Book ChapterDOI
Hybrid Non-Dominated Sorting Genetic Algorithm: II-Neural Network Approach
Sankhadeep Chatterjee,Sarbartha Sarkar,Nilanjan Dey,Amira S. Ashour,Soumya Sen +4 more
- pp 264-286
Reads0
Chats0
TLDR
Advanced machine learning methods, namely Artificial Neural Networks (ANNs) supported by a well-known multi-objective Hybrid Non-Dominated Sorting Genetic Algorithm: II-Neural Network Approach are used to address water quality prediction problems.Abstract:
Water pollution due to industrial and domestic reasons is highly affecting the water quality. In undeveloped and developed countries, it has become a major reason behind a number of water borne diseases. Poor public health is putting an extra economic liability in order to deploy precautionary measures against these diseases. Recent research works have been directed toward more sustainable solutions to this problem. It has been revealed that good quality of water supply can not only improve the public health, it also accelerates economic growth of a geographical location as well. Water quality prediction using machine learning methods is still at its primitive stage. Besides, most of the studies did not follow any national or international standard for water quality prediction. In the current work, both the problems have been addressed. First, advanced machine learning methods, namely Artificial Neural Networks (ANNs) supported by a well-known multi-objective Hybrid Non-Dominated Sorting Genetic Algorithm: II-Neural Network Approachread more
Citations
More filters
Proceedings ArticleDOI
Image based skin disease detection using hybrid neural network coupled bag-of-features
Shouvik Chakraborty,Kalyani Mali,Sankhadeep Chatterjee,Sumit Anand,Aavery Basu,Soumen Banerjee,Mitali Das,Abhishek Bhattacharya +7 more
TL;DR: Experimental results indicated towards the superiority of the proposed bag-of-features enabled NN-NSGA-II model in terms of testing phase confusion matrix based performance measuring metrics.
Proceedings ArticleDOI
Biomedical image enhancement based on modified Cuckoo Search and morphology
Mousomi Roy,Shouvik Chakraborty,Kalyani Mali,Sankhadeep Chatterjee,Soumen Banerjee,Agniva Chakraborty,Rahul Biswas,Jyotirmoy Karmakar,Kyamelia Roy +8 more
TL;DR: This work describes an method for biomedical image enhancement using modified Cuckoo Search Algorithm with some Morphological Operation and a new technique has been proposed to enhance biomedical images using modified cuckoo search algorithm and morphological operation.
Proceedings ArticleDOI
Gradient approximation in retinal blood vessel segmentation
TL;DR: A gradient-based blood vessel segmentation technique is proposed to assist retinal image analysis and to extract the retinal vessels and it outperformed the corresponding values obtained by the other standard edge detectors, namely Sobel, Prewitt, Canny, and Robert's.
Proceedings ArticleDOI
Cellular image processing using morphological analysis
Mousomi Roy,Shouvik Chakraborty,Kalyani Mali,Sankhadeep Chatterjee,Soumen Banerjee,Shibjit Mitra,Rajarshee Naskar,Anubhab Bhattacharjee +7 more
TL;DR: In this work, some of the methods have been reported which can be helpful in analyzing some practical problem by employing a suitable technique.
Proceedings ArticleDOI
Dermatological effect of UV rays owing to ozone layer depletion
Shouvik Chakraborty,Kalyani Mali,Sankhadeep Chatterjee,Soumen Banerjee,Kyamelia Roy,Nairik Dutta,Navoniloy Bhaumik,Sourav Mazumdar +7 more
TL;DR: In this paper, the effects of ozone hole on the skin were studied and it was shown that ozone hole can have drastic effect on the health of different living organisms most prominently on skin.
References
More filters
Journal ArticleDOI
LIBSVM: A library for support vector machines
Chih-Chung Chang,Chih-Jen Lin +1 more
TL;DR: Issues such as solving SVM optimization problems theoretical convergence multiclass classification probability estimates and parameter selection are discussed in detail.
Posted Content
Evaluation: from Precision, Recall and F-measure to ROC, Informedness, Markedness and Correlation
TL;DR: E elegant connections between the concepts of Informedness, Markedness, Correlation and Significance as well as their intuitive relationships with Recall and Precision are demonstrated.
Journal Article
WHO guidelines for drinking-water quality.
H G Gorchev,G Ozolins +1 more
TL;DR: In soil, fertilizers containing inorganic nitrogen and wastes containing organic nitrogen are first decomposed to give ammonia, which is then oxidized to nitrite and nitrate, which are taken up by plants and used in the synthesis of organic nitrogenous compounds.
Journal ArticleDOI
Original Contribution: A scaled conjugate gradient algorithm for fast supervised learning
TL;DR: Experiments show that SCG is considerably faster than BP, CGL, and BFGS, and avoids a time consuming line search.
Journal ArticleDOI
Multiobjective Optimization Problems With Complicated Pareto Sets, MOEA/D and NSGA-II
Hui Li,Qingfu Zhang +1 more
TL;DR: The experimental results indicate that MOEA/D could significantly outperform NSGA-II on these test instances, and suggests that decomposition based multiobjective evolutionary algorithms are very promising in dealing with complicated PS shapes.