Class information for:
Level 1: MULTI DOCUMENT SUMMARIZATION//TEXT SUMMARIZATION//SUMMARIZATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
14534 764 35.5 23%


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
14534 1                   MULTI DOCUMENT SUMMARIZATION//TEXT SUMMARIZATION//SUMMARIZATION 764

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 MULTI DOCUMENT SUMMARIZATION authKW 1658203 6% 90% 46
2 TEXT SUMMARIZATION authKW 954388 5% 60% 40
3 SUMMARIZATION authKW 467645 6% 27% 43
4 DOCUMENT SUMMARIZATION authKW 444230 2% 65% 17
5 AUTOMATIC SUMMARIZATION authKW 426297 2% 67% 16
6 EXTRACTIVE SUMMARIZATION authKW 402992 1% 92% 11
7 SPEECH SUMMARIZATION authKW 371991 1% 85% 11
8 SPOKEN DOCUMENT RETRIEVAL authKW 349992 2% 52% 17
9 SENTENCE CLUSTERING authKW 323726 1% 90% 9
10 SPOKEN TERM DETECTION authKW 313324 2% 56% 14

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, Information Systems 18946 41% 0% 312
2 Computer Science, Artificial Intelligence 17875 40% 0% 305
3 Information Science & Library Science 5997 14% 0% 108
4 Computer Science, Theory & Methods 1844 14% 0% 107
5 Acoustics 1451 9% 0% 65
6 Computer Science, Software Engineering 1200 10% 0% 73
7 Computer Science, Interdisciplinary Applications 1187 11% 0% 85
8 Linguistics 868 5% 0% 41
9 Language & Linguistics 867 5% 0% 38
10 Engineering, Electrical & Electronic 613 19% 0% 142

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 INTERDISCIPLINARY LAW IT ICRI 79933 0% 100% 2
2 MOE COMPUTAT LINGUIST 58128 1% 36% 4
3 INTERDISCIPLINARY LAW IT 53287 0% 67% 2
4 SOFTWARE COMP SYST 42027 1% 12% 9
5 AAST 39966 0% 100% 1
6 CLIN MODELING TEAM 39966 0% 100% 1
7 COMP LANGUAGES COMP SYST 39966 0% 100% 1
8 COMP SCI STATCOMPUTAT LINGUIST GRP 39966 0% 100% 1
9 COMP SCI TECHNOL OOL 39966 0% 100% 1
10 COMPUTAT LINGUIST INFORMAT RETRIEVAL GRP 39966 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 INFORMATION PROCESSING & MANAGEMENT 87004 9% 3% 67
2 COMPUTATIONAL LINGUISTICS 33055 2% 4% 19
3 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 30269 4% 2% 34
4 NATURAL LANGUAGE ENGINEERING 18588 1% 5% 9
5 ACM TRANSACTIONS ON INFORMATION SYSTEMS 13090 2% 3% 13
6 COMPUTER SPEECH AND LANGUAGE 12426 2% 2% 15
7 IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 8374 1% 2% 11
8 SPEECH COMMUNICATION 6269 2% 1% 18
9 INFORMATION RETRIEVAL 5903 1% 2% 7
10 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 5761 6% 0% 49

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 MULTI DOCUMENT SUMMARIZATION 1658203 6% 90% 46 Search MULTI+DOCUMENT+SUMMARIZATION Search MULTI+DOCUMENT+SUMMARIZATION
2 TEXT SUMMARIZATION 954388 5% 60% 40 Search TEXT+SUMMARIZATION Search TEXT+SUMMARIZATION
3 SUMMARIZATION 467645 6% 27% 43 Search SUMMARIZATION Search SUMMARIZATION
4 DOCUMENT SUMMARIZATION 444230 2% 65% 17 Search DOCUMENT+SUMMARIZATION Search DOCUMENT+SUMMARIZATION
5 AUTOMATIC SUMMARIZATION 426297 2% 67% 16 Search AUTOMATIC+SUMMARIZATION Search AUTOMATIC+SUMMARIZATION
6 EXTRACTIVE SUMMARIZATION 402992 1% 92% 11 Search EXTRACTIVE+SUMMARIZATION Search EXTRACTIVE+SUMMARIZATION
7 SPEECH SUMMARIZATION 371991 1% 85% 11 Search SPEECH+SUMMARIZATION Search SPEECH+SUMMARIZATION
8 SPOKEN DOCUMENT RETRIEVAL 349992 2% 52% 17 Search SPOKEN+DOCUMENT+RETRIEVAL Search SPOKEN+DOCUMENT+RETRIEVAL
9 SENTENCE CLUSTERING 323726 1% 90% 9 Search SENTENCE+CLUSTERING Search SENTENCE+CLUSTERING
10 SPOKEN TERM DETECTION 313324 2% 56% 14 Search SPOKEN+TERM+DETECTION Search SPOKEN+TERM+DETECTION

