Skip to main content
main-content
Top

Hint

Swipe to navigate through the articles of this issue

01-07-2019 | MATHEMATICAL METHOD IN PATTERN RECOGNITION | Issue 3/2019

Pattern Recognition and Image Analysis 3/2019

A Clustering Based Classification Approach Based on Modified Cuckoo Search Algorithm

Journal:
Pattern Recognition and Image Analysis > Issue 3/2019
Authors:
Krishna Gopal Dhal, Arunita Das, Swarnajit Ray, Sanjoy Das
Important notes
https://static-content.springer.com/image/art%3A10.1134%2FS1054661819030052/MediaObjects/11493_2019_6002_Fig6_HTML.gif
Mr. Krishna Gopal Dhal completed his B.Tech. and M.Tech. from Kalyani Government Engineering College, West Bengal, India. Currently he is working as Assistant Professor in Dept. of Computer Science and Application, Midnapore College (Autonomous), Paschim Medinipur, West Bengal, India. His research interests are digital image processing, nature-inspired optimization algorithms, and medical imaging.
https://static-content.springer.com/image/art%3A10.1134%2FS1054661819030052/MediaObjects/11493_2019_6002_Fig7_HTML.gif
Dr. Sanjoy Das completed his B.E. from Regional Engineering College, Durgapur, M.E. from Bengal Engineering College (Deemed Univ.), Howrah, PhD from Bengal Engineering and Science University, Shibpur. Currently he is working as Associate Professor in Department of Engineering and Technological Studies, University of Kalyani, Nadia, West Bengal, India. His research interests are tribology and optimization techniques.
https://static-content.springer.com/image/art%3A10.1134%2FS1054661819030052/MediaObjects/11493_2019_6002_Fig8_HTML.gif
Ms. Arunita Das completed her B.Sc. and M.Sc. in Computer Science from Vidyasagar University, Paschim Medinipur, West Bengal, India. She is the recipient of the University Silver Medal two times for achieving second position in B.Sc. and M.Sc. courses. Currently she is pursuing her M.Tech. in the dept. of Information Technology, Kalyani Government Engineering College, West Bengal, India. Her research interests are medical image processing and nature-inspired optimization algorithms.
https://static-content.springer.com/image/art%3A10.1134%2FS1054661819030052/MediaObjects/11493_2019_6002_Fig9_HTML.gif
Mr. Swarnajit Ray completed his B.Tech. from the Narula Institute of Technology and M.Tech. from the Kalyani Government Engineering College, West Bengal, India. His research interests are Medical Image processing and Nature-Inspired Optimization Algorithms. Currently, he is senior web and app developer in Skybound Digital LLC, Kolkata, West Bengal, India.

Abstract

Cuckoo Search Algorithm (CSA) is one of the new swarm intelligence based optimization algorithms, which has shown an effective performance on many optimization problems. However, the effectiveness of CSA significantly depends on the exploration and exploitation potential and it may also possible to increase its efficiency when solving complex optimization problems. In this study, some mechanisms have been employed on CSA to increase its efficiency such as use of global best and individual best solutions to guide the other solutions, self-adaption techniques for parameters and so on. The modified CSA (i.e., MCSA) is successfully employed in clustering based classification domain. The experimental results and execution time prove its effectiveness over existing modified CSAs and other employed swarm intelligence algorithms. The proposed clustering model is also employed in color histopathological image segmentation domain and provides effective result.

Please log in to get access to this content

To get access to this content you need the following product:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 69.000 Bücher
  • über 500 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Umwelt
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Testen Sie jetzt 30 Tage kostenlos.

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 58.000 Bücher
  • über 300 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Testen Sie jetzt 30 Tage kostenlos.

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 50.000 Bücher
  • über 380 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Umwelt
  • Maschinenbau + Werkstoffe




Testen Sie jetzt 30 Tage kostenlos.

Literature
About this article

Other articles of this Issue 3/2019

Pattern Recognition and Image Analysis 3/2019 Go to the issue

REPRESENTATION, PROCESSING, ANALYSIS, AND UNDERSTANDING OF IMAGES

Algebraic Interpretation of Image Analysis Operations

MATHEMATICAL METHOD IN PATTERN RECOGNITION

Lightweight Nearest Convex Hull Classifier

REPRESENTATION, PROCESSING, ANALYSIS, AND UNDERSTANDING OF IMAGES

Adaptive Detection of Normal Mixture Signals with Pre-Estimated Gaussian Mixture Noise

REPRESENTATION, PROCESSING, ANALYSIS, AND UNDERSTANDING OF IMAGES

Image Classification Model Using Visual Bag of Semantic Words

Premium Partner

    Image Credits