[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ Skip to main content
Springer Nature Link
Log in

RETRACTED ARTICLE: Speech recognition with improved support vector machine using dual classifiers and cross fitness validation

  • Original Article
  • Published:
Personal and Ubiquitous Computing Aims and scope Submit manuscript

This article was retracted on 01 September 2023

This article has been updated

Abstract

In this research, a new speech recognition method based on improved feature extraction and improved support vector machine (ISVM) is developed. A Gaussian filter is used to denoise the input speech signal. The feature extraction method extracts five features such as peak values, Mel frequency cepstral coefficient (MFCC), tri-spectral features, discrete wavelet transform (DWT), and the difference values between the input and the standard signal. Next, these features are scaled using linear identical scaling (LIS) method with the same scaling method and the same scaling factors for each set of features in both training and testing phases. Following this, to accomplish the training process, an ISVM is developed with best fitness validation. The ISVM consists of two stages: (i) linear dual classifier that finds the same class attributes and different class attributes simultaneously and (ii) cross fitness validation (CFV) method to prevent over fitting problem. The proposed speech recognition method offers 98.2% accuracy.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (United Kingdom)

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Change history

References

  1. Kumar K, Aggarwal, Jain A (2011) An analysis of speech recognition performance based upon network layers and transfer functions. J Comput Sci Eng Appl 1(3):11–20

    Google Scholar 

  2. Varatharajan R, Manogaran G, Priyan MK, Sundarasekar R (2017) Wearable sensor devices for early detection of Alzheimer disease using dynamic time warping algorithm. Clust Comput:1–10

  3. Biem A, Katagiri S (1997) Cepstrum-based filter-bank design using discriminative feature extraction training at various levels. In: Proc. IEEE Int. Conf. Acoustics, Speech, and Signal Processing, pp 1503–1506

  4. Varatharajan R, Manogaran G, Priyan MK, Balaş VE, Barna C (2017) Visual analysis of geospatial habitat suitability model based on inverse distance weighting with paired comparison analysis. Multimedia Tools Appl:1–21

  5. Balan EV, Priyan MK, Gokulnath C, Devi GU (2015) Fuzzy based intrusion detection systems in MANET. Procedia Comput Sci 50:109–114

    Article  Google Scholar 

  6. Manogaran G, Varatharajan R, Priyan MK (2018) Hybrid recommendation system for heart disease diagnosis based on multiple kernel learning with adaptive neuro-fuzzy inference system. Multimedia Tools Appl 77(4):4379–4399

    Article  Google Scholar 

  7. Devi GU, Balan EV, Priyan MK, Gokulnath C (2015) Mutual authentication scheme for IoT application. Indian J Sci Technol 8(26)

  8. Priyan MK, Devi GU (2017) Energy efficient node selection algorithm based on node performance index and random waypoint mobility model in internet of vehicles. Clust Comput:1–15

  9. Varatharajan R, Manogaran G, Priyan MK (2017) A big data classification approach using LDA with an enhanced SVM method for ECG signals in cloud computing. Multimedia Tools Appl:1–21

  10. Abdullaa W, Kasabov N (2003) Reduced feature-set based parallel CHMM speech recognition systems. J Inf Sci 156(1):21–38

    Article  Google Scholar 

  11. Devi GU, Priyan MK, Balan EV, Nath CG, Chandrasekhar M (2015) Detection of DDoS attack using optimized hop count filtering technique. Indian J Sci Technol 8(26)

  12. Gokulnath C, Priyan MK, Balan EV, Prabha KR, Jeyanthi R (2015) Preservation of privacy in data mining by using PCA based perturbation technique. In: Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials (ICSTM), 2015 International Conference on IEEE, pp 202-206

  13. Manogaran CTG, Priyan M (2017) Centralized fog computing security platform for IoT and cloud in healthcare system. Exploring the convergence of big data and the internet of things, 141

  14. Balan EV, Priyan MK, Devi GU (2015) Hybrid architecture with misuse and anomaly detection techniques for wireless networks. In Communications and Signal Processing (ICCSP), 2015 International Conference on (pp 0185-0189). IEEE

  15. Kumar PM, Gandhi U, Varatharajan R, Manogaran G, Jidhesh R, Vadivel T (2017) Intelligent face recognition and navigation system using neural learning for smart security in Internet of Things. Clust Comput:1–12

  16. Manogaran G, Varatharajan R, Lopez D, Kumar PM, Sundarasekar R, Thota C (2017) A new architecture of Internet of Things and big data ecosystem for secured smart healthcare monitoring and alerting system. Futur Gener Comput Syst

  17. Manogaran G, Vijayakumar V, Varatharajan R, Kumar PM, Sundarasekar R, Hsu CH (2017) Machine learning based big data processing framework for cancer diagnosis using hidden Markov model and gm clustering. Wirel Pers Commun:1–18

  18. Kumar PM, Gandhi UD (2017) A novel three-tier Internet of Things architecture with machine learning algorithm for early detection of heart diseases. Comput Electr Eng

  19. Manickam A, Devarasan E, Manogaran G, Priyan MK, Varatharajan R, Hsu CH, Krishnamoorthi R (2018) Score level based latent fingerprint enhancement and matching using SIFT feature. Multimedia Tools Appl:1–21

  20. Priyan MK, Nath CG, Balan EV, Prabha KR, Jeyanthi R (2015) Desktop phishing attack detection and elimination using TSO program. In: Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials (ICSTM), 2015 International Conference on (pp 198-201). IEEE

  21. Rawal BS, Vijayakumar V, Manogaran G, Varatharajan R, Chilamkurti N. Secure disintegration protocol for privacy preserving cloud storage. Wirel Pers Commun:1–17

Download references

Author information

Authors and Affiliations

  1. Indra Ganesan College of Engineering, Trichy, India

    B. Kanisha

  2. Hindusthan Institute of Technology, Coimbatore, India

    S. Lokesh

  3. VIT University, Vellore, India

    Priyan Malarvizhi Kumar, P. Parthasarathy & Gokulnath Chandra Babu

Authors
  1. B. Kanisha
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. S. Lokesh
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Priyan Malarvizhi Kumar
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. P. Parthasarathy
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Gokulnath Chandra Babu
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to B. Kanisha.

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kanisha, B., Lokesh, S., Kumar, P.M. et al. RETRACTED ARTICLE: Speech recognition with improved support vector machine using dual classifiers and cross fitness validation. Pers Ubiquit Comput 22, 1083–1091 (2018). https://doi.org/10.1007/s00779-018-1139-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00779-018-1139-0

Keywords

Search

Navigation