RETRACTED ARTICLE: Classification of audio signals using SVM-WOA in Hadoop map-reduce framework

被引:0
|
作者
Suryabhan Pratap Singh
Umesh Chandra Jaiswal
机构
[1] Madan Mohan Malaviya University of Technology,Department of Computer Science and Engineering
[2] Madan Mohan Malaviya University of Technology,Department of Information Technology and Computer Application
来源
SN Applied Sciences | 2020年 / 2卷
关键词
Audio signals; Audio classification; Whale optimization algorithm; Support vector machine; MapReduce approach; Hadoop distributed file system;
D O I
暂无
中图分类号
学科分类号
摘要
Audio classification is the reason for the multimedia gratified examination which is the utmost significant and generally utilized application these days. For huge information bases, programmed classification procedure utilizing Artificial Intelligence (AI) is more viable than the manual classification. Various sorts of AI calculations have proposed in writing like K-Nearest Neighbors Principal Component Analysis, Gaussian Mixture Model, and Hidden Markov Model, etc. By utilizing the above methods, the audio classification can be done with no class related pre-information. However, they require huge training data with no real segregation results. To beat these insufficiencies, this paper proposed a general structure for audio classification. In this paper, another audio classification algorithm utilizing Support Vector Machine (SVM) in view of Whale Optimization Algorithm (WOA) is given where WOA-SVM utilizes the class mark of the info test as the real yield. WOA is utilized for conquering the inconvenience of SVM, for example, high computational multifaceted nature as a result of the explaining of enormous scale quadratic programming in parameter iterative learning methodology. The audio sign has shown up in huge volumes on account of its tendency. With the goal that we have utilized the MapReduce approach which is one of the sorts of big data investigation to play out the classification on the unstructured information. The proposed audio classification algorithm has contrasted with a few existing classification algorithms with demonstrating its productivity and the exactness.
引用
收藏
相关论文
共 50 条
  • [41] A Flexible Computational Framework Using R and Map-Reduce for Permutation Tests of Massive Genetic Analysis of Complex Traits
    Mahjani, Behrang
    Toor, Salman
    Nettelblad, Carl
    Holmgren, Sverker
    IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2017, 14 (02) : 381 - 392
  • [42] AUDIO CLASSIFICATION OF MUSIC/SPEECH MIXED SIGNALS USING SINUSOIDAL MODELING WITH SVM AND NEURAL NETWORK APPROACH
    Mowlaee, Pejman
    Sayadiyan, Abolghasem
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2013, 22 (02)
  • [43] RETRACTED: Prediction of pre-term groups from EHG signals using optimal multi-kernel SVM (Retracted Article)
    Kaleem, Abdullah Mohammed
    Kokate, Rajendra D.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (03) : 3689 - 3703
  • [44] Scalable 3D Facial Shape Motion Retrieval from Image Sequences using a Map-Reduce Framework
    Zhao, Xi
    Gao, Zhimin
    Zou, Jianhua
    Shi, Weidong
    Huang, Wei
    2015 1ST IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2015, : 252 - 255
  • [45] RETRACTED: Classification of Bioinformatics EEG Data Signals to Identify Depressed Brain State Using CNN Model (Retracted Article)
    Thakare, Anuradha
    Bhende, Manisha
    Deb, Nabamita
    Degadwala, Sheshang
    Pant, Bhasker
    Kumar, Yekula Prasanna
    BIOMED RESEARCH INTERNATIONAL, 2022, 2022
  • [46] RETRACTED: Significant directed walk framework to increase the accuracy of cancer classification using gene expression data (Retracted Article)
    Sen Seah, Choon
    Kasim, Shahreen
    Fudzee, Mohd Farhan Md
    Hassan, Rohayanti
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (07) : 7281 - 7298
  • [47] RETRACTED: Effective segmentation and classification of brain tumor using rough K means algorithm and multi kernel SVM in MR images (Retracted Article)
    Krishnakumar, S.
    Manivannan, K.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (06) : 6751 - 6760
  • [48] RETRACTED: A big data classification approach using LDA with an enhanced SVM method for ECG signals in cloud computing (Retracted article. See vol. 82, pg. 3177, 2023)
    Varatharajan, R.
    Manogaran, Gunasekaran
    Priyan, M. K.
    MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (08) : 10195 - 10215
  • [49] Map-Reduce framework based cluster architecture for academic student's performance prediction using cumulative dragonfly based neural network
    VeeraManickam, M. R. M.
    Mohanapriya, M.
    Pandey, Bishwajeet K.
    Akhade, Sushma
    Kale, S. A.
    Patil, Reshma
    Vigneshwar, M.
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 1): : 1259 - 1275
  • [50] Map-Reduce framework based cluster architecture for academic student’s performance prediction using cumulative dragonfly based neural network
    M. R. M. VeeraManickam
    M. Mohanapriya
    Bishwajeet K. Pandey
    Sushma Akhade
    S. A. Kale
    Reshma Patil
    M. Vigneshwar
    Cluster Computing, 2019, 22 : 1259 - 1275