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

Basic class information
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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
31 3       COMPUTER SCIENCE, SOFTWARE ENGINEERING//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 113161
355 2             RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//INFORMATION PROCESSING & MANAGEMENT 17972
15553 1                   MULTI DOCUMENT SUMMARIZATION//TEXT SUMMARIZATION//AUTOMATIC SUMMARIZATION 733

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MULTI DOCUMENT SUMMARIZATION authKW 1834470 7% 89% 48
2 TEXT SUMMARIZATION authKW 1152126 6% 62% 43
3 AUTOMATIC SUMMARIZATION authKW 517729 2% 71% 17
4 EXTRACTIVE SUMMARIZATION authKW 476258 2% 92% 12
5 DOCUMENT SUMMARIZATION authKW 460200 2% 63% 17
6 TOPIC SEGMENTATION authKW 454137 2% 81% 13
7 SUMMARIZATION authKW 408668 5% 24% 39
8 SENTENCE CLUSTERING authKW 390868 1% 91% 10
9 SPEECH SUMMARIZATION authKW 330731 1% 77% 10
10 SENTENCE EXTRACTION authKW 263347 1% 88% 7

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 19404 43% 0% 313
2 Computer Science, Information Systems 19173 42% 0% 310
3 Information Science & Library Science 6605 15% 0% 110
4 Computer Science, Theory & Methods 1755 14% 0% 102
5 Computer Science, Software Engineering 1296 10% 0% 74
6 Language & Linguistics 1010 5% 0% 40
7 Linguistics 991 6% 0% 43
8 Computer Science, Interdisciplinary Applications 890 10% 0% 73
9 Operations Research & Management Science 777 8% 0% 57
10 Engineering, Electrical & Electronic 491 17% 0% 127

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INTERDISCIPLINARY LAW IT ICRI 85991 0% 100% 2
2 INTERDISCIPLINARY LAW IT 57326 0% 67% 2
3 AAST 42996 0% 100% 1
4 BIOSTATIST HLTH INFORMAT 42996 0% 100% 1
5 CLIN MODELING TEAM 42996 0% 100% 1
6 COMP SCI ARTIFICIAL INTELLIGENCE GRP 42996 0% 100% 1
7 COMP SCI STATCOMPUTAT LINGUIST GRP 42996 0% 100% 1
8 COMP SCI TECHNOL OOL 42996 0% 100% 1
9 COMP TECHNOL N KAZANTZAKI 42996 0% 100% 1
10 COMPUTAT LINGUIST INFORMAT RETRIEVAL GRP 42996 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INFORMATION PROCESSING & MANAGEMENT 97344 9% 3% 69
2 COMPUTATIONAL LINGUISTICS 37760 3% 4% 20
3 NATURAL LANGUAGE ENGINEERING 17572 1% 5% 9
4 EXPERT SYSTEMS WITH APPLICATIONS 9365 7% 0% 49
5 IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 9111 2% 1% 18
6 ACM TRANSACTIONS ON INFORMATION SYSTEMS 7913 1% 2% 10
7 INFORMATION RETRIEVAL 6351 1% 2% 7
8 LANGUAGE RESOURCES AND EVALUATION 6256 1% 2% 7
9 IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING 6096 1% 1% 10
10 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 5590 1% 1% 9

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MULTI DOCUMENT SUMMARIZATION 1834470 7% 89% 48 Search MULTI+DOCUMENT+SUMMARIZATION Search MULTI+DOCUMENT+SUMMARIZATION
2 TEXT SUMMARIZATION 1152126 6% 62% 43 Search TEXT+SUMMARIZATION Search TEXT+SUMMARIZATION
3 AUTOMATIC SUMMARIZATION 517729 2% 71% 17 Search AUTOMATIC+SUMMARIZATION Search AUTOMATIC+SUMMARIZATION
4 EXTRACTIVE SUMMARIZATION 476258 2% 92% 12 Search EXTRACTIVE+SUMMARIZATION Search EXTRACTIVE+SUMMARIZATION
5 DOCUMENT SUMMARIZATION 460200 2% 63% 17 Search DOCUMENT+SUMMARIZATION Search DOCUMENT+SUMMARIZATION
6 TOPIC SEGMENTATION 454137 2% 81% 13 Search TOPIC+SEGMENTATION Search TOPIC+SEGMENTATION
7 SUMMARIZATION 408668 5% 24% 39 Search SUMMARIZATION Search SUMMARIZATION
8 SENTENCE CLUSTERING 390868 1% 91% 10 Search SENTENCE+CLUSTERING Search SENTENCE+CLUSTERING
9 SPEECH SUMMARIZATION 330731 1% 77% 10 Search SPEECH+SUMMARIZATION Search SPEECH+SUMMARIZATION
10 SENTENCE EXTRACTION 263347 1% 88% 7 Search SENTENCE+EXTRACTION Search SENTENCE+EXTRACTION

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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 26832 ELEMENT TAG NAMES//STRUCTURED ABSTRACT//ABSTRACT
2 29008 INFORMAT SCI INTELLIGENT SYST//TRIE STRUCTURES//NATURAL LANGUAGE DICTIONARIES
3 8659 SEMANTIC SIMILARITY//WORD SENSE DISAMBIGUATION//WORDNET
4 33336 DOMINANCE MODELING//EXPERIENCE CAPTURING//SMALL GROUP INTERACTIONS
5 27677 CHINESE WORD SEGMENTATION//ALLERGOL IMMUNOL SERV//ASSOCIATE CONSTRAINT NETWORK
6 13623 TEXT CATEGORIZATION//TEXT CLASSIFICATION//TERM WEIGHTING
7 28287 TEXT PLANNING//NATURAL LANGUAGE GENERATION//GRAPHICS GENERATION
8 16262 STATISTICAL MACHINE TRANSLATION//MACHINE TRANSLATION//COMPUTATIONAL LINGUISTICS
9 18351 PRONOUN RESOLUTION//IMPLICIT CAUSALITY//REPEATED NAME PENALTY
10 34343 KEYPHRASE EXTRACTION//DEWEY DECIMAL CLASSIFICATION DDC//GRAPH BASED KEYWORD EXTRACTION

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