Class information for: |
Basic class information |
Class id | #P | Avg. number of references |
Database coverage of references |
---|---|---|---|
211 | 51632 | 27.3 | 44% |
Hierarchy of classes |
The table includes all classes above and classes immediately below the current class. |
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 | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | WoSSC | 1502792 | 44% | 11% | 22951 |
2 | IEEE TRANSACTIONS ON NEURAL NETWORKS | journal | 426188 | 3% | 50% | 1446 |
3 | DATA MINING | authKW | 356566 | 4% | 28% | 2184 |
4 | NEUROCOMPUTING | journal | 310240 | 4% | 24% | 2252 |
5 | NEURAL NETWORKS | journal | 257968 | 2% | 37% | 1176 |
6 | FEATURE SELECTION | authKW | 206793 | 2% | 30% | 1166 |
7 | BLIND SOURCE SEPARATION | authKW | 192788 | 1% | 61% | 538 |
8 | LECTURE NOTES IN ARTIFICIAL INTELLIGENCE | journal | 176883 | 4% | 14% | 2241 |
9 | SUPPORT VECTOR MACHINE | authKW | 162556 | 3% | 20% | 1432 |
10 | MACHINE LEARNING | journal | 159806 | 1% | 47% | 580 |
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 | 1502792 | 44% | 11% | 22951 |
2 | Computer Science, Theory & Methods | 98573 | 13% | 3% | 6473 |
3 | Computer Science, Information Systems | 87456 | 11% | 3% | 5759 |
4 | Engineering, Electrical & Electronic | 64126 | 22% | 1% | 11559 |
5 | Operations Research & Management Science | 28242 | 6% | 2% | 2957 |
6 | Computer Science, Cybernetics | 25930 | 2% | 4% | 1124 |
7 | Computer Science, Interdisciplinary Applications | 20478 | 6% | 1% | 3081 |
8 | Automation & Control Systems | 16940 | 4% | 2% | 2128 |
9 | Computer Science, Hardware & Architecture | 12761 | 3% | 2% | 1591 |
10 | Statistics & Probability | 9991 | 4% | 1% | 2021 |
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 SCI | 105938 | 10% | 4% | 5396 |
2 | COMP SCI ENGN | 50236 | 3% | 5% | 1784 |
3 | COMP SCI TECHNOL | 29317 | 2% | 6% | 890 |
4 | COMP ENGN | 26830 | 2% | 5% | 947 |
5 | NEURAL NETWORKS | 23966 | 0% | 52% | 79 |
6 | INFORMAT MANAGEMENT | 18479 | 1% | 6% | 560 |
7 | COMPUTAT INTELLIGENCE | 16798 | 0% | 22% | 132 |
8 | NOVEL SOFTWARE TECHNOL | 15894 | 0% | 32% | 85 |
9 | COMP SCI INFORMAT ENGN | 15776 | 1% | 5% | 555 |
10 | COMP SCI NUMER ANAL | 15447 | 0% | 42% | 62 |
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 NEURAL NETWORKS | 426188 | 3% | 50% | 1446 |
2 | NEUROCOMPUTING | 310240 | 4% | 24% | 2252 |
3 | NEURAL NETWORKS | 257968 | 2% | 37% | 1176 |
4 | LECTURE NOTES IN ARTIFICIAL INTELLIGENCE | 176883 | 4% | 14% | 2241 |
5 | MACHINE LEARNING | 159806 | 1% | 47% | 580 |
6 | EXPERT SYSTEMS WITH APPLICATIONS | 130429 | 3% | 15% | 1540 |
7 | NEURAL PROCESSING LETTERS | 116024 | 1% | 45% | 439 |
8 | JOURNAL OF MACHINE LEARNING RESEARCH | 114388 | 1% | 35% | 553 |
9 | NEURAL COMPUTATION | 113078 | 1% | 28% | 697 |
10 | LECTURE NOTES IN COMPUTER SCIENCE | 87186 | 7% | 4% | 3726 |
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 | DATA MINING | 356566 | 4% | 28% | 2184 | Search DATA+MINING | Search DATA+MINING |
