Call for Papers:Vol.12 Issue.2

Submission
Last date		 28-Apr-2026
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-12,Issue-2. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  An optimized survey of clustering algorithms
PaperId: :  3585
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 6 2016
DUI:    16.0415/IJARIIE-3585
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Swapnil R. AhireAITR Indore
Lakshita LandgeAITR Indore

Abstract

Computer Engineering
data mining, clustering, clustering algorithm
The goal of this survey is to provide a comprehensive review and comparison of different clustering techniques in data mining. Clustering is a significant task in data analysis and data mining applications. It is the task of arranging a set of objects so that objects in the identical group are more related to each other than to those in other groups (clusters). Mining can be done by using supervised learning and unsupervised learning. The clustering is unsupervised learning. A good clustering method will produce high superiority clusters with high intra-class similarity and low inter-class similarity. Clustering algorithms can be categorized into partition-based algorithms like K-Means clustering, hierarchical-based algorithms and density-based algorithms like DBSCAN. Partitioning clustering algorithm splits the data points into k partition, where each partition represents a cluster. Partitioning is the centroid based clustering; the value of k-mean is specified priori. Hierarchical clustering is a technique of clustering. It divides the same dataset by constructing a hierarchy of clusters. Density based algorithm (DBSCAN) find the cluster according to the regions which grow with high density. In this survey paper, an analysis of clustering and its different techniques in data mining are studied.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Swapnil R. Ahire, and Lakshita Landge. "An optimized survey of clustering algorithms" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 6 2016 Page 1640-1645
MLA Swapnil R. Ahire, and Lakshita Landge. "An optimized survey of clustering algorithms." International Journal Of Advance Research And Innovative Ideas In Education 2.6(2016) : 1640-1645.
APA Swapnil R. Ahire, & Lakshita Landge. (2016). An optimized survey of clustering algorithms. International Journal Of Advance Research And Innovative Ideas In Education, 2(6), 1640-1645.
Chicago Swapnil R. Ahire, and Lakshita Landge. "An optimized survey of clustering algorithms." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 6 (2016) : 1640-1645.
Oxford Swapnil R. Ahire, and Lakshita Landge. 'An optimized survey of clustering algorithms', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 6, 2016, p. 1640-1645. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/An_optimized_survey_of_clustering_algorithms_ijariie3585.pdf (Accessed : 03 February 2021).
Harvard Swapnil R. Ahire, and Lakshita Landge. (2016) 'An optimized survey of clustering algorithms', International Journal Of Advance Research And Innovative Ideas In Education, 2(6), pp. 1640-1645IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/An_optimized_survey_of_clustering_algorithms_ijariie3585.pdf (Accessed : 03 February 2021)
IEEE Swapnil R. Ahire, and Lakshita Landge, "An optimized survey of clustering algorithms," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 6, pp. 1640-1645, Nov-Dec 2016. [Online]. Available: http://ijariie.com/AdminUploadPdf/An_optimized_survey_of_clustering_algorithms_ijariie3585.pdf [Accessed : 03 February 2021].
Turabian Swapnil R. Ahire, and Lakshita Landge. "An optimized survey of clustering algorithms." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 6 (03 February 2021).
Vancouver Swapnil R. Ahire, and Lakshita Landge. An optimized survey of clustering algorithms. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : 03 February 2021]; 2(6) : 1640-1645. Available from: http://ijariie.com/AdminUploadPdf/An_optimized_survey_of_clustering_algorithms_ijariie3585.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 2/3/2021 6:51:18 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Consumer Behavioural Analysis Using Advanced Clustering TechniquesComputer Science and EngineeringSupriya Thati Download
Predicting Stock Market Trends using Deep Learning TechniquesComputer Science and EngineeringAkruthi Shere Download
A SURVEY ON SMART VOTING SYSTEM USING BLOCKCHAINComputer Science EngineeringAleena Shaju Download
A SURVEY ON SECURESCAN 360: CYBER INTEGRATED SYSTEM FOR THREAT DETECTION AND IMAGE AUTHENTICATIONComputer Science and EngineeringAparna Sunil Download
Efficient Use of Dialog Boxes in GUI Development using VB.NETComputer ScienceDR. RISHI MATHUR Download
A SURVEY ON HOPEBITE: AI-POWERED SMART FOOD DISTRIBUTION FOR COMMUNITIES IN NEEDComputer Science and EngineeringJUGAL KRISHNA V S Download
A SURVEY ON ACCIDENT DETECTION AND AUTOMATED EMERGENCY NOTIFICATION SYSTEM USING YOLO V8Computer EngineeringVipin Varghese Download
INVISIBLE DISABILITY AND ROUTINE WELLNESS TRACKERComputer Science and EngineeringAnna Rose Poly Download
A SURVEY ON AI POWERED SELF HEALING CODE DEBUGGERComputer EngineeringNandana Shibu Download
MULTIPLE DISEASE PREDICTION AND DRUG RECOMMENDATION SYSTEM USING MACHINE LEARNINGCOMPUTER ENGINEERING DR. J. AMUTHARAJ Download
SOLAR TRACKING SYSTEM WITH WEATHER FORECASTING AND AUTOMATED CLEANING SYSTEMArtificial Intelligence Electrical and Electronics EngineeringVanarasan S Download
ASD PredictionComputer scienceAbhilasha M Download
Music Recommendation based on Face Emotion Using Artificial Intelligence and Machine LearningInformation Science EngineeringDr. Sreenivasa Murthy V Download
SMART TRAFFIC AI MONITORING SYSTEM-AI/MLINFORMATION SCIENCE AND ENGINEERING PRIYANKA MT Download
SHADOW THE WEB BROWSERComputer Science and EngineeringLakshmi Narayan S Download
12