Text-Independent Speaker Identification Using Gaussian Mixture Models Based on Multi-Space Probability Distribution (Special Issue on Biometric Person Authentication)
スポンサーリンク
概要
- 論文の詳細を見る
This paper presents a new approach to modeling speech spectra and pitch for text-independent speaker identification using Gaussian mixture models based on multi-space probability distribution(MSD-GMM). MSD-GMM allows us to model continuous pitch values of voiced frames and discrete symbols for unvoiced frames in a unified framework. Spectral and pitch features are jointly modeled by a two-stream MSD-GMM. We derive maximum likelihood(ML) estimation formulae and minimum classification error(MCE) training procedure for MSD-GMM parameters. The MSD-GMM speaker models are evaluated for text-independent speaker identification tasks. The experimental results show that the MSD-GMM can efficiently model spectral and pitch features of each speaker and outperforms conventional speaker models. The results also demonstrate the utility of the MCE training of the MSD-GMM parameters and the robustness for the inter-session variability.
- 社団法人電子情報通信学会の論文
- 2001-07-01
著者
-
Masuko T
Interdisciplinary Graduate School Of Science And Engineering Tokyo Institute Of Technology:(present
-
Masuko Takashi
近畿大学 薬学部細胞生物学
-
Tachibana Makoto
Interdisciplinary Graduate School Of Science And Engineering Tokyo Institute Of Technology:(present
-
Masuko Takashi
Laboratory Of Cell Biology School Of Pharmaceutical Sciences Kinki University
-
Masuko Takashi
Departments Of Molecular Biology Pharmaceutical Institute Tohoku University
-
Masuko Takashi
Department Of Agricultural And Biological Chemistry College Of Bioresource Sciences Nihon University
-
Tokuda K
Department Of Computer Science And Engineering Nagoya Institute Of Technology
-
Tokuda Keiichi
The Authors Are With The Nagoya Institute Of Technology
-
KITAMURA Tadashi
Department of Computer Science and Engineering, Nagoya Institute of Technology
-
Masuko Takashi
Tokyo Inst. Technol. Yokohama‐shi Jpn
-
KOBAYASHI Takao
Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology
-
MIYAJIMA Chiyomi
The authors are with the Department of Computer Science, Nagoya Institute of Technology
-
HATTORI Yosuke
The authors are with the Department of Computer Science, Nagoya Institute of Technology
-
MASUKO Takashi
The authors are with the Department of Information Processing, Interdisciplinary Graduate School of
-
KOBAYASHI Takao
The authors are with the Department of Information Processing, Interdisciplinary Graduate School of
-
KITAMURA Tadashi
The authors are with the Department of Information Processing, Interdisciplinary Graduate School of
-
Kobayashi Takao
Tokyo Inst. Technol. Yokohama‐shi Jpn
-
Tokuda Keiichi
The Department Of Computer Science Nagoya Institute Of Technology
-
Tachibana Makoto
Interdisciplinary Graduate School Of Science And Engineering Tokyo Institute Of Technology
-
Hattori Yosuke
The Authors Are With The Department Of Computer Science Nagoya Institute Of Technology:(present Addr
-
Kobayashi T
Interdisciplinary Graduate School Of Science And Engineering Tokyo Institute Of Technology
-
Miyajima Chiyomi
Department Of Media Science Nagoya University
-
Kitamura Tadashi
Department Of Computer Science And Engineering Nagoya Institute Of Technology
-
Matsuyama Taiji
Department Of Pharmacy Shizuoka Kousei Hospital
-
Tokuda Keiichi
Department Of Computer Science Naogya Institute Of Technology
-
Kobayashi Takao
Department Of Obstetrics And Gynecology Hamamatsu University School Of Medicine
-
TOKUDA Keiichi
The author is with the Department of Computer Science, Nagoya Institute of Technology
関連論文
- Enhancement of Veratridine-Induced Sodium Dynamics in NG108-15 Cells during Differentiation(Pharmacology)
- Antibody epitope peptides as potential inducers of IgG antibodies against CD98 oncoprotein
- Identification of cell proliferation-associated epitope on CD98 oncoprotein using phage display random peptide library
- Molecular Structural and Functional Characterization of Tumor Suppressive Anti-ErbB-2 Monoclonal Antibody by Phage Display System
- Immunohistochemical expression and pathogenesis of BLM in the human brain and visceral organs
- Phage Display Cloning and Characterization of Monoclonal Antibody Genes and Recombinant Fab Fragment against the CD98 Oncoprotein
- Colocalization of CP125/CD98 with Tropomyosin Isoforms at the Cell-Cell Adhesion Boundary^1
- Identification and Immunological Characterization of a Novel 40 - kDa Protein Linked to CD98 Antigen
- Applying Sparse KPCA for Feature Extraction in Speech Recognition(Feature Extraction and Acoustic Medelings, Corpus-Based Speech Technologies)
- On the Use of Kernel PCA for Feature Extraction in Speech Recognition(Speech and Hearing)
- A Style Control Technique for HMM-Based Expressive Speech Synthesis(Speech and Hearing)
- A Style Adaptation Technique for Speech Synthesis Using HSMM and Suprasegmental Features(Speech Synthesis, Statistical Modeling for Speech Processing)
- Speech Synthesis with Various Emotional Expressions and Speaking Styles by Style Interpolation and Morphing(Life-like Agent and its Communication)
- Acoustic Modeling of Speaking Styles and Emotional Expressions in HMM-Based Speech Synthesis(Speech Synthesis and Prosody, Corpus-Based Speech Technologies)
- Identification of Truncated Human Glutamate Transporter
