Class information for:
Level 1: PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
11661 900 27.3 36%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
396 16220 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 PROTOTYPE SELECTION Author keyword 22 46% 4% 36
2 INSTANCE SELECTION Author keyword 19 34% 5% 44
3 PROTOTYPE REDUCTION SCHEMES PRS Author keyword 13 80% 1% 8
4 PROTOTYPE REDUCTION Author keyword 9 67% 1% 8
5 INSTANCE BASED LEARNING Author keyword 7 22% 3% 28
6 PROTOTYPE GENERATION Author keyword 7 53% 1% 9
7 PROTOTYPE OPTIMIZATION Author keyword 6 80% 0% 4
8 ONLINE GRADIENT DESCENT Author keyword 6 71% 1% 5
9 NEAREST NEIGHBOR RULE Author keyword 6 30% 2% 16
10 RECURSIVE DETERMINISTIC PERCEPTRON Author keyword 6 100% 0% 4

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 PROTOTYPE SELECTION 22 46% 4% 36 Search PROTOTYPE+SELECTION Search PROTOTYPE+SELECTION
2 INSTANCE SELECTION 19 34% 5% 44 Search INSTANCE+SELECTION Search INSTANCE+SELECTION
3 PROTOTYPE REDUCTION SCHEMES PRS 13 80% 1% 8 Search PROTOTYPE+REDUCTION+SCHEMES+PRS Search PROTOTYPE+REDUCTION+SCHEMES+PRS
4 PROTOTYPE REDUCTION 9 67% 1% 8 Search PROTOTYPE+REDUCTION Search PROTOTYPE+REDUCTION
5 INSTANCE BASED LEARNING 7 22% 3% 28 Search INSTANCE+BASED+LEARNING Search INSTANCE+BASED+LEARNING
6 PROTOTYPE GENERATION 7 53% 1% 9 Search PROTOTYPE+GENERATION Search PROTOTYPE+GENERATION
7 PROTOTYPE OPTIMIZATION 6 80% 0% 4 Search PROTOTYPE+OPTIMIZATION Search PROTOTYPE+OPTIMIZATION
8 ONLINE GRADIENT DESCENT 6 71% 1% 5 Search ONLINE+GRADIENT+DESCENT Search ONLINE+GRADIENT+DESCENT
9 NEAREST NEIGHBOR RULE 6 30% 2% 16 Search NEAREST+NEIGHBOR+RULE Search NEAREST+NEIGHBOR+RULE
10 RECURSIVE DETERMINISTIC PERCEPTRON 6 100% 0% 4 Search RECURSIVE+DETERMINISTIC+PERCEPTRON Search RECURSIVE+DETERMINISTIC+PERCEPTRON

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 INSTANCE SELECTION 39 61% 5% 41
2 LEARNING ALGORITHMS 31 20% 15% 139
3 NEAREST NEIGHBOR RULE 27 36% 7% 61
4 REDUCTION SCHEMES 11 100% 1% 6
5 NEAREST NEIGHBOR CLASSIFICATION 10 25% 4% 35
6 EVOLUTIONARY PROTOTYPE SELECTION 8 75% 1% 6
7 PROTOTYPE SELECTION 6 41% 1% 12
8 PROTOTYPE REDUCTION SCHEMES 5 63% 1% 5
9 CLASSIFIABILITY 4 56% 1% 5
10 UNLABELED DATA 4 23% 2% 15

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification 2012 39 63 65%
A review and empirical evaluation of feature weighting methods for a class of lazy learning algorithms 1997 279 22 55%
A survey of multi-view machine learning 2013 13 18 22%
Evolutionary computation for training set selection 2011 2 33 48%
Hybrid genetic algorithm for dual selection 2008 5 32 34%
An overview of regression techniques for knowledge discovery 1999 15 9 11%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ.
in class
1 DPTO CIENCIAS COMP IA 2 67% 0.2% 2
2 LIACC FEP 2 67% 0.2% 2
3 AI DB 1 100% 0.2% 2
4 ELE OTECHNOL MET 1 100% 0.2% 2
5 EMPIRICAL SOFTWARE ENGN 1 100% 0.2% 2
6 INFORMAT COMPUTAC 1 40% 0.2% 2
7 COMP METHODS 1 16% 0.6% 5
8 CNRSURA 1871 1 50% 0.1% 1
9 DIPARTIRNENTO INGN INFORMAZ 1 50% 0.1% 1
10 ENGINYERIA ARQUITECTURA LA SALLE 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000189178 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
2 0.0000131913 BOOSTING//BAGGING//ENSEMBLE PRUNING
3 0.0000113267 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
4 0.0000111018 CASE BASED REASONING//DATA KNOWLEDGE MANAGEMENT GRP//CASE BASE MAINTENANCE
5 0.0000108388 ACTUAL ERROR RATE//PRINCIPAL VARIABLES//HIGH DIMENSIONAL MULTIVARIATE BINARY DATA
6 0.0000099214 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT
7 0.0000097776 LOGICAL COMBINATORIAL PATTERN RECOGNITION//NON REDUCIBLE DESCRIPTORS//GUHA METHOD
8 0.0000088209 CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS
9 0.0000086535 ERYTHEMATO SQUAMOUS//ERYTHEMATO SQUAMOUS DISEASES//FUZZY WEIGHTED PRE PROCESSING
10 0.0000076580 SIMILARITY SEARCH//METRIC ACCESS METHODS//SPATIAL JOIN