2 | NEURAL NETWORKS | 225614 | 6% | 13% | 2955 | Search NEURAL+NETWORKS | Search NEURAL+NETWORKS |
3 | FEATURE SELECTION | 206793 | 2% | 30% | 1166 | Search FEATURE+SELECTION | Search FEATURE+SELECTION |
4 | BLIND SOURCE SEPARATION | 192788 | 1% | 61% | 538 | Search BLIND+SOURCE+SEPARATION | Search BLIND+SOURCE+SEPARATION |
5 | SUPPORT VECTOR MACHINE | 162556 | 3% | 20% | 1432 | Search SUPPORT+VECTOR+MACHINE | Search SUPPORT+VECTOR+MACHINE |
6 | ASSOCIATION RULES | 132402 | 1% | 53% | 428 | Search ASSOCIATION+RULES | Search ASSOCIATION+RULES |
7 | EXTREME LEARNING MACHINE | 124965 | 1% | 56% | 383 | Search EXTREME+LEARNING+MACHINE | Search EXTREME+LEARNING+MACHINE |
8 | CLUSTERING | 117546 | 3% | 16% | 1310 | Search CLUSTERING | Search CLUSTERING |
9 | CLASSIFICATION | 111351 | 4% | 10% | 1969 | Search CLASSIFICATION | Search CLASSIFICATION |
10 | MACHINE LEARNING | 86729 | 2% | 14% | 1052 | Search MACHINE+LEARNING | Search MACHINE+LEARNING |
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 | HUANG, G , HUANG, GB , SONG, SJ , YOU, KY , (2015) TRENDS IN EXTREME LEARNING MACHINES: A REVIEW.NEURAL NETWORKS. VOL. 61. ISSUE . P. 32 -48 | 112 | 69% | 149 |
2 | HUANG, GB , WANG, DH , LAN, Y , (2011) EXTREME LEARNING MACHINES: A SURVEY.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. VOL. 2. ISSUE 2. P. 107 -122 | 57 | 89% | 534 |
3 | GARCIA, S , DERRAC, J , CANO, JR , HERRERA, F , (2012) PROTOTYPE SELECTION FOR NEAREST NEIGHBOR CLASSIFICATION: TAXONOMY AND EMPIRICAL STUDY.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 34. ISSUE 3. P. 417 -435 | 76 | 90% | 137 |
4 | WOZNIAK, M , GRANA, M , CORCHADO, E , (2014) A SURVEY OF MULTIPLE CLASSIFIER SYSTEMS AS HYBRID SYSTEMS.INFORMATION FUSION. VOL. 16. ISSUE . P. 3 -17 | 86 | 62% | 112 |
5 | CARRIZOSA, E , MORALES, DR , (2013) SUPERVISED CLASSIFICATION AND MATHEMATICAL OPTIMIZATION.COMPUTERS & OPERATIONS RESEARCH. VOL. 40. ISSUE 1. P. 150 -165 | 120 | 73% | 14 |
6 | GARCIA, S , LUENGO, J , HERRERA, F , (2016) TUTORIAL ON PRACTICAL TIPS OF THE MOST INFLUENTIAL DATA PREPROCESSING ALGORITHMS IN DATA MINING.KNOWLEDGE-BASED SYSTEMS. VOL. 98. ISSUE . P. 1 -29 | 90 | 79% | 3 |
7 | XU, R , WUNSCH, D , (2005) SURVEY OF CLUSTERING ALGORITHMS.IEEE TRANSACTIONS ON NEURAL NETWORKS. VOL. 16. ISSUE 3. P. 645 -678 | 81 | 52% | 1522 |
8 | DU, KL , (2010) CLUSTERING: A NEURAL NETWORK APPROACH.NEURAL NETWORKS. VOL. 23. ISSUE 1. P. 89 -107 | 103 | 73% | 65 |
9 | LOH, WY , (2014) FIFTY YEARS OF CLASSIFICATION AND REGRESSION TREES.INTERNATIONAL STATISTICAL REVIEW. VOL. 82. ISSUE 3. P. 329 -348 | 81 | 84% | 19 |
10 | BOLON-CANEDO, V , SANCHEZ-MARONO, N , ALONSO-BETANZOS, A , BENITEZ, JM , HERRERA, F , (2014) A REVIEW OF MICROARRAY DATASETS AND APPLIED FEATURE SELECTION METHODS.INFORMATION SCIENCES. VOL. 282. ISSUE . P. 111 -135 | 70 | 81% | 44 |
Classes with closest relation at Level 3 |