Class information for:
Level 1: REJECT OPTIONS//REJECT OPTION//CHOWS RULE

Basic class information

Class id #P Avg. number of
references
Database coverage
of references
31923 146 25.0 37%



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
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
31923 1                   REJECT OPTIONS//REJECT OPTION//CHOWS RULE 146

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 REJECT OPTIONS authKW 627442 2% 100% 3
2 REJECT OPTION authKW 536261 7% 26% 10
3 CHOWS RULE authKW 418295 1% 100% 2
4 META RECOGNITION authKW 418295 1% 100% 2
5 OFRG authKW 418295 1% 100% 2
6 OLIGONUCLEOTIDE FINGERPRINTING OF RRNA GENES authKW 418295 1% 100% 2
7 CLASS SELECTIVE REJECTION authKW 278862 1% 67% 2
8 CONVEX SURROGATE LOSS authKW 278862 1% 67% 2
9 1 VS SET MACHINE authKW 209147 1% 100% 1
10 ABSTAINING CLASSIFIER authKW 209147 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 4955 48% 0% 70
2 Remote Sensing 1314 13% 0% 19
3 Imaging Science & Photographic Technology 1215 13% 0% 19
4 Engineering, Electrical & Electronic 535 36% 0% 53
5 Computer Science, Theory & Methods 238 12% 0% 17
6 Mathematical & Computational Biology 117 5% 0% 8
7 Statistics & Probability 100 7% 0% 10
8 Computer Science, Information Systems 52 5% 0% 8
9 Geography 23 2% 0% 3
10 Mining & Mineral Processing 22 1% 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 CEMAT MATH 209147 1% 100% 1
2 ELECT ENGN COMP FEEC 209147 1% 100% 1
3 GEN DIRECT SPATIAL ENVIRONM POLICY 209147 1% 100% 1
4 INFORMAT MED BIOINFORMAT LIMBIO 209147 1% 100% 1
5 RECH CORDELIER 209147 1% 100% 1
6 ZAE WEIERGEWAN 104573 1% 50% 1
7 DIPARTIMENTO AUTOMAZ ELETTROMAGNET INGN INFORMAZ 104571 1% 25% 2
8 EQUIPE NUTRIOM 7 69714 1% 33% 1
9 FRE2848 69714 1% 33% 1
10 MILTON STEWART IND SYST ENGN 69714 1% 33% 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 PATTERN RECOGNITION 20685 18% 0% 26
2 SURVEYING AND MAPPING 11617 1% 6% 1
3 INFORMATION SCIENCES-APPLICATIONS 5651 1% 3% 1
4 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 3679 6% 0% 9
5 CARTOGRAPHY AND GEOGRAPHIC INFORMATION SYSTEMS 3427 1% 2% 1
6 INTERNATIONAL JOURNAL OF EXPERT SYSTEMS 3371 1% 2% 1
7 PATTERN RECOGNITION LETTERS 2312 5% 0% 8
8 JOURNAL OF APPLIED PHOTOGRAPHIC ENGINEERING 2111 1% 1% 1
9 INTERNATIONAL JOURNAL OF REMOTE SENSING 1783 6% 0% 9
10 JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS 1469 1% 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 REJECT OPTIONS 627442 2% 100% 3 Search REJECT+OPTIONS Search REJECT+OPTIONS
2 REJECT OPTION 536261 7% 26% 10 Search REJECT+OPTION Search REJECT+OPTION
3 CHOWS RULE 418295 1% 100% 2 Search CHOWS+RULE Search CHOWS+RULE
4 META RECOGNITION 418295 1% 100% 2 Search META+RECOGNITION Search META+RECOGNITION
5 OFRG 418295 1% 100% 2 Search OFRG Search OFRG
6 OLIGONUCLEOTIDE FINGERPRINTING OF RRNA GENES 418295 1% 100% 2 Search OLIGONUCLEOTIDE+FINGERPRINTING+OF+RRNA+GENES Search OLIGONUCLEOTIDE+FINGERPRINTING+OF+RRNA+GENES
7 CLASS SELECTIVE REJECTION 278862 1% 67% 2 Search CLASS+SELECTIVE+REJECTION Search CLASS+SELECTIVE+REJECTION
8 CONVEX SURROGATE LOSS 278862 1% 67% 2 Search CONVEX+SURROGATE+LOSS Search CONVEX+SURROGATE+LOSS
9 1 VS SET MACHINE 209147 1% 100% 1 Search 1+VS+SET+MACHINE Search 1+VS+SET+MACHINE
10 ABSTAINING CLASSIFIER 209147 1% 100% 1 Search ABSTAINING+CLASSIFIER Search ABSTAINING+CLASSIFIER

