On the comparison of line spectral frequencies and mel-frequency cepstral coefficients using feedforward neural network for language identification
Of the many audio features available, this paper focuses on the comparison of two most popular features, i.e. line spectral frequencies (LSF) and Mel-Frequency Cepstral Coefficients. We trained a feedforward neural network with various hidden layers and number of hidden nodes to identify five differ...
| Main Authors: | Gunawan, Teddy Surya, Kartiwi, Mira |
|---|---|
| Format: | Article |
| Language: | English English |
| Published: |
Indonesian Journal of Electrical Engineering and Computer Science ( IAES)
2018
|
| Subjects: | |
| Online Access: | http://irep.iium.edu.my/61795/ http://irep.iium.edu.my/61795/1/10880-15119-1-PBGunawanLanguage.pdf http://irep.iium.edu.my/61795/7/61795_On%20the%20Comparison%20of%20Line%20Spectral%20Frequencies%20_scopus.pdf |
Similar Items
Feature extraction using spectral centroid and mel frequency cepstral coefficient for Quranic accent automatic identification
by: Kamarudin, Noraziahtulhidayu, et al.
Published: (2014)
by: Kamarudin, Noraziahtulhidayu, et al.
Published: (2014)
EEG emotion recognition using features of Mel Frequency Cepstral Coefficients
by: Othman, Marini, et al.
Published: (2011)
by: Othman, Marini, et al.
Published: (2011)
Speech emotion recognition using deep feedforward neural network
by: Alghifari, Muhammad Fahreza, et al.
Published: (2018)
by: Alghifari, Muhammad Fahreza, et al.
Published: (2018)
Development of language identification using line spectral frequencies and learning vector quantization networks
by: Gunawan, Teddy Surya, et al.
Published: (2017)
by: Gunawan, Teddy Surya, et al.
Published: (2017)
Gender identification of children using hidden Markov model based on Mel-frequency cepstral coefficient / Adira Ibrahim
by: Adira, Ibrahim
Published: (2013)
by: Adira, Ibrahim
Published: (2013)
Voice Recognition Algorithms using Mel Frequency Cepstral Coefficient (MFCC) and Dynamic Time Warping (DTW) Techniques
by: Muda, Lindasalwa, et al.
Published: (2010)
by: Muda, Lindasalwa, et al.
Published: (2010)
Mel-frequency cepstral and spectral flux analysis of the acoustic signal for real-time status monitoring of laser cleaning
by: Syafiq Ahmad, Abdul Aleem, et al.
Published: (2023)
by: Syafiq Ahmad, Abdul Aleem, et al.
Published: (2023)
Wavelet cepstral coefficients for isolated speech recognition
by: Adam, Tarmizi, et al.
Published: (2012)
by: Adam, Tarmizi, et al.
Published: (2012)
Distinctive features for normal and crackles respiratory sounds using cepstral coefficients
by: Mohd Johari, Nabila Husna, et al.
Published: (2019)
by: Mohd Johari, Nabila Husna, et al.
Published: (2019)
Distinctive features for classification of respiratory sounds between normal and crackles using cepstral coefficients
by: Mohd Johari, Nabila Husna, et al.
Published: (2018)
by: Mohd Johari, Nabila Husna, et al.
Published: (2018)
Receiver operating characteristics measure for the recognition of stuttering dysfluencies using line spectral frequencies
by: Alang Md Rashid, Nahrul Khair, et al.
Published: (2017)
by: Alang Md Rashid, Nahrul Khair, et al.
Published: (2017)
Performance evaluation of multichannel audio compression
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
On the use of edge features and exponential decaying number of nodes in the hidden layers for handwritten signature recognition
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
Development of English handwritten recognition using deep neural network
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
Features extraction of heart sounds using time-frequency distribution and mel-frequency cepstrum coefficient
by: Mohamed, Masnani
Published: (2006)
by: Mohamed, Masnani
Published: (2006)
Educational project on a simple voice identification using mel-frequency cepstrum coefficients and vector quantization
by: Akmeliawati, Rini, et al.
Published: (2008)
by: Akmeliawati, Rini, et al.
Published: (2008)
Online information seeking behavior for cancer related disease: A developed and developing country comparison
by: Saleh, Nurliyana, et al.
Published: (2018)
by: Saleh, Nurliyana, et al.
Published: (2018)
Automatic Number Plate Recognition on android platform: With some Java code excerpts
by: ., Abdul Mutholib, et al.
Published: (2016)
by: ., Abdul Mutholib, et al.
Published: (2016)
Features extraction of heart sounds using timefrequency distribution and mel-frequency cepstrum coefficient
by: Mohamed, Masnani
Published: (2006)
by: Mohamed, Masnani
Published: (2006)
Ethnic recognition system for malay language speakers using gammatone frequency cepstral coefficients pitch (GFCCP) and pattern classification
by: Mohd Hanifa, Rafizah
Published: (2022)
by: Mohd Hanifa, Rafizah
Published: (2022)
Smart home system using internet of things: design, implementation and sample codes
by: Yaldi, Intan Rahmithul Husna, et al.
Published: (2018)
by: Yaldi, Intan Rahmithul Husna, et al.
Published: (2018)
Herb leaves pattern recognition using digital microscope and deep learning
by: Rahman, Muhammad Ariff Azizul, et al.
Published: (2019)
by: Rahman, Muhammad Ariff Azizul, et al.
Published: (2019)
Speaker recognition using mel frequency cepstrum
by: Khalifa, Othman Omran, et al.
Published: (2011)
by: Khalifa, Othman Omran, et al.
Published: (2011)
On the review and setup of security audit using Kali Linux
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
A review on emotion recognition algorithms using speech analysis
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
Penetration testing using Kali Linux: SQL injection, XSS, Wordpress, and WPA2 attacks
by: Gunawan, Teddy Surya, et al.
Published: (2018)
by: Gunawan, Teddy Surya, et al.
Published: (2018)
A summarization of image and video databases for emotion recognition
by: Ashraf, Arselan, et al.
Published: (2020)
by: Ashraf, Arselan, et al.
Published: (2020)
Speech emotion recognition using feature fusion of TEO and MFCC on multilingual databases
by: Ahmad Qadri, Syed Asif, et al.
Published: (2020)
by: Ahmad Qadri, Syed Asif, et al.
Published: (2020)
Comparison of entropy coding mechanism on IEEE1857.2 lossless audio compression standard
by: Abdul Muin, Fathiah, et al.
Published: (2018)
by: Abdul Muin, Fathiah, et al.
Published: (2018)
Performance evaluation of portable air quality measurement
system using raspberry Pi for remote monitoring
by: Mohd Pu’ad, Muhammad Farhan, et al.
Published: (2019)
by: Mohd Pu’ad, Muhammad Farhan, et al.
Published: (2019)
A critical insight into multi-languages speech emotion databases
by: Ahmad Qadri, Syed Asif, et al.
Published: (2019)
by: Ahmad Qadri, Syed Asif, et al.
Published: (2019)
Measuring the road traffic intensity using neural network with computer vision
by: Hasan Gani, Muhammad Hamdan, et al.
Published: (2018)
by: Hasan Gani, Muhammad Hamdan, et al.
Published: (2018)
Fast and accurate algorithm for ECG authentication using residual depthwise separable convolutional neural networks
by: Ihsanto, Eko, et al.
Published: (2020)
by: Ihsanto, Eko, et al.
Published: (2020)
An efficient algorithm for cardiac arrhythmia classification using ensemble of depthwise Separable convolutional neural networks
by: Ihsanto, Eko, et al.
Published: (2020)
by: Ihsanto, Eko, et al.
Published: (2020)
Digital photography based food intake prediction using artificial neural network
by: Gunawan, Teddy Surya, et al.
Published: (2017)
by: Gunawan, Teddy Surya, et al.
Published: (2017)
Development of language identification system using MFCC and vector quantization
by: Gunawan, Teddy Surya, et al.
Published: (2017)
by: Gunawan, Teddy Surya, et al.
Published: (2017)
Sukuk rating prediction using voting ensemble strategy
by: Kartiwi, Mira, et al.
Published: (2018)
by: Kartiwi, Mira, et al.
Published: (2018)
Decision tree optimization for sukuk rating prediction
by: Kartiwi, Mira, et al.
Published: (2018)
by: Kartiwi, Mira, et al.
Published: (2018)
Language identification system using Matlab: design, implementation, and sample codes
by: Husain, Rashida, et al.
Published: (2017)
by: Husain, Rashida, et al.
Published: (2017)
Exploring the optimal potential of transient reflection method through mel-frequency ceptrums coefficient and artificial neural network for leak detection and size estimation in water distribution systems
by: Muhammad Hanafi, Yusop
Published: (2023)
by: Muhammad Hanafi, Yusop
Published: (2023)
Similar Items
-
Feature extraction using spectral centroid and mel frequency cepstral coefficient for Quranic accent automatic identification
by: Kamarudin, Noraziahtulhidayu, et al.
Published: (2014) -
EEG emotion recognition using features of Mel Frequency Cepstral Coefficients
by: Othman, Marini, et al.
Published: (2011) -
Speech emotion recognition using deep feedforward neural network
by: Alghifari, Muhammad Fahreza, et al.
Published: (2018) -
Development of language identification using line spectral frequencies and learning vector quantization networks
by: Gunawan, Teddy Surya, et al.
Published: (2017) -
Gender identification of children using hidden Markov model based on Mel-frequency cepstral coefficient / Adira Ibrahim
by: Adira, Ibrahim
Published: (2013)