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 GAMBHIR, M , GUPTA, V , (2017) RECENT AUTOMATIC TEXT SUMMARIZATION TECHNIQUES: A SURVEY.ARTIFICIAL INTELLIGENCE REVIEW. VOL. 47. ISSUE 1. P. 1 -66 44 81% 1
2 ALGULIYEV, RM , ALIGULIYEV, RM , ISAZADE, NR , (2015) AN UNSUPERVISED APPROACH TO GENERATING GENERIC SUMMARIES OF DOCUMENTS.APPLIED SOFT COMPUTING. VOL. 34. ISSUE . P. 236 -250 25 81% 0
3 FATTAH, MA , (2014) A HYBRID MACHINE LEARNING MODEL FOR MULTI-DOCUMENT SUMMARIZATION.APPLIED INTELLIGENCE. VOL. 40. ISSUE 4. P. 592 -600 20 91% 3
4 ALGULIEV, RM , ALIGULIYEV, RM , ISAZADE, NR , (2013) MR&MR-SUM: MAXIMUM RELEVANCE AND MINIMUM REDUNDANCY DOCUMENT SUMMARIZATION MODEL.INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING. VOL. 12. ISSUE 3. P. 361-393 28 68% 0
5 FINEGAN-DOLLAK, C , RADEV, DR , (2016) SENTENCE SIMPLIFICATION, COMPRESSION, AND DISAGGREGATION FOR SUMMARIZATION OF SOPHISTICATED DOCUMENTS.JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY. VOL. 67. ISSUE 10. P. 2437 -2453 15 100% 1
6 ALGULIEV, RM , ALIGULIYEV, RM , ISAZADE, NR , (2013) CDDS: CONSTRAINT-DRIVEN DOCUMENT SUMMARIZATION MODELS.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 40. ISSUE 2. P. 458-465 20 83% 5
7 LLORET, E , PALOMAR, M , (2012) TEXT SUMMARISATION IN PROGRESS: A LITERATURE REVIEW.ARTIFICIAL INTELLIGENCE REVIEW. VOL. 37. ISSUE 1. P. 1 -41 18 72% 37
8 YANG, GB , WEN, DW , KINSHUK , CHEN, NS , SUTINEN, E , (2015) A NOVEL CONTEXTUAL TOPIC MODEL FOR MULTI-DOCUMENT SUMMARIZATION.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 42. ISSUE 3. P. 1340 -1352 14 88% 8
9 FERREIRA, R , CABRAL, LD , FREITAS, F , LINS, RD , SILVA, GD , SIMSKE, SJ , FAVARO, L , (2014) A MULTI-DOCUMENT SUMMARIZATION SYSTEM BASED ON STATISTICS AND LINGUISTIC TREATMENT.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 41. ISSUE 13. P. 5780-5787 14 93% 9
10 LEE, LS , GLASS, J , LEE, HY , CHAN, CA , (2015) SPOKEN CONTENT RETRIEVAL-BEYOND CASCADING SPEECH RECOGNITION WITH TEXT RETRIEVAL.IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING. VOL. 23. ISSUE 9. P. 1389 -1420 29 43% 3

Classes with closest relation at Level 1


Rank Class id link
1 9301 WORDNET//WORD SENSE DISAMBIGUATION//SEMANTIC SIMILARITY
2 20316 LANGUAGE MODELING//STATISTICAL LANGUAGE MODELING//LANGUAGE MODEL ADAPTATION
3 36079 NOVELTY MINING//NOVELTY DATASET//HUMAN BOND COMMUNICATIONS
4 27914 INFORMAT SCI INTELLIGENT SYST//TRIE STRUCTURES//NATURAL LANGUAGE DICTIONARIES
5 30006 SOCIAL SIGNAL PROCESSING//AUTOMATIC PERSONALITY PERCEPTION//AUTOMATIC PERSONALITY RECOGNITION
6 25331 STRUCTURED ABSTRACTS//ELEMENT TAG NAMES//STRUCTURED ABSTRACT
7 21978 NAT LANGUAGE PROC INFORMAT SYST GRP//SEMANTIC ROLE LABELING//TIMEML
8 9249 SENTIMENT ANALYSIS//OPINION MINING//TOPIC MODEL
9 24916 CHINESE WORD SEGMENTATION//TEXT CHUNKING//PARTIAL PARSING
10 12112 CROSS LANGUAGE INFORMATION RETRIEVAL//STEMMING//INTER INFORMAT

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