Class information for:
Level 1: RULE EXTRACTION//RULE EXTRACTION FROM NEURAL NETWORKS//KNOWLEDGE INSERTION

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
20159 410 28.7 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 RULE EXTRACTION Author keyword 17 20% 19% 78
2 RULE EXTRACTION FROM NEURAL NETWORKS Author keyword 4 75% 1% 3
3 KNOWLEDGE INSERTION Author keyword 3 100% 1% 3
4 CLASSIFICATION EXPLANATION Author keyword 2 67% 0% 2
5 D INGN CIENCIA COMPUTADO Address 2 67% 0% 2
6 DIFFERENTIAL EQUATIONS WITH TIME DELAY Author keyword 2 67% 0% 2
7 KNOWLEDGE BASED ARTIFICIAL NEURAL NETWORK Author keyword 2 67% 0% 2
8 MODEL COMPREHENSIBILITY Author keyword 2 67% 0% 2
9 MODEL EXPLANATION Author keyword 2 67% 0% 2
10 NEURO SYMBOLIC APPROACHES Author keyword 2 67% 0% 2

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 RULE EXTRACTION 17 20% 19% 78 Search RULE+EXTRACTION Search RULE+EXTRACTION
2 RULE EXTRACTION FROM NEURAL NETWORKS 4 75% 1% 3 Search RULE+EXTRACTION+FROM+NEURAL+NETWORKS Search RULE+EXTRACTION+FROM+NEURAL+NETWORKS
3 KNOWLEDGE INSERTION 3 100% 1% 3 Search KNOWLEDGE+INSERTION Search KNOWLEDGE+INSERTION
4 CLASSIFICATION EXPLANATION 2 67% 0% 2 Search CLASSIFICATION+EXPLANATION Search CLASSIFICATION+EXPLANATION
5 DIFFERENTIAL EQUATIONS WITH TIME DELAY 2 67% 0% 2 Search DIFFERENTIAL+EQUATIONS+WITH+TIME+DELAY Search DIFFERENTIAL+EQUATIONS+WITH+TIME+DELAY
6 KNOWLEDGE BASED ARTIFICIAL NEURAL NETWORK 2 67% 0% 2 Search KNOWLEDGE+BASED+ARTIFICIAL+NEURAL+NETWORK Search KNOWLEDGE+BASED+ARTIFICIAL+NEURAL+NETWORK
7 MODEL COMPREHENSIBILITY 2 67% 0% 2 Search MODEL+COMPREHENSIBILITY Search MODEL+COMPREHENSIBILITY
8 MODEL EXPLANATION 2 67% 0% 2 Search MODEL+EXPLANATION Search MODEL+EXPLANATION
9 NEURO SYMBOLIC APPROACHES 2 67% 0% 2 Search NEURO+SYMBOLIC+APPROACHES Search NEURO+SYMBOLIC+APPROACHES
10 RULE REFINEMENT 1 38% 1% 3 Search RULE+REFINEMENT Search RULE+REFINEMENT

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 EXTRACTING RULES 11 52% 4% 15
2 RULE EXTRACTION 4 21% 4% 17
3 SMALLER NUMBER 2 67% 0% 2
4 TRAINED NEURAL NETWORKS 1 50% 0% 2
5 INDIVIDUAL REGRESSION PREDICTIONS 1 50% 0% 1
6 INFORMATION STORAGE CAPACITY 1 50% 0% 1
7 INFORMATION TECHNOLOGY SUPPORT 1 50% 0% 1
8 REGRESSION PREDICTIONS 1 50% 0% 1
9 REQUIREMENT MANAGEMENT 1 50% 0% 1
10 CHERVONENKIS 1 25% 0% 2

Journals

Reviews



Title Publ. year Cit. Active
references
% act. ref.
to same field
Computational intelligence methods for rule-based data understanding 2004 86 36 36%
Connectionist theory refinement: Genetically searching the space of network topologies 1997 24 15 20%
NEURAL-EXPERT HYBRID APPROACH FOR INTELLIGENT MANUFACTURING - A SURVEY 1995 22 47 15%
Six principles for biologically based computational models of cortical cognition 1998 98 31 3%

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 D INGN CIENCIA COMPUTADO 2 67% 0.5% 2
2 NEUROCOMP 1 38% 0.7% 3
3 EDUC SCI EARLY CHILDHOOD 1 33% 0.5% 2
4 TONGDAEMOON KU 1 33% 0.5% 2
5 BUSINESS INFORMAT SYST PROGRAM 1 50% 0.2% 1
6 COPPE ENGN SISTEMAS COMPUTACAO 1 50% 0.2% 1
7 EDUC SCI PRE AGE 1 50% 0.2% 1
8 ESCUELA COMPUTAT 1 50% 0.2% 1
9 ETS IND TELECOMMUN ENGN 1 50% 0.2% 1
10 EUROPEAN ASSOC 1 50% 0.2% 1

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000162681 SYSTEMATICITY//LONG TERM DEPENDENCIES//CONNECTIONISM
2 0.0000153249 BRAIN OPERAT DEVICE//MIN MAX MODULAR NEURAL NETWORK//NETWORK COMMITTEE
3 0.0000137570 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
4 0.0000135246 ERYTHEMATO SQUAMOUS//ERYTHEMATO SQUAMOUS DISEASES//FUZZY WEIGHTED PRE PROCESSING
5 0.0000124670 ALKENE ACYLATIONS//ANYWHERE ANYTIME//BROAD BAND ABSORBANCE DETECTION
6 0.0000111224 IEEE TRANSACTIONS ON FUZZY SYSTEMS//FUZZY MODELING//SYMBIOTIC EVOLUTION
7 0.0000109264 ONLINE GRADIENT METHOD//FEEDFORWARD NEURAL NETWORKS//MAPPING SENSITIVITY
8 0.0000104715 PAPER CAPILLARY PERMEATION ADSORPTION//SEPARATABILITY//APRC
9 0.0000085591 DISTRIBUTION MIXTURES//SEQUENTIAL EM ALGORITHM//INFORMAT POLICY STUDIES
10 0.0000084232 CARBS//GRF SIGNALS//SIMPLEX PLOT