Class information for:
Level 1: POSTERIOR CLASS PROBABILITIES//ASYMMETRIC CLASSIFICATION PROBLEMS//FISHERS CLASSIFIER

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
4 4 PSYCHIATRY//PSYCHOLOGY, CLINICAL//PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH 1867560
505 3       PSYCHOLOGY, MATHEMATICAL//APPLIED PSYCHOLOGICAL MEASUREMENT//PSYCHOMETRIKA 22649
3183 2             SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE 2293
33985 1                   POSTERIOR CLASS PROBABILITIES//ASYMMETRIC CLASSIFICATION PROBLEMS//FISHERS CLASSIFIER 131

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 POSTERIOR CLASS PROBABILITIES authKW 541321 2% 75% 3
2 ASYMMETRIC CLASSIFICATION PROBLEMS authKW 481176 2% 100% 2
3 FISHERS CLASSIFIER authKW 481176 2% 100% 2
4 LEARNING OBJECTIVE FUNCTIONS authKW 481176 2% 100% 2
5 MINIMUM MISCLASSIFICATION ERROR authKW 481176 2% 100% 2
6 NORMALLY DISTRIBUTED CLASSES authKW 481176 2% 100% 2
7 OPTIMAL CLASSIFIERS authKW 481176 2% 100% 2
8 SOFTWARE PROGRAMS address 481176 2% 100% 2
9 SINGLE LAYER PERCEPTRON authKW 455843 5% 32% 6
10 SCISSORS EFFECT authKW 320783 2% 67% 2

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 5153 52% 0% 68
2 Computer Science, Theory & Methods 659 20% 0% 26
3 Engineering, Electrical & Electronic 442 35% 0% 46
4 Computer Science, Information Systems 96 8% 0% 10
5 Computer Science, Interdisciplinary Applications 71 7% 0% 9
6 Imaging Science & Photographic Technology 53 3% 0% 4
7 Psychology, Multidisciplinary 42 5% 0% 6
8 Robotics 32 2% 0% 2
9 Computer Science, Cybernetics 31 2% 0% 2
10 Mathematical & Computational Biology 29 3% 0% 4

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SOFTWARE PROGRAMS 481176 2% 100% 2
2 DEPARTAMENTAL I 240588 1% 100% 1
3 DIPARTIMENTO AUTOMAZ ELETTROMAGNETISMO INGN INFOM 240588 1% 100% 1
4 KNOWLEDGE SOC MANAGEMENT 240588 1% 100% 1
5 TECNOL COMINICAC 240588 1% 100% 1
6 TEOR DENAL COMUN INGN TELEMAT 240588 1% 100% 1
7 TEOR SENAL COMUNICAC ING TELEMAT 240588 1% 100% 1
8 BUSINESS MEDIA 120293 1% 50% 1
9 IMMUNOL HISTOCOMPATIB 120293 1% 50% 1
10 MIF 120291 2% 25% 2

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ELEKTRONIKA IR ELEKTROTECHNIKA 22500 10% 1% 13
2 TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY 12315 4% 1% 5
3 IEEE TRANSACTIONS ON NEURAL NETWORKS 5327 6% 0% 8
4 PATTERN RECOGNITION 3409 8% 0% 10
5 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2483 5% 0% 7
6 STUDIA PSYCHOLOGICA 1997 2% 0% 3
7 NEURAL NETWORKS 1856 4% 0% 5
8 INFORMATICA 1667 2% 0% 2
9 LECTURE NOTES IN COMPUTER SCIENCE 1546 18% 0% 24
10 COMPUTERS IN BIOLOGY AND MEDICINE 1269 3% 0% 4

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 POSTERIOR CLASS PROBABILITIES 541321 2% 75% 3 Search POSTERIOR+CLASS+PROBABILITIES Search POSTERIOR+CLASS+PROBABILITIES
2 ASYMMETRIC CLASSIFICATION PROBLEMS 481176 2% 100% 2 Search ASYMMETRIC+CLASSIFICATION+PROBLEMS Search ASYMMETRIC+CLASSIFICATION+PROBLEMS
3 FISHERS CLASSIFIER 481176 2% 100% 2 Search FISHERS+CLASSIFIER Search FISHERS+CLASSIFIER
4 LEARNING OBJECTIVE FUNCTIONS 481176 2% 100% 2 Search LEARNING+OBJECTIVE+FUNCTIONS Search LEARNING+OBJECTIVE+FUNCTIONS
5 MINIMUM MISCLASSIFICATION ERROR 481176 2% 100% 2 Search MINIMUM+MISCLASSIFICATION+ERROR Search MINIMUM+MISCLASSIFICATION+ERROR
6 NORMALLY DISTRIBUTED CLASSES 481176 2% 100% 2 Search NORMALLY+DISTRIBUTED+CLASSES Search NORMALLY+DISTRIBUTED+CLASSES
7 OPTIMAL CLASSIFIERS 481176 2% 100% 2 Search OPTIMAL+CLASSIFIERS Search OPTIMAL+CLASSIFIERS
8 SINGLE LAYER PERCEPTRON 455843 5% 32% 6 Search SINGLE+LAYER+PERCEPTRON Search SINGLE+LAYER+PERCEPTRON
9 SCISSORS EFFECT 320783 2% 67% 2 Search SCISSORS+EFFECT Search SCISSORS+EFFECT
10 YERKES DODSON LAW 316556 4% 26% 5 Search YERKES+DODSON+LAW Search YERKES+DODSON+LAW

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 32278 PROJECTION PURSUIT//AUTO ASSOCIATIVE MODELS//DISCRIMINANT SPACE
2 37331 MAPPING OF MULTIDIMENSIONAL DATA//PROBABILISTIC ESTIMATE//METHOD OF PARTICLES
3 35978 DISTANCE STUDIES//TUNING HEURISTICS//SAMANN
4 34046 ELASTIC GRAPH DYNAMIC LINK MODEL//COMPOSITE NEURAL OSCILLATORY MODEL//CONTEXT DEPENDENT ACOUSTIC UNITS
5 23704 RESUBSTITUTION//ACTUAL ERROR RATE//MINIMUM MEAN SQUARE ESTIMATION
6 31578 CONVEX AND PIECEWISE LINEAR CPL CRITERION FUNCTIONS//LINEAR SEPARABILITY OF DATA SETS//RELAXED LINEAR SEPARABILITY
7 30657 INFORMAT SYST DESIGN TECHNOL//CASE SYSTEM//BUSINESS RULES
8 12562 GENERALIZATION ERROR//LINEAR PERCEPTRON//TRANSDISCIPLINARY SCI
9 7268 FEEDFORWARD NEURAL NETWORKS//BACKPROPAGATION//IEEE TRANSACTIONS ON NEURAL NETWORKS
10 34347 HYLCAM//INDIRECT CODE GENERATION//SEISMIC DATA COMPRESSION

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