Evaluation of Calinski-Harabasz Criterion as Fitness Measure for Genetic Algorithm Based Segmentation of Cervical Cell Nuclei
Journal of Advances in Mathematics and Computer Science · pp. 1–13 · Published 21 Jun 2017
10.9734/BJMCS/2017/33729Abstract
In this paper, the classification capability of Calinski-Harabasz criterion as an internal cluster validation measure has been evaluated for clustering-based region discrimination on cervical cells. In this approach, subregions in the sample image are initially randomly constructed to be the individuals of the population. At each generation, individuals are evaluated according to their Accordingly a novel genetic structure for meta heuristic area isolation is proposed. Evaluation of proposed combination of genetic algorithm and Calinski-Harabasz measure is achieved by experiments, conducted on real cervical cell samples. We have used two separate cluster validity measures to evaluate the performance of the clustering approach. Jaccard index and F-score are utilized for objective comparison. Results shows that, Calinski-Harabasz criteria may have a better performance with proposed novel genetic structure and presented mechanism may have great potential on discrimination of specific regions.
References (21)
- 1 A fast and elitist multiobjective genetic algorithm: NSGA-II [DOI]
- 2 Data clustering: 50 years beyond K-means [DOI]
- 3 A dendrite method for cluster analysis [DOI]
- 4 Genetic algorithm-based clustering technique [DOI]
- 5 A Survey of Evolutionary Algorithms for Clustering [DOI]
- 6 Information processing management
- 7 Genetic clustering for automatic evolution of clusters and application to image classification [DOI]
- 8 Adaptive Operator Selection With Bandits for a Multiobjective Evolutionary Algorithm Based on Decomposition [DOI]
- 9 Similarity measures in scientometric research: The Jaccard index versus Salton's cosine formula [DOI]
- 10 Cluster validation techniques for genome expression data [DOI]
- 11 In search of optimal clusters using genetic algorithms [DOI]
- 12 A genetic c-Means clustering algorithm applied to color image quantization [DOI]
- 13 A genetic algorithm approach to cluster analysis [DOI]
- 14 Automated Antenna Design with Evolutionary Algorithms [DOI]
- 15 An adaptive crossover distribution mechanism for genetic algorithms
- 16 Particle swarm optimization for pap-smear diagnosis [DOI]
- 17 Improving Diversity in Evolutionary Algorithms: New Best Solutions for Frequency Assignment [DOI]
- 18 Fuzzy Clustering Based Image Segmentation of Pap smear Images of Cervical Cancer Cell Using FCM Algorithm
- 19 Data cluster analysis-based classification of overlapping nuclei in Pap smear samples [DOI]
- 20 A fluid dynamics-based deformable model for segmentation of cervical cell images [DOI]
- 21 Cluster analysis using genetic algorithms [DOI]
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