Class information for:
Level 1: LANGUAGE MODELING//STATISTICAL LANGUAGE MODELING//LANGUAGE MODEL ADAPTATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
20316 466 31.4 21%


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
20 3       COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, SOFTWARE ENGINEERING 118625
164 2             RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 22632
20316 1                   LANGUAGE MODELING//STATISTICAL LANGUAGE MODELING//LANGUAGE MODEL ADAPTATION 466

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 LANGUAGE MODELING authKW 1105705 14% 25% 67
2 STATISTICAL LANGUAGE MODELING authKW 336975 3% 43% 12
3 LANGUAGE MODEL ADAPTATION authKW 322581 2% 62% 8
4 COMPUTER SPEECH AND LANGUAGE journal 294760 12% 8% 57
5 WORD CLUSTERING authKW 246974 2% 54% 7
6 NEURAL NETWORK LANGUAGE MODEL authKW 209680 1% 80% 4
7 DISCRIMINATIVE LANGUAGE MODEL authKW 196577 1% 100% 3
8 ABT COMP LINGUIST address 147431 1% 75% 3
9 CONTINUOUS SPACE LANGUAGE MODEL authKW 131051 0% 100% 2
10 HYBRID LANGUAGE MODEL authKW 131051 0% 100% 2

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 Computer Science, Artificial Intelligence 16478 49% 0% 228
2 Acoustics 3666 17% 0% 79
3 Language & Linguistics 2267 10% 0% 47
4 Linguistics 2214 11% 0% 50
5 Computer Science, Interdisciplinary Applications 1623 16% 0% 76
6 Computer Science, Information Systems 1265 14% 0% 65
7 Engineering, Electrical & Electronic 738 25% 0% 116
8 Computer Science, Software Engineering 553 8% 0% 39
9 Computer Science, Theory & Methods 394 9% 0% 40
10 Computer Science, Hardware & Architecture 51 2% 0% 10

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 ABT COMP LINGUIST 147431 1% 75% 3
2 SPEECH TECHNOL MEDIA ACCES 131051 0% 100% 2
3 LINGUIST PHILOL 108303 2% 18% 9
4 LANGUAGE SPEECH PROC 99264 2% 15% 10
5 SPOKEN LANGUAGE GRP 98285 1% 50% 3
6 ALGORITHMS ENGN GRP 65526 0% 100% 1
7 CNRS HEUDIASYC UMR 7253 65526 0% 100% 1
8 COMMUNITY KNOWLEDGE 65526 0% 100% 1
9 CONVERSAT UNDERSTANDING SCI 65526 0% 100% 1
10 CREATEIT PL 65526 0% 100% 1

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 COMPUTER SPEECH AND LANGUAGE 294760 12% 8% 57
2 COMPUTATIONAL LINGUISTICS 101546 6% 6% 26
3 NATURAL LANGUAGE ENGINEERING 84704 3% 9% 15
4 IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 32844 4% 3% 17
5 SPEECH COMMUNICATION 28652 6% 1% 30
6 LANGUAGE RESOURCES AND EVALUATION 25974 2% 4% 11
7 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 22714 5% 2% 23
8 IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING 7726 2% 1% 10
9 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 7312 9% 0% 43
10 EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING 5969 1% 2% 5

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 LANGUAGE MODELING 1105705 14% 25% 67 Search LANGUAGE+MODELING Search LANGUAGE+MODELING
2 STATISTICAL LANGUAGE MODELING 336975 3% 43% 12 Search STATISTICAL+LANGUAGE+MODELING Search STATISTICAL+LANGUAGE+MODELING
3 LANGUAGE MODEL ADAPTATION 322581 2% 62% 8 Search LANGUAGE+MODEL+ADAPTATION Search LANGUAGE+MODEL+ADAPTATION
4 WORD CLUSTERING 246974 2% 54% 7 Search WORD+CLUSTERING Search WORD+CLUSTERING
5 NEURAL NETWORK LANGUAGE MODEL 209680 1% 80% 4 Search NEURAL+NETWORK+LANGUAGE+MODEL Search NEURAL+NETWORK+LANGUAGE+MODEL
6 DISCRIMINATIVE LANGUAGE MODEL 196577 1% 100% 3 Search DISCRIMINATIVE+LANGUAGE+MODEL Search DISCRIMINATIVE+LANGUAGE+MODEL
7 CONTINUOUS SPACE LANGUAGE MODEL 131051 0% 100% 2 Search CONTINUOUS+SPACE+LANGUAGE+MODEL Search CONTINUOUS+SPACE+LANGUAGE+MODEL
8 HYBRID LANGUAGE MODEL 131051 0% 100% 2 Search HYBRID+LANGUAGE+MODEL Search HYBRID+LANGUAGE+MODEL
9 MINIMUM PERPLEXITY 131051 0% 100% 2 Search MINIMUM+PERPLEXITY Search MINIMUM+PERPLEXITY
10 MULTISPAN INTEGRATION 131051 0% 100% 2 Search MULTISPAN+INTEGRATION Search MULTISPAN+INTEGRATION

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 SAK, H , SARACLAR, M , GUNGOR, T , (2012) MORPHOLEXICAL AND DISCRIMINATIVE LANGUAGE MODELS FOR TURKISH AUTOMATIC SPEECH RECOGNITION.IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 20. ISSUE 8. P. 2341 -2351 14 93% 8
2 ARISOY, E , SARACLAR, M , ROARK, B , SHAFRAN, I , (2012) DISCRIMINATIVE LANGUAGE MODELING WITH LINGUISTIC AND STATISTICALLY DERIVED FEATURES.IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 20. ISSUE 2. P. 540 -550 15 83% 8
3 FANG, H , OSTENDORF, M , BAUMANN, P , PIERREHUMBERT, J , (2015) EXPONENTIAL LANGUAGE MODELING USING MORPHOLOGICAL FEATURES AND MULTI-TASK LEARNING.IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 23. ISSUE 12. P. 2410 -2421 10 91% 1
4 DIKICI, E , SARACLAR, M , (2016) SEMI-SUPERVISED AND UNSUPERVISED DISCRIMINATIVE LANGUAGE MODEL TRAINING FOR AUTOMATIC SPEECH RECOGNITION.SPEECH COMMUNICATION. VOL. 83. ISSUE . P. 54 -63 10 77% 0
5 PETER, M , ZOLTAN, T , BALAZS, T , BOTTYAN, N , TIBOR, F , (2010) IMPROVED RECOGNITION OF SPONTANEOUS HUNGARIAN SPEECH-MORPHOLOGICAL AND ACOUSTIC MODELING TECHNIQUES FOR A LESS RESOURCED TASK.IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 18. ISSUE 6. P. 1588 -1600 8 100% 8
6 HIRSIMAKI, T , PYLKKONEN, J , KURIMO, M , (2009) IMPORTANCE OF HIGH-ORDER N-GRAM MODELS IN MORPH-BASED SPEECH RECOGNITION.IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 17. ISSUE 4. P. 724 -732 8 100% 14
7 TAN, M , ZHOU, WL , ZHENG, L , WANG, SJ , (2012) A SCALABLE DISTRIBUTED SYNTACTIC, SEMANTIC, AND LEXICAL LANGUAGE MODEL.COMPUTATIONAL LINGUISTICS. VOL. 38. ISSUE 3. P. 631 -671 12 57% 0
8 DONAJ, G , KACIC, Z , (2017) CONTEXT-DEPENDENT FACTORED LANGUAGE MODELS.EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING. VOL. . ISSUE . P. 1 -16 6 100% 0
9 SMYWINSKI-POHL, A , ZIOLKO, B , (2016) APPLICATION OF MORPHOSYNTACTIC AND CLASS-BASED LANGUAGE MODELS IN AUTOMATIC SPEECH RECOGNITION OF POLISH.INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS. VOL. 25. ISSUE 2. P. - 7 88% 0
10 ROSENFELD, R , (2000) TWO DECADES OF STATISTICAL LANGUAGE MODELING: WHERE DO WE GO FROM HERE?.PROCEEDINGS OF THE IEEE. VOL. 88. ISSUE 8. P. 1270 -1278 10 77% 135

Classes with closest relation at Level 1


Rank Class id link
1 23266 STATISTICAL MACHINE TRANSLATION//MACHINE TRANSLATION//WORD ALIGNMENT
2 15021 SPOKEN DIALOGUE SYSTEMS//SPOKEN DIALOG SYSTEMS//DIALOGUE MANAGEMENT
3 21978 NAT LANGUAGE PROC INFORMAT SYST GRP//SEMANTIC ROLE LABELING//TIMEML
4 1697 SPEECH RECOGNITION//SPEAKER ADAPTATION//ROBUST SPEECH RECOGNITION
5 24916 CHINESE WORD SEGMENTATION//TEXT CHUNKING//PARTIAL PARSING
6 36168 MODAL LOGIC OF SUBSET SPACES//RACAI//TOPOLOGICAL REASONING
7 34293 SPOKEN QUERY PROCESSING//ABBREVIATOR//ADVANCED INTERFACES
8 14534 MULTI DOCUMENT SUMMARIZATION//TEXT SUMMARIZATION//SUMMARIZATION
9 18232 LATENT SEMANTIC INDEXING//SEMIDISCRETE DECOMPOSITION//LATENT SEMANTIC ANALYSIS
10 9301 WORDNET//WORD SENSE DISAMBIGUATION//SEMANTIC SIMILARITY

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