- Partial Involvement of Group I Metabotropic Glutamate Receptors in the Neurotoxicity of 3-N-Oxalyl-L-2,3-diaminopropanoic Acid(L-β-ODAP)(Pharmacology)
- Characterization and In Vitro Cytotoxic Effect of Adriamycin-conjugated Monoclonal Antibody Prepared Against Breast Cancer Cell Line
- Characterization of A New Breast Cancer-Associated Antigen and Its Relationship to MUC1 and TAG-72 Antigens
- Characterization of Cell Surface Antigens Expressed in the HMA-1 Breast Cancer Cell Line
- Effects of Dexamethasone and Aminophylline on Survival of Jurkat and HL-60 Cells(Pharmacology)
- Malate dehydrogenases from nitrifying bacteria : purification and properties
- Ribulose-1,5-Bisphosphate Carboxylase/Oxygenase from a Nitrite-Oxidizing Chemoautotroph, Nitrobacter agilis ATCC 14123 : Purification and Properties
- A Hidden Semi-Markov Model-Based Speech Synthesis System(Speech and Hearing)
- State Duration Modeling for HMM-Based Speech Synthesis(Speech and Hearing)
- A Training Method of Average Voice Model for HMM-Based Speech Synthesis(Digital Signal Processing)
- A Context Clustering Technique for Average Voice Models (Special Issue on Speech Information Processing)
- Speaker Adaptation of Pitch and Spectrum for HMM-Based Speech Synthesis
- Multi-Space Probability Distribution HMM(Special Issue on the 2000 IEICE Excellent Paper Award)
- Vector Quantization of Speech Spectral Parameters Using Statistics of Static and Dynamic Features
- Text-Independent Speaker Identification Using Gaussian Mixture Models Based on Multi-Space Probability Distribution (Special Issue on Biometric Person Authentication)
- Application of Fluorescence Polarization Immunoassay for Determination of Methotrexate-Polyglutamates in Rheumatoid Arthritis Patients
- Clinical Experience with Cryopreserved Allografts for Aortic Infection
- An Enzyme Immunoassay for Cell Proliferation Using Monoclonal Antibodies Directed against a Cell Proliferation-Associated Antigen
- A Fully Consistent Hidden Semi-Markov Model-Based Speech Recognition System
- Homotypic Adhesion through Carcinoembryonic Antigen Plays a Role in Hepatic Metastasis Development
- Mixture Density Models Based on Mel-Cepstral Representation of Gaussian Process(Digital Signal Processing)
- A 16kb/s Wideband CELP-Based Speech Coder Using Mel-Generalized Cepstral Analysis
- Development of Material Management System for Newspapers (Special Issue on New Generation Database Technologies)
- SUSCEPTIBILITY OF ANIMALS TO HEPATOCARCINOGENIC AROMATIC AMINES CORRELATES WITH THE INDUCTION OF THE CARCINOGEN ACTIVATION ENZYME (S) WITH THE AMINES
- Pseudoaneurysm Developed after Aortic Root Homograft Implantation
- Conidiomatal development of Pestalotiopsis guepinii and P. neglecta on leaves of Gardenia jasminoides
- Pycnidial development of Phyllosticta harai and Sphaeropsis sp.
- LMS-Based Algorithms with Multi-Band Decomposition of the Estimation Error Applied to System Identification (Special Section on Digital Signal Processing)
- Multi-Band Decomposition of the Linear Prediction Error Applied to Adaptive AR Spectral Estimation
- Robust F_0 Estimation of Speech Signal Using Harmonicity Measure Based on Instantaneous Frequency(Speech and Hearing)
- Intracellular Localization of UDP-Glucuronosyltransferase Expressed from the Transfected cDNA in Cultured Cells
- Adaptive AR Spectral Estimation Based on Wavelet Decomposition of the Linear Prediction Error
- A Covariance-Typing Technique for HMM-Based Speech Synthesis
- An autopsy case of cyclopia with 13 trisomy with special reference to histological abnormalities of the eyeball
- Characteristics of Multi-Layer Perceptron Models in Enhancing Degraded Speech
- Acrania : an autopsy case and review of the literature
- Parameter Sharing in Mixture of Factor Analyzers for Speaker Identification(Feature Extraction and Acoustic Medelings, Corpus-Based Speech Technologies)
- Significance of integrin αvβ5 and erbB3 in enhanced cell migration and liver metastasis of colon carcinomas stimulated by hepatocyte-derived heregulin
- Speech Recognition Using Finger Tapping Timings(Speech and Hearing)
- Dihydrofolate Reductase Gene Intronic 19-bp Deletion Polymorphisms in a Japanese Population
- A Rapid Model Adaptation Technique for Emotional Speech Recognition with Style Estimation Based on Multiple-Regression HMM
- HMM-Based Style Control for Expressive Speech Synthesis with Arbitrary Speaker's Voice Using Model Adaptation
- Deterministic Annealing EM Algorithm in Acoustic Modeling for Speaker and Speech Recognition(Feature Extraction and Acoustic Medelings, Corpus-Based Speech Technologies)
- Continuous Speech Recognition Based on General Factor Dependent Acoustic Models(Feature Extraction and Acoustic Medelings, Corpus-Based Speech Technologies)
- Bayesian Context Clustering Using Cross Validation for Speech Recognition
- Reformulating the HMM as a Trajectory Model
- Reformulating the HMM as a Trajectory Model
- Reformulating the HMM as a Trajectory Model
- Lip Location Normalized Training for Visual Speech Recognition
- FOREWORD
- Malate dehydrogenases from nitrifying bacteria : purification and properties
- An Extension of Separable Lattice 2-D HMMs for Rotational Data Variations
- Speaker interpolation for HMM-based speech synthesis system
- A Bayesian Framework Using Multiple Model Structures for Speech Recognition