Class information for:
Level 1: MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC

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
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
464 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE 16171
23007 1                   MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC 383

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MULTI CLASS CLASSIFICATION authKW 1428167 21% 21% 81
2 ERROR CORRECTING OUTPUT CODES authKW 1106307 6% 61% 22
3 ERROR CORRECTING OUTPUT CODES ECOC authKW 448012 2% 78% 7
4 EMBEDDING OF DICHOTOMIZERS authKW 329154 1% 100% 4
5 ONE VERSUS ALL authKW 329154 1% 100% 4
6 ONE VS ONE authKW 288003 2% 50% 7
7 ERROR CORRECTING OUTPUT CODING ECOC authKW 257148 1% 63% 5
8 DECOMPOSITION STRATEGIES authKW 252001 2% 44% 7
9 MIN MAX MODULAR NEURAL NETWORK authKW 246866 1% 100% 3
10 BRAIN OPERAT DEVICE address 188085 1% 57% 4

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 23184 64% 0% 246
2 Computer Science, Theory & Methods 2549 23% 0% 87
3 Engineering, Electrical & Electronic 654 26% 0% 99
4 Computer Science, Information Systems 524 10% 0% 39
5 Operations Research & Management Science 255 6% 0% 24
6 Automation & Control Systems 230 5% 0% 21
7 Computer Science, Cybernetics 174 2% 0% 8
8 Computer Science, Interdisciplinary Applications 87 5% 0% 18
9 Imaging Science & Photographic Technology 51 2% 0% 7
10 Computer Science, Software Engineering 50 3% 0% 12

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 BRAIN OPERAT DEVICE 188085 1% 57% 4
2 GRP VIS ANAL IMAGE 164577 1% 100% 2
3 IUT SRC 164577 1% 100% 2
4 WEB INFORMAT SOCIAL MANAGEMENT 164577 1% 100% 2
5 EA 2101 164573 1% 50% 4
6 BIOMTR SENSORS 82289 0% 100% 1
7 CHINESE SCIAMSS 82289 0% 100% 1
8 DIGITAL INTERPRETAT 82289 0% 100% 1
9 DIPARTIMENTO ING INFORMAZ INGN ELETTR 82289 0% 100% 1
10 EQUIPMENT ECT DEMONSTRAT 82289 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON NEURAL NETWORKS 6395 4% 1% 15
2 LECTURE NOTES IN COMPUTER SCIENCE 5035 19% 0% 74
3 NEUROCOMPUTING 4608 6% 0% 24
4 PATTERN RECOGNITION 4196 5% 0% 19
5 JOURNAL OF MACHINE LEARNING RESEARCH 4071 2% 1% 9
6 PATTERN RECOGNITION LETTERS 3991 4% 0% 17
7 PATTERN ANALYSIS AND APPLICATIONS 3901 2% 1% 6
8 NEURAL PROCESSING LETTERS 3874 2% 1% 7
9 APPLIED MATHEMATICS & INFORMATION SCIENCES 1750 1% 0% 5
10 MACHINE LEARNING 1620 1% 0% 5

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MULTI CLASS CLASSIFICATION 1428167 21% 21% 81 Search MULTI+CLASS+CLASSIFICATION Search MULTI+CLASS+CLASSIFICATION
2 ERROR CORRECTING OUTPUT CODES 1106307 6% 61% 22 Search ERROR+CORRECTING+OUTPUT+CODES Search ERROR+CORRECTING+OUTPUT+CODES
3 ERROR CORRECTING OUTPUT CODES ECOC 448012 2% 78% 7 Search ERROR+CORRECTING+OUTPUT+CODES+ECOC Search ERROR+CORRECTING+OUTPUT+CODES+ECOC
4 EMBEDDING OF DICHOTOMIZERS 329154 1% 100% 4 Search EMBEDDING+OF+DICHOTOMIZERS Search EMBEDDING+OF+DICHOTOMIZERS
5 ONE VERSUS ALL 329154 1% 100% 4 Search ONE+VERSUS+ALL Search ONE+VERSUS+ALL
6 ONE VS ONE 288003 2% 50% 7 Search ONE+VS+ONE Search ONE+VS+ONE
7 ERROR CORRECTING OUTPUT CODING ECOC 257148 1% 63% 5 Search ERROR+CORRECTING+OUTPUT+CODING+ECOC Search ERROR+CORRECTING+OUTPUT+CODING+ECOC
8 DECOMPOSITION STRATEGIES 252001 2% 44% 7 Search DECOMPOSITION+STRATEGIES Search DECOMPOSITION+STRATEGIES
9 MIN MAX MODULAR NEURAL NETWORK 246866 1% 100% 3 Search MIN+MAX+MODULAR+NEURAL+NETWORK Search MIN+MAX+MODULAR+NEURAL+NETWORK
10 ERROR CORRECTING OUTPUT CODING 188085 1% 57% 4 Search ERROR+CORRECTING+OUTPUT+CODING Search ERROR+CORRECTING+OUTPUT+CODING

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 3426 TWIN SUPPORT VECTOR MACHINE//SUPPORT VECTOR MACHINE//MULTIPLE KERNEL LEARNING
2 3424 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
3 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
4 17032 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
5 32799 REJECT OPTION//BAYES CLASSIFIERS//CONVEX SURROGATE LOSS
6 37426 STRING KERNELS//LEARNING WITH SEQUENTIAL DATA//SEQUENCE KERNELS
7 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
8 33985 POSTERIOR CLASS PROBABILITIES//ASYMMETRIC CLASSIFICATION PROBLEMS//FISHERS CLASSIFIER
9 33474 BRANCH LENGTH SIMILARITY ENTROPY//BRANCH LENGTH SIMILARITY BLS ENTROPY//ASPIDIOTUS CRYPTOMERIAE
10 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION

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