Class information for:
Level 1: PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT

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
464 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE 16171
11783 1                   PAC LEARNING//COMPUTATIONAL LEARNING THEORY//LEHRSTUHL MATH INFORMAT 983

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 PAC LEARNING authKW 1341010 8% 52% 80
2 COMPUTATIONAL LEARNING THEORY authKW 831058 7% 41% 64
3 LEHRSTUHL MATH INFORMAT address 470204 2% 67% 22
4 AGNOSTIC LEARNING authKW 451625 2% 78% 18
5 ALGORITHMIC INFERENCE authKW 384724 1% 100% 12
6 THRESHOLD CIRCUITS authKW 328804 2% 51% 20
7 QUERY LEARNING authKW 326127 2% 44% 23
8 LINEAR THRESHOLD FUNCTIONS authKW 277088 1% 79% 11
9 MEMBERSHIP QUERIES authKW 257614 2% 54% 15
10 POLYNOMIAL THRESHOLD FUNCTIONS authKW 246613 1% 77% 10

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Theory & Methods 24335 43% 0% 424
2 Computer Science, Artificial Intelligence 17150 35% 0% 342
3 Computer Science, Hardware & Architecture 3323 11% 0% 104
4 Mathematics, Applied 2422 21% 0% 202
5 Computer Science, Information Systems 2418 13% 0% 132
6 Automation & Control Systems 522 5% 0% 51
7 Mathematics 429 10% 0% 103
8 Computer Science, Software Engineering 361 5% 0% 48
9 Computer Science, Cybernetics 264 2% 0% 16
10 Logic 154 1% 0% 9

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LEHRSTUHL MATH INFORMAT 470204 2% 67% 22
2 AUTOMATA THEORY GRP 114498 1% 71% 5
3 ROYAL HOLLOWAY BEDFORD NEW COMP SCI 42746 0% 67% 2
4 ATR COMPUTAT NEUROSCI 32060 0% 100% 1
5 BIOPHYS ELE ON ENGN 32060 0% 100% 1
6 CEREGMIA UFR DSE 32060 0% 100% 1
7 COMP SCI THEORY GRP 32060 0% 100% 1
8 CYBENET 32060 0% 100% 1
9 DPTO SISTEMAS INFORMAT PROGRAMM 32060 0% 100% 1
10 ENGN COMP INFORMAT SCI 32060 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MACHINE LEARNING 138975 8% 6% 74
2 JOURNAL OF COMPUTER AND SYSTEM SCIENCES 82597 8% 3% 76
3 INFORMATION AND COMPUTATION 41379 5% 2% 53
4 COMPUTATIONAL COMPLEXITY 23487 2% 5% 16
5 JOURNAL OF MACHINE LEARNING RESEARCH 20078 3% 2% 32
6 SIAM JOURNAL ON COMPUTING 19232 4% 1% 42
7 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 16011 9% 1% 91
8 THEORETICAL COMPUTER SCIENCE 10537 6% 1% 60
9 INFORMATION PROCESSING LETTERS 10532 5% 1% 46
10 NEURAL COMPUTATION 8333 3% 1% 26

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 PAC LEARNING 1341010 8% 52% 80 Search PAC+LEARNING Search PAC+LEARNING
2 COMPUTATIONAL LEARNING THEORY 831058 7% 41% 64 Search COMPUTATIONAL+LEARNING+THEORY Search COMPUTATIONAL+LEARNING+THEORY
3 AGNOSTIC LEARNING 451625 2% 78% 18 Search AGNOSTIC+LEARNING Search AGNOSTIC+LEARNING
4 ALGORITHMIC INFERENCE 384724 1% 100% 12 Search ALGORITHMIC+INFERENCE Search ALGORITHMIC+INFERENCE
5 THRESHOLD CIRCUITS 328804 2% 51% 20 Search THRESHOLD+CIRCUITS Search THRESHOLD+CIRCUITS
6 QUERY LEARNING 326127 2% 44% 23 Search QUERY+LEARNING Search QUERY+LEARNING
7 LINEAR THRESHOLD FUNCTIONS 277088 1% 79% 11 Search LINEAR+THRESHOLD+FUNCTIONS Search LINEAR+THRESHOLD+FUNCTIONS
8 MEMBERSHIP QUERIES 257614 2% 54% 15 Search MEMBERSHIP+QUERIES Search MEMBERSHIP+QUERIES
9 POLYNOMIAL THRESHOLD FUNCTIONS 246613 1% 77% 10 Search POLYNOMIAL+THRESHOLD+FUNCTIONS Search POLYNOMIAL+THRESHOLD+FUNCTIONS
10 COMPUTATIONAL LEARNING 241379 2% 47% 16 Search COMPUTATIONAL+LEARNING Search COMPUTATIONAL+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 10509 INDUCTIVE INFERENCE//GRAMMATICAL INFERENCE//IDENTIFICATION IN THE LIMIT
2 32363 LOGICAL ANALYSIS OF DATA//LOGICAL ANALYSIS OF DATA LAD//MONOTONE CLASSIFICATION
3 20879 DUALIZATION//MONOTONE BOOLEAN FUNCTIONS//RUTCOR
4 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
5 11837 ARITHMETIC CIRCUITS//POLYNOMIAL IDENTITY TESTING//COMPUTATIONAL COMPLEXITY
6 16415 COMMUNICATION COMPLEXITY//NEGATION LIMITED CIRCUIT//EXTENSION COMPLEXITY
7 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
8 34730 FORBIDDEN CONFIGURATIONS//SHATTERED SET//SUBHYPERGRAPH
9 17756 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
10 9536 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING

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