Class information for:
Level 1: INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
13020 865 28.2 39%


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
13020 1                   INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING 865

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 INSTANCE SELECTION authKW 1034520 6% 52% 56
2 PROTOTYPE SELECTION authKW 755048 4% 58% 37
3 INSTANCE BASED LEARNING authKW 408906 4% 35% 33
4 PROTOTYPE GENERATION authKW 331416 2% 72% 13
5 PROTOTYPE REDUCTION authKW 251017 1% 89% 8
6 PROTOTYPE REDUCTION SCHEMES PRS authKW 251017 1% 89% 8
7 NEAREST NEIGHBOR authKW 235244 6% 13% 50
8 NEAREST NEIGHBOR RULE authKW 231691 2% 41% 16
9 NEAREST NEIGHBOR CLASSIFIER authKW 224948 3% 28% 23
10 INSTANCE REDUCTION authKW 207636 1% 59% 10

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 69484 73% 0% 635
2 Computer Science, Theory & Methods 3595 18% 0% 157
3 Computer Science, Information Systems 2282 14% 0% 119
4 Engineering, Electrical & Electronic 1144 23% 0% 199
5 Computer Science, Cybernetics 781 3% 0% 25
6 Computer Science, Interdisciplinary Applications 380 6% 0% 54
7 Computer Science, Software Engineering 235 4% 0% 37
8 Imaging Science & Photographic Technology 137 2% 0% 17
9 Operations Research & Management Science 130 3% 0% 28
10 Computer Science, Hardware & Architecture 76 2% 0% 17

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 AI DB 70599 0% 100% 2
2 ELE OTECHNOL MET 70599 0% 100% 2
3 EMPIRICAL SOFTWARE ENGN 70599 0% 100% 2
4 DPTO CIENCIAS COMP IA 47065 0% 67% 2
5 AIDB 35300 0% 100% 1
6 BIOINFORMAT GRP SEVILLE 35300 0% 100% 1
7 C COMP INTELIGENCIA ARTIFICIAL 35300 0% 100% 1
8 CIVIL ENGN COMP SYST LANGUAGES 35300 0% 100% 1
9 COMP SCI INFORMAT MANAGEMENT LONDON 35300 0% 100% 1
10 ELE ENG MATH COMP SCI 35300 0% 100% 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 28205 9% 1% 74
2 PATTERN ANALYSIS AND APPLICATIONS 25999 3% 3% 23
3 PATTERN RECOGNITION LETTERS 13470 5% 1% 47
4 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 12957 9% 0% 78
5 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 8322 4% 1% 33
6 MACHINE LEARNING 7280 2% 1% 16
7 INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 6939 1% 2% 9
8 ARTIFICIAL INTELLIGENCE REVIEW 5643 1% 1% 11
9 KNOWLEDGE-BASED SYSTEMS 5597 2% 1% 21
10 LECTURE NOTES IN COMPUTER SCIENCE 4611 13% 0% 109

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 INSTANCE SELECTION 1034520 6% 52% 56 Search INSTANCE+SELECTION Search INSTANCE+SELECTION
2 PROTOTYPE SELECTION 755048 4% 58% 37 Search PROTOTYPE+SELECTION Search PROTOTYPE+SELECTION
3 INSTANCE BASED LEARNING 408906 4% 35% 33 Search INSTANCE+BASED+LEARNING Search INSTANCE+BASED+LEARNING
4 PROTOTYPE GENERATION 331416 2% 72% 13 Search PROTOTYPE+GENERATION Search PROTOTYPE+GENERATION
5 PROTOTYPE REDUCTION 251017 1% 89% 8 Search PROTOTYPE+REDUCTION Search PROTOTYPE+REDUCTION
6 PROTOTYPE REDUCTION SCHEMES PRS 251017 1% 89% 8 Search PROTOTYPE+REDUCTION+SCHEMES+PRS Search PROTOTYPE+REDUCTION+SCHEMES+PRS
7 NEAREST NEIGHBOR 235244 6% 13% 50 Search NEAREST+NEIGHBOR Search NEAREST+NEIGHBOR
8 NEAREST NEIGHBOR RULE 231691 2% 41% 16 Search NEAREST+NEIGHBOR+RULE Search NEAREST+NEIGHBOR+RULE
9 NEAREST NEIGHBOR CLASSIFIER 224948 3% 28% 23 Search NEAREST+NEIGHBOR+CLASSIFIER Search NEAREST+NEIGHBOR+CLASSIFIER
10 INSTANCE REDUCTION 207636 1% 59% 10 Search INSTANCE+REDUCTION Search INSTANCE+REDUCTION

