Class information for:
Level 1: NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION//DISCRETIZATION

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
1215 2             ROUGH SETS//DATA MINING//ASSOCIATION RULES 9433
22920 1                   NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION//DISCRETIZATION 386

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 NUMERICAL ATTRIBUTES authKW 400076 2% 70% 7
2 SUPERVISED DISCRETIZATION authKW 340202 1% 83% 5
3 DISCRETIZATION authKW 316549 14% 7% 55
4 CONTINUOUS ATTRIBUTES authKW 250042 2% 44% 7
5 RULES FAMILY authKW 244947 1% 100% 3
6 CAIM authKW 163298 1% 100% 2
7 CLASS ATTRIBUTE INTERDEPENDENCY MAXIMIZATION authKW 163298 1% 100% 2
8 EVENT COVERING authKW 163298 1% 100% 2
9 RULE INDUCTION authKW 127151 5% 9% 18
10 INDUCTIVE LEARNING authKW 124161 4% 9% 17

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 18349 57% 0% 220
2 Computer Science, Information Systems 2226 20% 0% 78
3 Computer Science, Theory & Methods 370 9% 0% 35
4 Operations Research & Management Science 326 7% 0% 27
5 Medical Informatics 305 4% 0% 14
6 Computer Science, Cybernetics 274 3% 0% 10
7 Engineering, Electrical & Electronic 250 17% 0% 66
8 Computer Science, Interdisciplinary Applications 166 6% 0% 24
9 Automation & Control Systems 143 4% 0% 17
10 Computer Science, Software Engineering 112 4% 0% 17

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 EXPERT SYST ARTIFICIAL INTELLIGENCE 118757 1% 36% 4
2 AIR ARTIFICIAL INTELLIGENCE ROBOT 81649 0% 100% 1
3 BAHCE MESLEK YUKSEK OKULU 81649 0% 100% 1
4 INFORMAT SIMD 81649 0% 100% 1
5 INFORMAT SYSYTEM 81649 0% 100% 1
6 MATH ALGORIHMS GRP 81649 0% 100% 1
7 RMZ TITANIUM 81649 0% 100% 1
8 SCI TECHNOL 4 106 81649 0% 100% 1
9 SILICATE MINERALS ENGN 81649 0% 100% 1
10 SIMD I 81649 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 19638 16% 0% 63
2 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 6638 4% 1% 16
3 MACHINE LEARNING 6450 3% 1% 10
4 INTELLIGENT DATA ANALYSIS 3150 1% 1% 5
5 INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION 2974 1% 1% 5
6 APPLIED ARTIFICIAL INTELLIGENCE 2141 1% 1% 5
7 DATA MINING AND KNOWLEDGE DISCOVERY 2123 1% 1% 4
8 ADVANCES IN DATA ANALYSIS AND CLASSIFICATION 1501 1% 1% 2
9 JOURNAL OF SYSTEMS ENGINEERING 1483 0% 2% 1
10 EXPERT SYSTEMS WITH APPLICATIONS 1439 4% 0% 14

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 NUMERICAL ATTRIBUTES 400076 2% 70% 7 Search NUMERICAL+ATTRIBUTES Search NUMERICAL+ATTRIBUTES
2 SUPERVISED DISCRETIZATION 340202 1% 83% 5 Search SUPERVISED+DISCRETIZATION Search SUPERVISED+DISCRETIZATION
3 DISCRETIZATION 316549 14% 7% 55 Search DISCRETIZATION Search DISCRETIZATION
4 CONTINUOUS ATTRIBUTES 250042 2% 44% 7 Search CONTINUOUS+ATTRIBUTES Search CONTINUOUS+ATTRIBUTES
5 RULES FAMILY 244947 1% 100% 3 Search RULES+FAMILY Search RULES+FAMILY
6 CAIM 163298 1% 100% 2 Search CAIM Search CAIM
7 CLASS ATTRIBUTE INTERDEPENDENCY MAXIMIZATION 163298 1% 100% 2 Search CLASS+ATTRIBUTE+INTERDEPENDENCY+MAXIMIZATION Search CLASS+ATTRIBUTE+INTERDEPENDENCY+MAXIMIZATION
8 EVENT COVERING 163298 1% 100% 2 Search EVENT+COVERING Search EVENT+COVERING
9 RULE INDUCTION 127151 5% 9% 18 Search RULE+INDUCTION Search RULE+INDUCTION
10 INDUCTIVE LEARNING 124161 4% 9% 17 Search INDUCTIVE+LEARNING Search INDUCTIVE+LEARNING

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 14666 SURVIVAL TREE//DECISION TREE//RECURSIVE PARTITIONING
2 20414 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS
3 35480 GENERALIZED DIRICHLET//GENERALIZED DIRICHLET DISTRIBUTION//LIOUVILLE FAMILY OF DISTRIBUTIONS
4 9536 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
5 12248 INSTANCE SELECTION//PROTOTYPE SELECTION//PROTOTYPE GENERATION
6 30175 CINIS GRP//INVERTED BETA LOSS FUNCTION//ADVANCE PRODUCT QUALITY PLANNING
7 8844 FEATURE SELECTION//UNSUPERVISED FEATURE SELECTION//FEATURE RANKING
8 1031 ROUGH SETS//ATTRIBUTE REDUCTION//ROUGH SET THEORY
9 27887 RINKER//CRISP DM//CONJECTURABLE RULES
10 13142 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE

Go to start page