Class information for:
Level 1: TREE KERNELS//RATIONAL KERNELS//STRING KERNELS

Basic class information

Class id #P Avg. number of
references
Database coverage
of references
35708 93 25.5 29%



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
35708 1                   TREE KERNELS//RATIONAL KERNELS//STRING KERNELS 93

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 TREE KERNELS authKW 1313361 4% 100% 4
2 RATIONAL KERNELS authKW 1050687 4% 80% 4
3 STRING KERNELS authKW 1050679 9% 40% 8
4 LEARNING WITH SEQUENTIAL DATA authKW 656680 2% 100% 2
5 ADAPTIVE CONSTRAINT PROPAGATION authKW 437786 2% 67% 2
6 SEQUENCE KERNELS authKW 437786 2% 67% 2
7 SEQUENCE KERNEL authKW 422148 3% 43% 3
8 AMBIGUOUS SUPERVISION authKW 328340 1% 100% 1
9 APPROXIMATELY CONTIGUOUS SEQUENCES authKW 328340 1% 100% 1
10 APPROXIMATING KERNELS authKW 328340 1% 100% 1

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 5563 63% 0% 59
2 Computer Science, Information Systems 444 18% 0% 17
3 Computer Science, Theory & Methods 442 19% 0% 18
4 Automation & Control Systems 347 13% 0% 12
5 Computer Science, Software Engineering 42 5% 0% 5
6 Engineering, Electrical & Electronic 30 13% 0% 12
7 Computer Science, Interdisciplinary Applications 17 4% 0% 4
8 Information Science & Library Science 14 2% 0% 2
9 Computer Science, Cybernetics 10 1% 0% 1
10 Statistics & Probability 4 2% 0% 2

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 COMP SECUR GRP 1 328340 1% 100% 1
2 INFORMAT ASSURANCE BRANCH 328340 1% 100% 1
3 INTELLIGENT DATA ANAL 1 328340 1% 100% 1
4 IP VOICE SERV 328340 1% 100% 1
5 CIUTAT POLITECN INNOVACIO 164169 1% 50% 1
6 GRP M2SF 82084 1% 25% 1
7 ITC IRST 52531 2% 8% 2
8 MASDAR SCI TECHNOL 36480 1% 11% 1
9 SERV INFRASTRUCT 36480 1% 11% 1
10 EQUIPE CMAO 32832 1% 10% 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 JOURNAL OF MACHINE LEARNING RESEARCH 20947 11% 1% 10
2 DATA MINING AND KNOWLEDGE DISCOVERY 5071 3% 1% 3
3 KNOWLEDGE AND INFORMATION SYSTEMS 2800 3% 0% 3
4 STATISTICAL ANALYSIS AND DATA MINING 2625 1% 1% 1
5 WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 1773 1% 1% 1
6 JOURNAL OF WEB ENGINEERING 1682 1% 1% 1
7 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 1606 10% 0% 9
8 INTERNATIONAL JOURNAL OF FOUNDATIONS OF COMPUTER SCIENCE 1384 2% 0% 2
9 INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION 1286 1% 0% 1
10 MACHINE LEARNING 1059 2% 0% 2

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 TREE KERNELS 1313361 4% 100% 4 Search TREE+KERNELS Search TREE+KERNELS
2 RATIONAL KERNELS 1050687 4% 80% 4 Search RATIONAL+KERNELS Search RATIONAL+KERNELS
3 STRING KERNELS 1050679 9% 40% 8 Search STRING+KERNELS Search STRING+KERNELS
4 LEARNING WITH SEQUENTIAL DATA 656680 2% 100% 2 Search LEARNING+WITH+SEQUENTIAL+DATA Search LEARNING+WITH+SEQUENTIAL+DATA
5 ADAPTIVE CONSTRAINT PROPAGATION 437786 2% 67% 2 Search ADAPTIVE+CONSTRAINT+PROPAGATION Search ADAPTIVE+CONSTRAINT+PROPAGATION
6 SEQUENCE KERNELS 437786 2% 67% 2 Search SEQUENCE+KERNELS Search SEQUENCE+KERNELS
7 SEQUENCE KERNEL 422148 3% 43% 3 Search SEQUENCE+KERNEL Search SEQUENCE+KERNEL
8 AMBIGUOUS SUPERVISION 328340 1% 100% 1 Search AMBIGUOUS+SUPERVISION Search AMBIGUOUS+SUPERVISION
9 APPROXIMATELY CONTIGUOUS SEQUENCES 328340 1% 100% 1 Search APPROXIMATELY+CONTIGUOUS+SEQUENCES Search APPROXIMATELY+CONTIGUOUS+SEQUENCES
10 APPROXIMATING KERNELS 328340 1% 100% 1 Search APPROXIMATING+KERNELS Search APPROXIMATING+KERNELS