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 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 65 77% 137
2 TRIGUERO, I , DERRAC, J , GARCIA, S , HERRERA, F , (2012) A TAXONOMY AND EXPERIMENTAL STUDY ON PROTOTYPE GENERATION FOR NEAREST NEIGHBOR CLASSIFICATION.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 42. ISSUE 1. P. 86 -100 42 67% 64
3 ARNAIZ-GONZALEZ, A , DIEZ-PASTOR, JF , RODRIGUEZ, JJ , GARCIA-OSORIO, C , (2016) INSTANCE SELECTION OF LINEAR COMPLEXITY FOR BIG DATA.KNOWLEDGE-BASED SYSTEMS. VOL. 107. ISSUE . P. 83 -95 33 83% 1
4 HAMIDZADEH, J , MONSEFI, R , YAZDI, HS , (2015) IRAHC: INSTANCE REDUCTION ALGORITHM USING HYPERRECTANGLE CLUSTERING.PATTERN RECOGNITION. VOL. 48. ISSUE 5. P. 1878 -1889 28 93% 4
5 LEYVA, E , GONZALEZ, A , PEREZ, R , (2015) THREE NEW INSTANCE SELECTION METHODS BASED ON LOCAL SETS: A COMPARATIVE STUDY WITH SEVERAL APPROACHES FROM A BI-OBJECTIVE PERSPECTIVE.PATTERN RECOGNITION. VOL. 48. ISSUE 4. P. 1523 -1537 28 80% 10
6 TOUSSAINT, G , (2005) GEOMETRIC PROXIMITY GRAPHS FOR IMPROVING NEAREST NEIGHBOR METHODS IN INSTANCE-BASED LEARNING AND DATA MINING.INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS. VOL. 15. ISSUE 2. P. 101 -150 59 50% 26
7 LEYVA, E , GONZALEZ, A , PEREZ, R , (2013) KNOWLEDGE-BASED INSTANCE SELECTION: A COMPROMISE BETWEEN EFFICIENCY AND VERSATILITY.KNOWLEDGE-BASED SYSTEMS. VOL. 47. ISSUE . P. 65 -76 31 76% 7
8 OLVERA-LOPEZ, JA , CARRASCO-OCHOA, JA , MARTINEZ-TRINIDAD, JF , KITTLER, J , (2010) A REVIEW OF INSTANCE SELECTION METHODS.ARTIFICIAL INTELLIGENCE REVIEW. VOL. 34. ISSUE 2. P. 133-143 23 88% 56
9 HAMIDZADEH, J , MONSEFI, R , YAZDI, HS , (2014) LMIRA: LARGE MARGIN INSTANCE REDUCTION ALGORITHM.NEUROCOMPUTING. VOL. 145. ISSUE . P. 477 -487 23 85% 0
10 OUGIAROGLOU, S , EVANGELIDIS, G , (2016) EFFICIENT EDITING AND DATA ABSTRACTION BY FINDING HOMOGENEOUS CLUSTERS.ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE. VOL. 76. ISSUE 3-4. P. 327 -349 18 100% 0

Classes with closest relation at Level 1


Rank Class id link
1 30788 META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION
2 35191 LEAST COMMITMENT LEARNING//MEMORY BASED MODELING//PILLOWING DEFORMATION
3 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
4 7618 CASE BASED REASONING//CASE BASE MAINTENANCE//CASE BASED REASONING CBR
5 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING
6 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
7 29348 PERSON RE IDENTIFICATION//PEOPLE RE IDENTIFICATION//METRIC LEARNING
8 17082 SIMILARITY SEARCH//HIGH DIMENSIONAL INDEXING//METRIC ACCESS METHODS
9 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
10 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION

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