Class information for:
Level 1: GENERALIZATION ERROR//LINEAR PERCEPTRON//TRANSDISCIPLINARY SCI

Basic class information
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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
472 2             IEEE TRANSACTIONS ON NEURAL NETWORKS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//EXTREME LEARNING MACHINE 16106
12562 1                   GENERALIZATION ERROR//LINEAR PERCEPTRON//TRANSDISCIPLINARY SCI 927

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 GENERALIZATION ERROR authKW 280704 3% 26% 32
2 LINEAR PERCEPTRON authKW 174841 1% 86% 6
3 TRANSDISCIPLINARY SCI address 144926 1% 47% 9
4 ENSEMBLE TEACHERS authKW 135989 0% 100% 4
5 SINGULAR LEARNING MACHINES authKW 135989 0% 100% 4
6 NEURAL COMP GRP address 125571 2% 17% 22
7 GENERAL THEORETICAL AND MATHEMATICAL BIOPHYSICS INC LOGIC OF BIOSYSTEMS QUANTUM BIOLOGY AND RELEVANT ASPECTS authKW 121416 1% 71% 5
8 DYNAMICS OF LEARNING authKW 101992 0% 100% 3
9 INTERPOLATION DIMENSION authKW 101992 0% 100% 3
10 NODE PERTURBATION authKW 101992 0% 100% 3

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Physics, Mathematical 11940 32% 0% 295
2 Computer Science, Artificial Intelligence 9529 27% 0% 249
3 Physics, Fluids & Plasmas 2569 13% 0% 123
4 Physics, Multidisciplinary 1953 22% 0% 204
5 Computer Science, Theory & Methods 557 7% 0% 68
6 Neurosciences 359 14% 0% 127
7 Computer Science, Hardware & Architecture 185 3% 0% 26
8 Computer Science, Information Systems 165 4% 0% 38
9 Engineering, Electrical & Electronic 118 9% 0% 86
10 Computer Science, Software Engineering 48 2% 0% 20

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 TRANSDISCIPLINARY SCI 144926 1% 47% 9
2 NEURAL COMP GRP 125571 2% 17% 22
3 INFORMAT SYNTH 71986 1% 35% 6
4 WATANABE 61193 0% 60% 3
5 INTELLIGENT COOPERAT CONTROL 45324 0% 33% 4
6 MINERVA 41198 2% 6% 22
7 COMPUTAT INTELLIGENCE SYST SCI 39968 3% 5% 25
8 ADV COURSE ELECT ELECT ENGN 33997 0% 100% 1
9 BIOGEOCHEM EARTH OCEAN SCI 33997 0% 100% 1
10 CIC 3 COMP PLICAT 33997 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL 44686 16% 1% 144
2 NEURAL COMPUTATION 39676 6% 2% 55
3 NEURAL NETWORKS 20328 5% 1% 44
4 NETWORK-COMPUTATION IN NEURAL SYSTEMS 13438 2% 3% 15
5 EUROPHYSICS LETTERS 11339 6% 1% 57
6 PHYSICAL REVIEW E 9360 13% 0% 123
7 IEEE TRANSACTIONS ON NEURAL NETWORKS 7923 3% 1% 26
8 NEURAL PROCESSING LETTERS 3945 1% 1% 11
9 JOURNAL OF MACHINE LEARNING RESEARCH 2980 1% 1% 12
10 NEUROCOMPUTING 2381 3% 0% 27

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 GENERALIZATION ERROR 280704 3% 26% 32 Search GENERALIZATION+ERROR Search GENERALIZATION+ERROR
2 LINEAR PERCEPTRON 174841 1% 86% 6 Search LINEAR+PERCEPTRON Search LINEAR+PERCEPTRON
3 ENSEMBLE TEACHERS 135989 0% 100% 4 Search ENSEMBLE+TEACHERS Search ENSEMBLE+TEACHERS
4 SINGULAR LEARNING MACHINES 135989 0% 100% 4 Search SINGULAR+LEARNING+MACHINES Search SINGULAR+LEARNING+MACHINES
5 GENERAL THEORETICAL AND MATHEMATICAL BIOPHYSICS INC LOGIC OF BIOSYSTEMS QUANTUM BIOLOGY AND RELEVANT ASPECTS 121416 1% 71% 5 Search GENERAL+THEORETICAL+AND+MATHEMATICAL+BIOPHYSICS+INC+LOGIC+OF+BIOSYSTEMS+QUANTUM+BIOLOGY+AND+RELEVANT+ASPECTS Search GENERAL+THEORETICAL+AND+MATHEMATICAL+BIOPHYSICS+INC+LOGIC+OF+BIOSYSTEMS+QUANTUM+BIOLOGY+AND+RELEVANT+ASPECTS
6 DYNAMICS OF LEARNING 101992 0% 100% 3 Search DYNAMICS+OF+LEARNING Search DYNAMICS+OF+LEARNING
7 INTERPOLATION DIMENSION 101992 0% 100% 3 Search INTERPOLATION+DIMENSION Search INTERPOLATION+DIMENSION
8 NODE PERTURBATION 101992 0% 100% 3 Search NODE+PERTURBATION Search NODE+PERTURBATION
9 TREE PARITY MACHINE 101992 0% 100% 3 Search TREE+PARITY+MACHINE Search TREE+PARITY+MACHINE
10 TRUE TEACHER 101992 0% 100% 3 Search TRUE+TEACHER Search TRUE+TEACHER

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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 3379 ASSOCIATIVE MEMORY//HOPFIELD MODEL//BIDIRECTIONAL ASSOCIATIVE MEMORY
2 30280 RECURSIVE DETERMINISTIC PERCEPTRON//BINARY NEURAL NETWORKS//CLASS OF SEPARABILITY
3 37421 SUBSPACE INFORMATION CRITERION//PROJECTION LEARNING//PARTIAL PROJECTION FILTER
4 7268 FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//IEEE TRANSACTIONS ON NEURAL NETWORKS
5 33985 POSTERIOR CLASS PROBABILITIES//ASYMMETRIC CLASSIFICATION PROBLEMS//FISHERS CLASSIFIER
6 36347 DYNAMIC NETWORK ARCHITECTURE//KOHONEN NODES//INFORMAT POLICY STUDIES
7 11783 PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT
8 24942 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN BELIEF PROPAGATION GABP
9 11592 SIGMOIDAL FUNCTION//RIDGE FUNCTIONS//COMMUN COMP SYST SCI DIST
10 9932 CAVITY AND REPLICA METHOD//MESSAGE PASSING ALGORITHMS//NEURAL COMP GRP

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