Class information for:
Level 1: REJECT OPTION//BAYES CLASSIFIERS//CONVEX SURROGATE LOSS

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
32799 1                   REJECT OPTION//BAYES CLASSIFIERS//CONVEX SURROGATE LOSS 147

Terms with highest relevance score



rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 REJECT OPTION authKW 753002 8% 29% 12
2 BAYES CLASSIFIERS authKW 643204 2% 100% 3
3 CONVEX SURROGATE LOSS authKW 643204 2% 100% 3
4 REJECT OPTIONS authKW 643204 2% 100% 3
5 CLASSIFICATION WITH A REJECT OPTION authKW 482401 2% 75% 3
6 CLASS SELECTIVE REJECTION authKW 285867 1% 67% 2
7 MARGIN CONDITION authKW 275655 2% 43% 3
8 1 VS SET MACHINE authKW 214401 1% 100% 1
9 ABSTAINING CLASSIFIER authKW 214401 1% 100% 1
10 ALIGNMENT NETWORK authKW 214401 1% 100% 1

Web of Science journal categories



chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 3431 40% 0% 59
2 Remote Sensing 779 10% 0% 15
3 Imaging Science & Photographic Technology 735 10% 0% 15
4 Engineering, Electrical & Electronic 443 33% 0% 49
5 Computer Science, Theory & Methods 301 13% 0% 19
6 Statistics & Probability 204 10% 0% 14
7 Geography 187 5% 0% 8
8 Mathematical & Computational Biology 115 5% 0% 8
9 Computer Science, Cybernetics 64 2% 0% 3
10 Automation & Control Systems 46 4% 0% 6

Address terms



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 CEMAT MATH 214401 1% 100% 1
2 ELECT ENGN COMP FEEC 214401 1% 100% 1
3 GEN DIRECT SPATIAL ENVIRONM POLICY 214401 1% 100% 1
4 INFORMAT MED BIOINFORMAT LIMBIO 214401 1% 100% 1
5 MED BIOMED SIMULAT OURCE 214401 1% 100% 1
6 MED BIOMED SIMULATION OURCE 214401 1% 100% 1
7 RECH CORDELIER 214401 1% 100% 1
8 UMR 6599 CNRS 214401 1% 100% 1
9 HLTH ANESTHESIOL 107200 1% 50% 1
10 DIPARTIMENTO AUTOMAZ ELETTROMAGNET INGN INFORMAZ 107198 1% 25% 2

Journals



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SURVEYING AND MAPPING 11909 1% 6% 1
2 PATTERN RECOGNITION 9865 12% 0% 18
3 AMERICAN CARTOGRAPHER 7203 1% 2% 2
4 INFORMATION SCIENCES-APPLICATIONS 5793 1% 3% 1
5 CARTOGRAPHY AND GEOGRAPHIC INFORMATION SYSTEMS 3513 1% 2% 1
6 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2891 5% 0% 8
7 JOURNAL OF APPLIED PHOTOGRAPHIC ENGINEERING 2164 1% 1% 1
8 PATTERN RECOGNITION LETTERS 1764 5% 0% 7
9 INTERNATIONAL JOURNAL OF GENERAL SYSTEMS 1763 2% 0% 3
10 JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS 1467 1% 0% 2

Author Key Words



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 REJECT OPTION 753002 8% 29% 12 Search REJECT+OPTION Search REJECT+OPTION
2 BAYES CLASSIFIERS 643204 2% 100% 3 Search BAYES+CLASSIFIERS Search BAYES+CLASSIFIERS
3 CONVEX SURROGATE LOSS 643204 2% 100% 3 Search CONVEX+SURROGATE+LOSS Search CONVEX+SURROGATE+LOSS
4 REJECT OPTIONS 643204 2% 100% 3 Search REJECT+OPTIONS Search REJECT+OPTIONS
5 CLASSIFICATION WITH A REJECT OPTION 482401 2% 75% 3 Search CLASSIFICATION+WITH+A+REJECT+OPTION Search CLASSIFICATION+WITH+A+REJECT+OPTION
6 CLASS SELECTIVE REJECTION 285867 1% 67% 2 Search CLASS+SELECTIVE+REJECTION Search CLASS+SELECTIVE+REJECTION
7 MARGIN CONDITION 275655 2% 43% 3 Search MARGIN+CONDITION Search MARGIN+CONDITION
8 1 VS SET MACHINE 214401 1% 100% 1 Search 1+VS+SET+MACHINE Search 1+VS+SET+MACHINE
9 ABSTAINING CLASSIFIER 214401 1% 100% 1 Search ABSTAINING+CLASSIFIER Search ABSTAINING+CLASSIFIER
10 ALIGNMENT NETWORK 214401 1% 100% 1 Search ALIGNMENT+NETWORK Search ALIGNMENT+NETWORK

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 32363 LOGICAL ANALYSIS OF DATA//LOGICAL ANALYSIS OF DATA LAD//MONOTONE CLASSIFICATION
2 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
3 23007 MULTI CLASS CLASSIFICATION//ERROR CORRECTING OUTPUT CODES//ERROR CORRECTING OUTPUT CODES ECOC
4 34926 BANKNOTE RECOGNITION//PAPER CURRENCY RECOGNITION//COUNTERFEIT COINS
5 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
6 35265 DARK MATTER WAVES//ACOUSTICAL TRANSFER FUNCTION MEASUREMENT//AQUEOUS IONIC RADII
7 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
8 36115 OVERLAPPING COEFFICIENT//MORISITAS MEASURE//PROPORTION OF SIMILAR RESPONSES
9 38763 ARTIFICIAL COLOR//MARGIN SETTING//ADV EMBEDDED COMP
10 23704 RESUBSTITUTION//ACTUAL ERROR RATE//MINIMUM MEAN SQUARE ESTIMATION

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