Class information for:
Level 1: SPEAKER VERIFICATION//SPEAKER RECOGNITION//I VECTOR

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
11235 998 27.9 35%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
624 3       BRITISH TELECOMMUNICATIONS ENGINEERING//IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING//SPEECH ENHANCEMENT 13469
971 2             IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING//SPEECH ENHANCEMENT//SPEECH COMMUNICATION 10675
11235 1                   SPEAKER VERIFICATION//SPEAKER RECOGNITION//I VECTOR 998

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 SPEAKER VERIFICATION authKW 3733280 16% 78% 157
2 SPEAKER RECOGNITION authKW 3468359 17% 66% 173
3 I VECTOR authKW 1275167 5% 89% 47
4 SPEAKER IDENTIFICATION authKW 1216526 8% 51% 78
5 SPEAKER DIARIZATION authKW 1086909 5% 79% 45
6 FORENSIC VOICE COMPARISON authKW 465363 2% 89% 17
7 SPEAKER SEGMENTATION authKW 437060 2% 71% 20
8 AUTOMATIC SPEAKER RECOGNITION authKW 323155 1% 81% 13
9 FORENS VOICE COMPARISON address 305950 1% 100% 10
10 LANGUAGE IDENTIFICATION authKW 266021 2% 43% 20

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Acoustics 20464 27% 0% 271
2 Computer Science, Artificial Intelligence 8004 24% 0% 236
3 Engineering, Electrical & Electronic 7450 51% 0% 504
4 Computer Science, Interdisciplinary Applications 1797 12% 0% 119
5 Computer Science, Theory & Methods 1476 11% 0% 111
6 Computer Science, Information Systems 1433 10% 0% 103
7 Computer Science, Software Engineering 785 7% 0% 69
8 Criminology & Penology 540 3% 0% 25
9 Medicine, Legal 465 2% 0% 24
10 Linguistics 407 3% 0% 33

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 FORENS VOICE COMPARISON 305950 1% 100% 10
2 SPEECH AUDIO 177008 1% 64% 9
3 SPEECH IMAGE PROC UNIT 108773 1% 44% 8
4 ROBUST SPEECH SYST 82594 1% 30% 9
5 THINKIT SPEECH 78894 1% 37% 7
6 SPEECH ACOUST CONTENT UNDERSTANDING 65202 1% 24% 9
7 ETSE INFORMAT 61190 0% 100% 2
8 INTELLIGENT SOUND SPEECH PROC 61190 0% 100% 2
9 SPEECH SYST TECHNOL GRP 61190 0% 100% 2
10 ATVS BIOMETR RECOGNIT GRP 49961 1% 23% 7

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 212929 10% 7% 103
2 SPEECH COMMUNICATION 137092 10% 5% 96
3 INTERNATIONAL JOURNAL OF SPEECH LANGUAGE AND THE LAW 116399 2% 17% 23
4 COMPUTER SPEECH AND LANGUAGE 57942 4% 5% 37
5 IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 41590 3% 5% 28
6 IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING 39320 3% 4% 33
7 IET BIOMETRICS 15047 1% 6% 8
8 EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING 13490 1% 4% 11
9 DIGITAL SIGNAL PROCESSING 10228 2% 1% 24
10 IEEE SIGNAL PROCESSING LETTERS 7287 3% 1% 32

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 SPEAKER VERIFICATION 3733280 16% 78% 157 Search SPEAKER+VERIFICATION Search SPEAKER+VERIFICATION
2 SPEAKER RECOGNITION 3468359 17% 66% 173 Search SPEAKER+RECOGNITION Search SPEAKER+RECOGNITION
3 I VECTOR 1275167 5% 89% 47 Search I+VECTOR Search I+VECTOR
4 SPEAKER IDENTIFICATION 1216526 8% 51% 78 Search SPEAKER+IDENTIFICATION Search SPEAKER+IDENTIFICATION
5 SPEAKER DIARIZATION 1086909 5% 79% 45 Search SPEAKER+DIARIZATION Search SPEAKER+DIARIZATION
6 FORENSIC VOICE COMPARISON 465363 2% 89% 17 Search FORENSIC+VOICE+COMPARISON Search FORENSIC+VOICE+COMPARISON
7 SPEAKER SEGMENTATION 437060 2% 71% 20 Search SPEAKER+SEGMENTATION Search SPEAKER+SEGMENTATION
8 AUTOMATIC SPEAKER RECOGNITION 323155 1% 81% 13 Search AUTOMATIC+SPEAKER+RECOGNITION Search AUTOMATIC+SPEAKER+RECOGNITION
9 LANGUAGE IDENTIFICATION 266021 2% 43% 20 Search LANGUAGE+IDENTIFICATION Search LANGUAGE+IDENTIFICATION
10 SPOKEN LANGUAGE RECOGNITION 247818 1% 90% 9 Search SPOKEN+LANGUAGE+RECOGNITION Search SPOKEN+LANGUAGE+RECOGNITION