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 CONDESSA, F , BIOUCAS-BIAS, J , KOVACEVIC, J , (2017) PERFORMANCE MEASURES FOR CLASSIFICATION SYSTEMS WITH REJECTION.PATTERN RECOGNITION. VOL. 63. ISSUE . P. 437 -450 23 68% 0
2 LE CAPITAINE, H , FRELICOT, C , (2012) A FAMILY OF MEASURES FOR BEST TOP-N CLASS-SELECTIVE DECISION RULES.PATTERN RECOGNITION. VOL. 45. ISSUE 1. P. 552 -562 12 67% 2
3 SOUSA, R , CARDOSO, JS , (2013) THE DATA REPLICATION METHOD FOR THE CLASSIFICATION WITH REJECT OPTION.AI COMMUNICATIONS. VOL. 26. ISSUE 3. P. 281-302 10 67% 3
4 GRALL-MAES, E , BEAUSEROY, P , (2009) OPTIMAL DECISION RULE WITH CLASS-SELECTIVE REJECTION AND PERFORMANCE CONSTRAINTS.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 31. ISSUE 11. P. 2073 -2082 7 78% 8
5 VENKATESWARLU, NB , BALAJI, S , RAJU, PSVSK , BOYLE, RD , (1994) SOME FURTHER RESULTS OF 3-STAGE ML-CLASSIFICATION APPLIED TO REMOTELY-SENSED IMAGES.PATTERN RECOGNITION. VOL. 27. ISSUE 10. P. 1379-1396 11 69% 2
6 FISCHER, L , HAMMER, B , WERSING, H , (2016) OPTIMAL LOCAL REJECTION FOR CLASSIFIERS.NEUROCOMPUTING. VOL. 214. ISSUE . P. 445 -457 9 33% 0
7 BENECKE, S , JESKE, DR , REUGGER, P , BORNEMAN, J , (2013) BAYES NEUTRAL ZONE CLASSIFIERS WITH APPLICATIONS TO NONPARAMETRIC UNSUPERVISED SETTINGS.JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS. VOL. 18. ISSUE 1. P. 39-52 5 63% 0
8 TORTORELLA, F , (2005) A ROC-BASED REJECT RULE FOR DICHOTOMIZERS.PATTERN RECOGNITION LETTERS. VOL. 26. ISSUE 2. P. 167 -180 6 60% 19
9 LE CAPITAINE, H , (2014) A UNIFIED VIEW OF CLASS-SELECTION WITH PROBABILISTIC CLASSIFIERS.PATTERN RECOGNITION. VOL. 47. ISSUE 2. P. 843-853 8 36% 1
10 BOTELLA, C , FERRE, J , BOQUE, R , (2009) CLASSIFICATION FROM MICROARRAY DATA USING PROBABILISTIC DISCRIMINANT PARTIAL LEAST SQUARES WITH REJECT OPTION.TALANTA. VOL. 80. ISSUE 1. P. 321-328 10 32% 7

Classes with closest relation at Level 1



Rank Class id link
1 30480 LOGICAL ANALYSIS OF DATA//LOGICAL ANALYSIS OF DATA LAD//MONOTONE CLASSIFICATION
2 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
3 35638 KALDOR HICKS//MEDIA SUBSTITUTION//MICRO BREWERIES
4 33448 DARK MATTER WAVES//ACOUSTICAL TRANSFER FUNCTION MEASUREMENT//AQUEOUS IONIC RADII
5 32943 BANKNOTE RECOGNITION//CAMOUFLAGE MATERIALS//PAPER CURRENCY RECOGNITION
6 14382 ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION
7 3089 HYPERSPECTRAL IMAGE CLASSIFICATION//HYPERSPECTRAL IMAGE//REMOTE SENSING
8 4232 PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY
9 4348 HANDWRITING RECOGNITION//CHARACTER RECOGNITION//OPTICAL CHARACTER RECOGNITION
10 35271 AUTOMAT CONTROL ENGN//DEFECT CLASSIFIER//ANALOG AND DIGITAL SIGNALS

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