Class information for:
Level 2: CONSTRAINTS//INDUCTIVE INFERENCE//PAC LEARNING

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
2010 4987 24.4 35%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 3)


ID, lev.
above		 Publications Label for level above
186 51139 ARTIFICIAL INTELLIGENCE//ICCA JOURNAL//ICGA JOURNAL

Classes in level below (level 1)


ID, lev. below Publications Label for level below
5454 1555 INDUCTIVE INFERENCE//PAC LEARNING//COMPUTATIONAL LEARNING THEORY
6717 1377 SATISFIABILITY//MESSAGE PASSING ALGORITHMS//CAVITY AND REPLICA METHOD
8438 1184 CONSTRAINTS//CORK CONSTRAINT COMPUTAT//GLOBAL CONSTRAINTS
20221 408 DUALIZATION//INCREMENTAL POLYNOMIAL TIME//TRANSVERSAL HYPERGRAPH
25420 234 LDCSEE//LCSEE//QUANTIFIED BOOLEAN FORMULA
28641 165 LOGICAL ANALYSIS OF DATA//PARTIALLY DEFINED BOOLEAN FUNCTIONS//LOGICAL ANALYSIS OF DATA LAD
34730 64 DIRECTED HYPERGRAPHS//SUBSET GRAPH//SET THEORETIC ALGORITHMS

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 CONSTRAINTS Journal 118 59% 3% 132
2 INDUCTIVE INFERENCE Author keyword 115 59% 3% 128
3 PAC LEARNING Author keyword 55 49% 2% 82
4 COMPUTATIONAL LEARNING THEORY Author keyword 54 48% 2% 83
5 CORK CONSTRAINT COMPUTAT Address 53 48% 2% 81
6 SATISFIABILITY Author keyword 44 28% 3% 135
7 LOGICAL ANALYSIS OF DATA Author keyword 37 73% 1% 29
8 GRAMMATICAL INFERENCE Author keyword 37 44% 1% 63
9 GLOBAL CONSTRAINTS Author keyword 31 61% 1% 33
10 QUERY LEARNING Author keyword 28 58% 1% 32

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 115 59% 3% 128 Search INDUCTIVE+INFERENCE Search INDUCTIVE+INFERENCE
2 PAC LEARNING 55 49% 2% 82 Search PAC+LEARNING Search PAC+LEARNING
3 COMPUTATIONAL LEARNING THEORY 54 48% 2% 83 Search COMPUTATIONAL+LEARNING+THEORY Search COMPUTATIONAL+LEARNING+THEORY
4 SATISFIABILITY 44 28% 3% 135 Search SATISFIABILITY Search SATISFIABILITY
5 LOGICAL ANALYSIS OF DATA 37 73% 1% 29 Search LOGICAL+ANALYSIS+OF+DATA Search LOGICAL+ANALYSIS+OF+DATA
6 GRAMMATICAL INFERENCE 37 44% 1% 63 Search GRAMMATICAL+INFERENCE Search GRAMMATICAL+INFERENCE
7 GLOBAL CONSTRAINTS 31 61% 1% 33 Search GLOBAL+CONSTRAINTS Search GLOBAL+CONSTRAINTS
8 QUERY LEARNING 28 58% 1% 32 Search QUERY+LEARNING Search QUERY+LEARNING
9 DUALIZATION 23 57% 1% 27 Search DUALIZATION Search DUALIZATION
10 MEMBERSHIP QUERIES 21 78% 0% 14 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% 5% 230
2 POSITIVE DATA 58 63% 1% 58
3 LANGUAGE IDENTIFICATION 53 65% 1% 51
4 LEARNABILITY 48 38% 2% 102
5 RANDOM SATISFIABILITY PROBLEMS 47 81% 1% 29
6 MACHINE INDUCTIVE INFERENCE 47 84% 1% 26
7 DUALIZATION 44 55% 1% 55
8 SATISFIABILITY 42 24% 3% 153
9 RANDOM 3 SAT 41 90% 0% 18
10 UNSATISFIABILITY 40 82% 0% 23

Journals


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 CONSTRAINTS 118 59% 3% 132
2 ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE 9 10% 2% 85

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Phase transitions in the coloring of random graphs 2007 62 54 69%
A bibliographical study of grammatical inference 2005 56 64 70%
Machine learning: Trends, perspectives, and prospects 2015 2 13 15%
Statistical mechanics of low-density parity-check codes 2004 48 53 58%
Learning indexed families of recursive languages from positive data: A survey 2008 17 53 98%
Statistical physics of hard combinatorial optimization: Vertex cover problem 2014 1 41 73%
Understanding the Empirical Hardness of NP-Complete Problems 2014 1 11 73%
ALGORITHMS FOR CONSTRAINT-SATISFACTION PROBLEMS - A SURVEY 1992 322 23 43%
Air traffic flow management with heuristic repair 2012 2 2 100%
STATISTICAL PHYSICS OF HARD OPTIMIZATION PROBLEMS 2009 12 107 60%

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 CORK CONSTRAINT COMPUTAT 53 48% 1.6% 81
2 LDCSEE 16 61% 0.3% 17
3 RUTCOR 16 20% 1.4% 69
4 IC PARC 15 73% 0.2% 11
5 EURISE 13 47% 0.4% 20
6 NEURAL COMP GRP 12 27% 0.7% 36
7 CONSTRAINT SYST 11 78% 0.1% 7
8 LCSEE 11 78% 0.1% 7
9 IST INESC ID 8 75% 0.1% 6
10 LOG KOMPLEXITAT DEDUKT SYST 7 48% 0.2% 11

Related classes at same level (level 2)


Rank Relatedness score Related classes
1 0.0000014714 NONMONOTONIC REASONING//ANSWER SET PROGRAMMING//DEFAULT LOGIC
2 0.0000012614 MULTIPLE VALUED LOGIC//LOGIC SYNTHESIS//REED MULLER EXPANSIONS
3 0.0000011943 ICCA JOURNAL//ICGA JOURNAL//REINFORCEMENT LEARNING
4 0.0000011247 MEMBRANE COMPUTING//GRP NAT COMP//THEORETICAL COMPUTER SCIENCE
5 0.0000008545 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//CONDITIONAL INDEPENDENCE
6 0.0000008465 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION
7 0.0000008228 JOURNAL OF GRAPH THEORY//DISCRETE MATHEMATICS//JOURNAL OF COMBINATORIAL THEORY SERIES B
8 0.0000008069 VEHICLE ROUTING//COMPUTERS & OPERATIONS RESEARCH//EUROPEAN JOURNAL OF OPERATIONAL RESEARCH
9 0.0000008014 BIRTH AND DEATH CHAINS//CUTOFF PHENOMENON//LATTICE ORDERED ALGEBRA
10 0.0000007931 LAMBDA CALCULUS//JOURNAL OF AUTOMATED REASONING//LINEAR LOGIC