Class information for:
Level 1: DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING

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
20324 1                   DOMAIN ADAPTATION//TRANSFER LEARNING//MULTI TASK LEARNING 488

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 DOMAIN ADAPTATION authKW 1911916 15% 41% 73
2 TRANSFER LEARNING authKW 1850352 23% 26% 111
3 MULTI TASK LEARNING authKW 1318012 16% 27% 76
4 UNSUPERVISED DOMAIN ADAPTATION authKW 587113 2% 91% 10
5 DENSITY RATIO ESTIMATION authKW 434130 2% 61% 11
6 SQUARED LOSS MUTUAL INFORMATION authKW 413325 2% 80% 8
7 MAXIMUM MEAN DISCREPANCY authKW 390715 2% 55% 11
8 CROSS DOMAIN LEARNING authKW 275316 2% 47% 9
9 PRIVILEGED INFORMATION authKW 275316 2% 47% 9
10 MULTI TASK CLUSTERING authKW 269092 1% 83% 5

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 32179 67% 0% 327
2 Computer Science, Information Systems 4074 24% 0% 118
3 Engineering, Electrical & Electronic 1417 33% 0% 160
4 Computer Science, Software Engineering 817 10% 0% 48
5 Automation & Control Systems 553 7% 0% 36
6 Computer Science, Theory & Methods 439 9% 0% 43
7 Computer Science, Cybernetics 428 3% 0% 14
8 Computer Science, Hardware & Architecture 224 4% 0% 20
9 Computer Science, Interdisciplinary Applications 80 4% 0% 20
10 Imaging Science & Photographic Technology 66 2% 0% 9

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 KNOWLEDGE ENGN DISCOVER 96871 1% 50% 3
2 ADV STUDIES DIGITAL SIGNAL PROC 64583 0% 100% 1
3 AGE ENGN INFORMAT 64583 0% 100% 1
4 AI GRPSEKR FR58 64583 0% 100% 1
5 ASAI 64583 0% 100% 1
6 BROADCASTING 8C TELECOMMUN MEDIA 64583 0% 100% 1
7 CALVIN TEAM 64583 0% 100% 1
8 CIENCIAS COMPUTACIONE IA 64583 0% 100% 1
9 CNRSENSINRIAUMR 8548 64583 0% 100% 1
10 DECIS SCI TECHNOL MANAGEMENT 64583 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 JOURNAL OF MACHINE LEARNING RESEARCH 33264 6% 2% 29
2 MACHINE LEARNING 18437 4% 2% 19
3 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 17573 2% 3% 8
4 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 11822 5% 1% 24
5 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 11813 3% 1% 15
6 KNOWLEDGE AND INFORMATION SYSTEMS 8250 2% 1% 12
7 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 7832 5% 1% 24
8 STATISTICAL ANALYSIS AND DATA MINING 7762 1% 3% 4
9 IEEE TRANSACTIONS ON CYBERNETICS 5322 2% 1% 10
10 IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS 5036 5% 0% 22

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 DOMAIN ADAPTATION 1911916 15% 41% 73 Search DOMAIN+ADAPTATION Search DOMAIN+ADAPTATION
2 TRANSFER LEARNING 1850352 23% 26% 111 Search TRANSFER+LEARNING Search TRANSFER+LEARNING
3 MULTI TASK LEARNING 1318012 16% 27% 76 Search MULTI+TASK+LEARNING Search MULTI+TASK+LEARNING
4 UNSUPERVISED DOMAIN ADAPTATION 587113 2% 91% 10 Search UNSUPERVISED+DOMAIN+ADAPTATION Search UNSUPERVISED+DOMAIN+ADAPTATION
5 DENSITY RATIO ESTIMATION 434130 2% 61% 11 Search DENSITY+RATIO+ESTIMATION Search DENSITY+RATIO+ESTIMATION
6 SQUARED LOSS MUTUAL INFORMATION 413325 2% 80% 8 Search SQUARED+LOSS+MUTUAL+INFORMATION Search SQUARED+LOSS+MUTUAL+INFORMATION
7 MAXIMUM MEAN DISCREPANCY 390715 2% 55% 11 Search MAXIMUM+MEAN+DISCREPANCY Search MAXIMUM+MEAN+DISCREPANCY
8 CROSS DOMAIN LEARNING 275316 2% 47% 9 Search CROSS+DOMAIN+LEARNING Search CROSS+DOMAIN+LEARNING
9 PRIVILEGED INFORMATION 275316 2% 47% 9 Search PRIVILEGED+INFORMATION Search PRIVILEGED+INFORMATION
10 MULTI TASK CLUSTERING 269092 1% 83% 5 Search MULTI+TASK+CLUSTERING Search MULTI+TASK+CLUSTERING

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 20007 ACTIVE LEARNING//SEMI SUPERVISED LEARNING//CO TRAINING
2 17032 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
3 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
4 37786 CLASS SPECIFIC FEATURES//FIXED THRESHOLD SEQUENTIAL MINIMAL OPTIMIZATION//WORD SPACING
5 31253 HANGZHOU SERV ENGN//AESTHETICS ASSESSMENT//MOBILE PHOTOGRAPHY
6 2290 DIMENSIONALITY REDUCTION//MANIFOLD LEARNING//FACE RECOGNITION
7 18345 RESTRICTED BOLTZMANN MACHINE//DEEP LEARNING//AUTOENCODER
8 17756 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
9 33973 CONFORMAL PREDICTORS//CONFORMAL PREDICTION//LOOSE PARTICLES
10 20524 PERSON RE IDENTIFICATION//CAMERA NETWORK//METRIC LEARNING

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