Class information for:
Level 1: GENERALIZATION ERROR//LINEAR PERCEPTRON//GENERAL THEORETICAL AND MATHEMATICAL BIOPHYSICS INC LOGIC OF BIOSYSTEMS QUANTUM BIOLOGY AND RELEVANT ASPEC

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
11959 878 19.7 53%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
629 13118 NEURAL NETWORKS//IEEE TRANSACTIONS ON NEURAL NETWORKS//EXTREME LEARNING MACHINE

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 GENERALIZATION ERROR Author keyword 8 23% 4% 32
2 LINEAR PERCEPTRON Author keyword 7 67% 1% 6
3 GENERAL THEORETICAL AND MATHEMATICAL BIOPHYSICS INC LOGIC OF BIOSYSTEMS QUANTUM BIOLOGY AND RELEVANT ASPEC Author keyword 6 71% 1% 5
4 TRANSDISCIPLINARY SCI Address 6 50% 1% 9
5 ENSEMBLE TEACHERS Author keyword 6 100% 0% 4
6 NEURAL COMP GRP Address 4 16% 2% 21
7 DYNAMICS OF LEARNING Author keyword 3 100% 0% 3
8 INTERPOLATION DIMENSION Author keyword 3 100% 0% 3
9 NODE PERTURBATION Author keyword 3 100% 0% 3
10 TRUE TEACHER Author keyword 3 100% 0% 3

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 GENERALIZATION ERROR 8 23% 4% 32 Search GENERALIZATION+ERROR Search GENERALIZATION+ERROR
2 LINEAR PERCEPTRON 7 67% 1% 6 Search LINEAR+PERCEPTRON Search LINEAR+PERCEPTRON
3 GENERAL THEORETICAL AND MATHEMATICAL BIOPHYSICS INC LOGIC OF BIOSYSTEMS QUANTUM BIOLOGY AND RELEVANT ASPEC 6 71% 1% 5 Search GENERAL++THEORETICAL++AND+MATHEMATICAL+BIOPHYSICS+INC+LOGIC+OF+BIOSYSTEMS++QUANTUM+BIOLOGY+AND+RELEVANT+ASPEC Search GENERAL++THEORETICAL++AND+MATHEMATICAL+BIOPHYSICS+INC+LOGIC+OF+BIOSYSTEMS++QUANTUM+BIOLOGY+AND+RELEVANT+ASPEC
4 ENSEMBLE TEACHERS 6 100% 0% 4 Search ENSEMBLE+TEACHERS Search ENSEMBLE+TEACHERS
5 DYNAMICS OF LEARNING 3 100% 0% 3 Search DYNAMICS+OF+LEARNING Search DYNAMICS+OF+LEARNING
6 INTERPOLATION DIMENSION 3 100% 0% 3 Search INTERPOLATION+DIMENSION Search INTERPOLATION+DIMENSION
7 NODE PERTURBATION 3 100% 0% 3 Search NODE+PERTURBATION Search NODE+PERTURBATION
8 TRUE TEACHER 3 100% 0% 3 Search TRUE+TEACHER Search TRUE+TEACHER
9 STOCHASTIC COMPLEXITY 3 20% 1% 12 Search STOCHASTIC+COMPLEXITY Search STOCHASTIC+COMPLEXITY
10 EXCHANGE MONTE CARLO METHOD 2 67% 0% 2 Search EXCHANGE+MONTE+CARLO+METHOD Search EXCHANGE+MONTE+CARLO+METHOD

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 MULTILAYER NEURAL NETWORKS 29 59% 4% 32
2 PERCEPTRONS 18 33% 5% 46
3 SOFT COMMITTEE MACHINES 15 77% 1% 10
4 PERCEPTRON 14 21% 7% 59
5 LINEAR PERCEPTRON 13 80% 1% 8
6 NEURAL NETWORK MODELS 9 16% 6% 52
7 BINARY PERCEPTRON 8 75% 1% 6
8 STORAGE CAPACITY 8 10% 8% 73
9 NATURAL GRADIENT DESCENT 7 64% 1% 7
10 STOCHASTIC COMPLEXITIES 6 71% 1% 5

Journals

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Techniques of replica symmetry breaking and the storage problem of the McCulloch-Pitts neuron 2001 5 147 34%
Performance and efficiency: Recent advances in supervised learning 1999 18 32 9%

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 TRANSDISCIPLINARY SCI 6 50% 1.0% 9
2 NEURAL COMP GRP 4 16% 2.4% 21
3 WATANABE 3 60% 0.3% 3
4 INFORMAT SYNTH 3 35% 0.7% 6
5 INTELLIGENT COOPERAT CONTROL 2 33% 0.5% 4
6 AMARI UNIT MATH NEUROSCI 1 50% 0.1% 1
7 COMPUTAT INTELLIGENCE SYST SCIMIDORI KU 1 50% 0.1% 1
8 CONTROL DIGITAL SIGNAL PROC GRP 1 50% 0.1% 1
9 ENSA TANGIER 1 50% 0.1% 1
10 ESCUELA INGN ELECT ELECT TELECOMUN 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000217114 ASSOCIATIVE MEMORY//HOPFIELD MODEL//SCSNA
2 0.0000160866 MEAN FIELD VARIATIONAL BAYES//EXPECTATION PROPAGATION//GAUSSIAN PROCESSES MODEL
3 0.0000148555 BINARY NEURAL NETWORKS//N BIT PARITY PROBLEM//LINEAR SEPARATION PROBLEM
4 0.0000131446 ONLINE GRADIENT METHOD//FEEDFORWARD NEURAL NETWORKS//MAPPING SENSITIVITY
5 0.0000115890 POSTERIOR CLASS PROBABILITIES//POSTERIOR PROBABILITY ESTIMATION//SCISSORS EFFECT
6 0.0000083345 DISTRIBUTION MIXTURES//SEQUENTIAL EM ALGORITHM//INFORMAT POLICY STUDIES
7 0.0000068710 SUBSPACE INFORMATION CRITERION//PARTIAL PROJECTION FILTER//REACTANCE LOADING
8 0.0000068257 TIME DEPENDENT QUANTUM SYSTEMS//THEROET PHYS//DSM SERV PHYS THEOR
9 0.0000067926 NEURON MOS//NEURON MOS TRANSISTOR//THRESHOLD LOGIC
10 0.0000062102 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT