ISSN 2394-5125
 

Review Article 


A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH

Neeraj, Narender Kumar, Vineet Kumar Maurya.

Abstract
Today’s age is the age of data, where a huge amount of data is being generated world-wide. This
huge volume of data, called ‘big data’, has no meaning until the proper information is extracted from it. A small
size data, with limited number of dimensions can be analyzed using simple computer programs like MS-excel
sheets, but a huge, complex and multidimensional data (big data) cannot be analyzed using simple
computational methods. Hence, machine learning approaches of data mining is required, which includes process
of feature selection, classification and clustering. All these steps are complex in themselves and require special
algorithms for each. A survey of theoretical insights of different methods used for feature selections (FS),
clustering and classification is presented in this review. Application of machine learning in marketing, library,
climate, crime and biological sciences, etc. is also briefly mentioned in this review. I was also observed that that
there is no any perfect method that can analyze different type of big datasets with equal efficiency and accuracy.
Moreover, hybrid algorithms (hybrid filter, hybrid wrapper, hybrid Evolutionary based algorithms) and modified
algorithms are preferred for big data mining due to their better performance over ensemble approach or single
algorithms. Use of more than one methods or modified or hybrid methods for better prediction accuracy is a
good choice. Despite of many combinations and trial still there is no single algorithms that can be universally
applied for big data arising in different fields, hence newer algorithms or better amalgamations of different
algorithms are still required, for analysis of big data. Absence of any perfect algorithms and continuous
generation of data has a great scope for computational scientist and programmers.

Key words: Big data, Clustering, Feature selection, Classification, SVM, Decision tree, Naïve Bayes, Genetic Algorithms


 
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Pubmed Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. JCR. 2020; 7(19): 2610-2626. doi:10.31838/jcr.07.19.322


Web Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. http://www.jcreview.com/?mno=120672 [Access: September 15, 2020]. doi:10.31838/jcr.07.19.322


AMA (American Medical Association) Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. JCR. 2020; 7(19): 2610-2626. doi:10.31838/jcr.07.19.322



Vancouver/ICMJE Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. JCR. (2020), [cited September 15, 2020]; 7(19): 2610-2626. doi:10.31838/jcr.07.19.322



Harvard Style

Neeraj, Narender Kumar , Vineet Kumar Maurya (2020) A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. JCR, 7 (19), 2610-2626. doi:10.31838/jcr.07.19.322



Turabian Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. 2020. A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. Journal of Critical Reviews, 7 (19), 2610-2626. doi:10.31838/jcr.07.19.322



Chicago Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. "A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH." Journal of Critical Reviews 7 (2020), 2610-2626. doi:10.31838/jcr.07.19.322



MLA (The Modern Language Association) Style

Neeraj, Narender Kumar , Vineet Kumar Maurya. "A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH." Journal of Critical Reviews 7.19 (2020), 2610-2626. Print. doi:10.31838/jcr.07.19.322



APA (American Psychological Association) Style

Neeraj, Narender Kumar , Vineet Kumar Maurya (2020) A REVIEW ON MACHINE LEARNING (FEATURE SELECTION, CLASSIFICATION AND CLUSTERING) APPROACHES OF BIG DATA MINING IN DIFFERENT AREA OF RESEARCH. Journal of Critical Reviews, 7 (19), 2610-2626. doi:10.31838/jcr.07.19.322