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 KINNUNEN, T , LI, HZ , (2010) AN OVERVIEW OF TEXT-INDEPENDENT SPEAKER RECOGNITION: FROM FEATURES TO SUPERVECTORS.SPEECH COMMUNICATION. VOL. 52. ISSUE 1. P. 12 -40 78 77% 280
2 LI, HZ , MA, B , LEE, KA , (2013) SPOKEN LANGUAGE RECOGNITION: FROM FUNDAMENTALS TO PRACTICE.PROCEEDINGS OF THE IEEE. VOL. 101. ISSUE 5. P. 1136 -1159 25 60% 26
3 JAYANNA, HS , PRASANNA, SRM , (2009) ANALYSIS, FEATURE EXTRACTION, MODELING AND TESTING TECHNIQUES FOR SPEAKER RECOGNITION.IETE TECHNICAL REVIEW. VOL. 26. ISSUE 3. P. 181-190 22 76% 11
4 HANSEN, JHL , HASAN, T , (2015) SPEAKER RECOGNITION BY MACHINES AND HUMANS.IEEE SIGNAL PROCESSING MAGAZINE. VOL. 32. ISSUE 6. P. 74 -99 28 46% 7
5 ZHANG, CL , MORRISON, GS , ENZINGER, E , (2016) USE OF RELEVANT DATA, QUANTITATIVE MEASUREMENTS, AND STATISTICAL MODELS TO CALCULATE A LIKELIHOOD RATIO FOR A CHINESE FORENSIC VOICE COMPARISON CASE INVOLVING TWO SISTERS.FORENSIC SCIENCE INTERNATIONAL. VOL. 267. ISSUE . P. 115 -124 19 73% 0
6 KINNUNEN, T , SIDOROFF, I , TUONONEN, M , FRANTI, P , (2011) COMPARISON OF CLUSTERING METHODS: A CASE STUDY OF TEXT-INDEPENDENT SPEAKER MODELING.PATTERN RECOGNITION LETTERS. VOL. 32. ISSUE 13. P. 1604 -1617 26 57% 8
7 LARCHER, A , LEE, KA , MA, B , LI, HZ , (2014) TEXT-DEPENDENT SPEAKER VERIFICATION: CLASSIFIERS, DATABASES AND RSR2015.SPEECH COMMUNICATION. VOL. 60. ISSUE . P. 56 -77 19 59% 23
8 MANDASARI, MI , SAEIDI, R , VAN LEEUWEN, DA , (2015) QUALITY MEASURES BASED CALIBRATION WITH DURATION AND NOISE DEPENDENCY FOR SPEAKER RECOGNITION.SPEECH COMMUNICATION. VOL. 72. ISSUE . P. 126 -137 16 80% 1
9 FAZEL, A , CHAKRABARTTY, S , (2011) AN OVERVIEW OF STATISTICAL PATTERN RECOGNITION TECHNIQUES FOR SPEAKER VERIFICATION.IEEE CIRCUITS AND SYSTEMS MAGAZINE. VOL. 11. ISSUE 2. P. 62-81 19 70% 17
10 NEMATOLLAHI, MA , AL-HADDAD, SAR , (2016) DISTANT SPEAKER RECOGNITION: AN OVERVIEW.INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS. VOL. 13. ISSUE 2. P. - 23 55% 0

Classes with closest relation at Level 1


Rank Class id link
1 1697 SPEECH RECOGNITION//SPEAKER ADAPTATION//ROBUST SPEECH RECOGNITION
2 37553 WHISPERED SPEECH//WHISPER//WHISPERING
3 10199 VOICE CONVERSION//SPEECH SYNTHESIS//HMM BASED SPEECH SYNTHESIS
4 3494 SPEECH ENHANCEMENT//VOICE ACTIVITY DETECTION//MICROPHONE ARRAY
5 10978 AFFECTIVE COMPUTING//SPEECH EMOTION RECOGNITION//EMOTION RECOGNITION
6 6631 MUSIC INFORMATION RETRIEVAL//AUDIO CLASSIFICATION//AUDIO FINGERPRINTING
7 13003 BITE MARKS//SCIENCE & JUSTICE//BITEMARK RESEARCH
8 30006 SOCIAL SIGNAL PROCESSING//AUTOMATIC PERSONALITY PERCEPTION//AUTOMATIC PERSONALITY RECOGNITION
9 31050 ADV DIAGNOST DESIGN//DIAGNOST SERV PLANNING//AUTOMATIC SPEECH SEGMENTATION
10 37076 RUBBLIZATION//ADAPTIVE ACTIVATION FUNCTIONS//SPLINE NEURAL NETWORKS

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