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 YIN, CH , TIAN, SF , MU, SM , SHAO, C , (2008) EFFICIENT COMPUTATIONS OF GAPPED STRING KERNELS BASED ON SUFFIX KERNEL.NEUROCOMPUTING. VOL. 71. ISSUE 4-6. P. 944-962 6 67% 2
2 CANCEDDA, N , MAHE, P , (2009) FACTORED SEQUENCE KERNELS.NEUROCOMPUTING. VOL. 72. ISSUE 7-9. P. 1407-1413 3 100% 6
3 YIN, CH , TIAN, SF , MU, SM , (2006) A FAST BIT-PARALLEL ALGORITHM FOR GAPPED STRING KERNELS.NEURAL INFORMATION PROCESSING, PT 1, PROCEEDINGS. VOL. 4232. ISSUE . P. 634-641 4 80% 0
4 RIECK, K , WRESSNEGGER, C , BIKADOROV, A , (2012) SALLY: A TOOL FOR EMBEDDING STRINGS IN VECTOR SPACES.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 13. ISSUE . P. 3247-3251 4 67% 1
5 TSIVTSIVADZE, E , PAHIKKALA, T , BOBERG, J , SALAKOSKI, T , (2009) LOCALITY KERNELS FOR SEQUENTIAL DATA AND THEIR APPLICATIONS TO PARSE RANKING.APPLIED INTELLIGENCE. VOL. 31. ISSUE 1. P. 81 -88 4 67% 1
6 WANG, TH , ZHONG, J , CHEN, JT , HU, Q , (2015) COMPOSITE KERNELS FOR AUTOMATIC WORD SENSE DISAMBIGUATION.JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE. VOL. 12. ISSUE 4. P. 619 -623 5 45% 0
7 GIULIANO, C , GLIOZZO, AM , STRAPPARAVA, C , (2009) KERNEL METHODS FOR MINIMALLY SUPERVISED WSD.COMPUTATIONAL LINGUISTICS. VOL. 35. ISSUE 4. P. 513-528 3 75% 6
8 TIAN, SF , MU, SM , YIN, CH , (2007) SEQUENCE-SIMILARITY KERNELS FOR SVMS TO DETECT ANOMALIES IN SYSTEM CALLS.NEUROCOMPUTING. VOL. 70. ISSUE 4-6. P. 859 -866 4 57% 5
9 RIECK, K , WRESSNEGGER, C , (2016) HARRY: A TOOL FOR MEASURING STRING SIMILARITY.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 17. ISSUE . P. - 3 60% 0
10 HAN, XW , YU, M , ZHU, CH , ZHAO, TJ , (2010) A SEQUENCE KERNEL METHOD FOR CHINESE SUBCATEGORIZATION ANALYSIS.CHINESE JOURNAL OF ELECTRONICS. VOL. 19. ISSUE 3. P. 414-418 2 100% 0

Classes with closest relation at Level 1



Rank Class id link
1 11493 TEXT CATEGORIZATION//TEXT CLASSIFICATION//SPAM FILTERING
2 9301 WORDNET//WORD SENSE DISAMBIGUATION//SEMANTIC SIMILARITY
3 24176 NAUCHNO-TEKHNICHESKAYA INFORMATSIYA SERIYA 2-INFORMATSIONNYE PROTSESSY I SISTEMY//SPELLING ERROR CORRECTION//DIACRITIZATION
4 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
5 18232 LATENT SEMANTIC INDEXING//SEMIDISCRETE DECOMPOSITION//LATENT SEMANTIC ANALYSIS
6 32030 NORMALIZED COMPRESSION DISTANCE//WORD REMOVAL//INFORMATION DISTANCE
7 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION
8 21978 NAT LANGUAGE PROC INFORMAT SYST GRP//SEMANTIC ROLE LABELING//TIMEML
9 12112 CROSS LANGUAGE INFORMATION RETRIEVAL//STEMMING//INTER INFORMAT
10 7457 INTRUSION DETECTION//INTRUSION DETECTION SYSTEM//ALERT CORRELATION

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