Class information for:
Level 1: INDUCTIVE INFERENCE//PAC LEARNING//COMPUTATIONAL LEARNING THEORY

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
5454 1555 23.6 33%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
2010 4987 CONSTRAINTS//INDUCTIVE INFERENCE//PAC LEARNING

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 INDUCTIVE INFERENCE Author keyword 113 59% 8% 127
2 PAC LEARNING Author keyword 54 49% 5% 81
3 COMPUTATIONAL LEARNING THEORY Author keyword 49 46% 5% 80
4 GRAMMATICAL INFERENCE Author keyword 37 44% 4% 63
5 QUERY LEARNING Author keyword 28 58% 2% 32
6 IDENTIFICATION IN THE LIMIT Author keyword 20 67% 1% 18
7 EXACT LEARNING Author keyword 19 71% 1% 15
8 EQUIVALENCE QUERIES Author keyword 14 100% 0% 7
9 ALGORITHMIC INFERENCE Author keyword 13 67% 1% 12
10 MEMBERSHIP QUERIES Author keyword 13 67% 1% 12

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 INDUCTIVE INFERENCE 113 59% 8% 127 Search INDUCTIVE+INFERENCE Search INDUCTIVE+INFERENCE
2 PAC LEARNING 54 49% 5% 81 Search PAC+LEARNING Search PAC+LEARNING
3 COMPUTATIONAL LEARNING THEORY 49 46% 5% 80 Search COMPUTATIONAL+LEARNING+THEORY Search COMPUTATIONAL+LEARNING+THEORY
4 GRAMMATICAL INFERENCE 37 44% 4% 63 Search GRAMMATICAL+INFERENCE Search GRAMMATICAL+INFERENCE
5 QUERY LEARNING 28 58% 2% 32 Search QUERY+LEARNING Search QUERY+LEARNING
6 IDENTIFICATION IN THE LIMIT 20 67% 1% 18 Search IDENTIFICATION+IN+THE+LIMIT Search IDENTIFICATION+IN+THE+LIMIT
7 EXACT LEARNING 19 71% 1% 15 Search EXACT+LEARNING Search EXACT+LEARNING
8 EQUIVALENCE QUERIES 14 100% 0% 7 Search EQUIVALENCE+QUERIES Search EQUIVALENCE+QUERIES
9 ALGORITHMIC INFERENCE 13 67% 1% 12 Search ALGORITHMIC+INFERENCE Search ALGORITHMIC+INFERENCE
10 MEMBERSHIP QUERIES 13 67% 1% 12 Search MEMBERSHIP+QUERIES Search MEMBERSHIP+QUERIES

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 INDUCTIVE INFERENCE 202 59% 15% 230
2 POSITIVE DATA 58 63% 4% 58
3 LANGUAGE IDENTIFICATION 53 65% 3% 51
4 MACHINE INDUCTIVE INFERENCE 47 84% 2% 26
5 LEARNABILITY 47 37% 6% 101
6 ELEMENTARY FORMAL SYSTEMS 26 87% 1% 13
7 INFERABILITY 23 86% 1% 12
8 GOOD EXAMPLES 21 90% 1% 9
9 INTRINSIC COMPLEXITY 17 79% 1% 11
10 DNF 13 47% 1% 21

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Learning indexed families of recursive languages from positive data: A survey 2008 17 53 98%
A bibliographical study of grammatical inference 2005 56 64 70%
Learning recursive functions: A survey 2008 9 42 98%
Machine learning: Trends, perspectives, and prospects 2015 2 13 15%
Appreciation of medical treatments through confidence intervals 2007 6 14 43%
Probabilistic finite-state machines - Part II 2005 15 35 43%
Unifying computing and cognition 2007 0 4 75%
Truth from Trash. How learning makes sense by Chris Thornton 2000 0 1 100%
Learnability theory 2013 0 16 25%
Using Grammars for Pattern Recognition in Images: A Systematic Review 2013 0 21 24%

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 EURISE 13 47% 1.3% 20
2 LOG KOMPLEXITAT DEDUKT SYST 6 43% 0.6% 10
3 THEORY NEC MIYAMAE KU 4 75% 0.2% 3
4 SYDNEY KENSINGTON 3 100% 0.2% 3
5 COMMERCIALISAT 3 45% 0.3% 5
6 EQUIPE GR PA 3 60% 0.2% 3
7 LEHRSTUHL MATH INFORMAT 2 24% 0.5% 8
8 ALBERTA INGENU MACHINE LEARNING 2 67% 0.1% 2
9 INGI 2 33% 0.3% 5
10 ISCS 2 36% 0.3% 4

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000143089 LEHRSTUHL MATH INFORMAT//DIRKSEN//ROOTS SEPARATION
2 0.0000100625 DUALIZATION//INCREMENTAL POLYNOMIAL TIME//TRANSVERSAL HYPERGRAPH
3 0.0000099928 LOGICAL ANALYSIS OF DATA//PARTIALLY DEFINED BOOLEAN FUNCTIONS//LOGICAL ANALYSIS OF DATA LAD
4 0.0000095992 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
5 0.0000072621 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
6 0.0000063724 COMPUTER SPEECH AND LANGUAGE//SPANISH SIGN LANGUAGE LSE//COMPUTATIONAL LINGUISTICS
7 0.0000053239 RESOURCE BOUNDED MEASURE//COMPUTATIONAL COMPLEXITY//DISJOINT NP PAIRS
8 0.0000053138 CONTEXT FREE TREE GRAMMAR//CONTEXTUAL GRAMMARS//SEMILINEARITY
9 0.0000052095 WRAPPER INDUCTION//WRAPPER GENERATION//WEB DATA EXTRACTION
10 0.0000047974 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT