," in Proc. of Int. Conf. on recent trends in Computing and Communications (FACT 2009), Chennai, India, 2009, pp. 52-57.(Sponsored by UIT, BU)
- D. Dutta, "Discovering Prediction Rules for Predicting Quality of Students Using Multi Objective Genetic Algorithm from Student Database," in Proc. of Int. Conf. on recent trends in Computing and Communications (FACT 2009), Chennai, India, 2009, pp. 19-24.(Sponsored by UIT, BU)
- D. Dutta, "Classification Rules Generation for Iris Data Using Lexicographic Pareto Based Multi Objective Genetic Algorithm," in Proc. of 3rd Int. Conf. on Intelligent Systems & Networks (IISN-2009), Klawad , Haryana, India, 2009, pp. 173-177.