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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
16422 654 37.0 40%


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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
16422 1                   TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING 654

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 TRANSFER LEARNING authKW 1463584 16% 30% 104
2 DOMAIN ADAPTATION authKW 1374094 10% 45% 66
3 MULTI TASK LEARNING authKW 1203455 12% 33% 77
4 MAXIMUM MEAN DISCREPANCY authKW 420194 2% 75% 12
5 DENSITY RATIO ESTIMATION authKW 332307 2% 65% 11
6 UNSUPERVISED DOMAIN ADAPTATION authKW 332008 1% 89% 8
7 CROSS DOMAIN LEARNING authKW 274632 2% 59% 10
8 COVARIATE SHIFT authKW 256778 2% 50% 11
9 SQUARED LOSS MUTUAL INFORMATION authKW 254192 1% 78% 7
10 ZERO SHOT LEARNING authKW 190640 1% 58% 7

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Computer Science, Artificial Intelligence 40294 64% 0% 421
2 Computer Science, Information Systems 7169 27% 0% 179
3 Computer Science, Software Engineering 2416 14% 0% 94
4 Engineering, Electrical & Electronic 1645 31% 0% 200
5 Automation & Control Systems 783 7% 0% 49
6 Computer Science, Theory & Methods 760 10% 0% 65
7 Computer Science, Cybernetics 366 2% 0% 15
8 Computer Science, Hardware & Architecture 238 4% 0% 24
9 Telecommunications 86 4% 0% 24
10 Computer Science, Interdisciplinary Applications 59 3% 0% 21

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 KNOWLEDGE ENGN DISCOVER 70030 0% 50% 3
2 QUANTUM COMPUTAT INTELLIGENT SYST 47402 3% 5% 21
3 ADV STUDIES DIGITAL SIGNAL PROC 46689 0% 100% 1
4 ADVANSE 46689 0% 100% 1
5 AI GRPSEKR FR58 46689 0% 100% 1
6 ASAI 46689 0% 100% 1
7 BROADCASTING 8C TELECOMMUN MEDIA 46689 0% 100% 1
8 CALVIN TEAM 46689 0% 100% 1
9 CNRSENSINRIAUMR 8548 46689 0% 100% 1
10 COMP IMAGING IL 46689 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 JOURNAL OF MACHINE LEARNING RESEARCH 52510 6% 3% 42
2 MACHINE LEARNING 19937 4% 2% 23
3 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 17018 1% 4% 9
4 IEEE TRANSACTIONS ON MULTIMEDIA 11341 3% 1% 22
5 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 11212 2% 2% 16
6 NEUROCOMPUTING 11192 7% 1% 48
7 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 9674 4% 1% 25
8 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 7373 4% 1% 27
9 KNOWLEDGE AND INFORMATION SYSTEMS 6361 2% 1% 12
10 ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY 6071 1% 2% 7

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 TRANSFER LEARNING 1463584 16% 30% 104 Search TRANSFER+LEARNING Search TRANSFER+LEARNING
2 DOMAIN ADAPTATION 1374094 10% 45% 66 Search DOMAIN+ADAPTATION Search DOMAIN+ADAPTATION
3 MULTI TASK LEARNING 1203455 12% 33% 77 Search MULTI+TASK+LEARNING Search MULTI+TASK+LEARNING
4 MAXIMUM MEAN DISCREPANCY 420194 2% 75% 12 Search MAXIMUM+MEAN+DISCREPANCY Search MAXIMUM+MEAN+DISCREPANCY
5 DENSITY RATIO ESTIMATION 332307 2% 65% 11 Search DENSITY+RATIO+ESTIMATION Search DENSITY+RATIO+ESTIMATION
6 UNSUPERVISED DOMAIN ADAPTATION 332008 1% 89% 8 Search UNSUPERVISED+DOMAIN+ADAPTATION Search UNSUPERVISED+DOMAIN+ADAPTATION
7 CROSS DOMAIN LEARNING 274632 2% 59% 10 Search CROSS+DOMAIN+LEARNING Search CROSS+DOMAIN+LEARNING
8 COVARIATE SHIFT 256778 2% 50% 11 Search COVARIATE+SHIFT Search COVARIATE+SHIFT
9 SQUARED LOSS MUTUAL INFORMATION 254192 1% 78% 7 Search SQUARED+LOSS+MUTUAL+INFORMATION Search SQUARED+LOSS+MUTUAL+INFORMATION
10 ZERO SHOT LEARNING 190640 1% 58% 7 Search ZERO+SHOT+LEARNING Search ZERO+SHOT+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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 JIANG, M , HUANG, WZ , HUANG, ZQ , YEN, GG , (2017) INTEGRATION OF GLOBAL AND LOCAL METRICS FOR DOMAIN ADAPTATION LEARNING VIA DIMENSIONALITY REDUCTION.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 47. ISSUE 1. P. 38 -51 16 89% 0
2 YAN, Y , LIU, GW , WANG, S , ZHANG, J , ZHENG, K , (2017) GRAPH-BASED CLUSTERING AND RANKING FOR DIVERSIFIED IMAGE SEARCH.MULTIMEDIA SYSTEMS. VOL. 23. ISSUE 1. P. 41 -52 11 58% 2
3 TAHMORESNEZHAD, J , HASHEMI, S , (2017) VISUAL DOMAIN ADAPTATION VIA TRANSFER FEATURE LEARNING.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 50. ISSUE 2. P. 585 -605 12 86% 0
4 GAO, J , HUANG, R , LI, HX , (2015) SUB-DOMAIN ADAPTATION LEARNING METHODOLOGY.INFORMATION SCIENCES. VOL. 298. ISSUE . P. 237 -256 14 74% 2
5 TAHMORESNEZHAD, J , HASHEMI, S , (2016) AN EFFICIENT YET EFFECTIVE RANDOM PARTITIONING AND FEATURE WEIGHTING APPROACH FOR TRANSFER LEARNING.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE. VOL. 30. ISSUE 2. P. - 11 92% 0
6 KOBAYASHI, T , SUGIYAMA, M , (2012) EARLY STOPPING HEURISTICS IN POOL-BASED INCREMENTAL ACTIVE LEARNING FOR LEAST-SQUARES PROBABILISTIC CLASSIFIER.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS. VOL. E95D. ISSUE 8. P. 2065-2073 13 81% 0
7 KURIHARA, N , SUGIYAMA, M , (2012) IMPROVING IMPORTANCE ESTIMATION IN POOL-BASED BATCH ACTIVE LEARNING FOR APPROXIMATE LINEAR REGRESSION.NEURAL NETWORKS. VOL. 36. ISSUE . P. 73 -82 13 81% 0
8 XU, Y , FANG, XZ , WU, J , LI, XL , ZHANG, D , (2016) DISCRIMINATIVE TRANSFER SUBSPACE LEARNING VIA LOW-RANK AND SPARSE REPRESENTATION.IEEE TRANSACTIONS ON IMAGE PROCESSING. VOL. 25. ISSUE 2. P. 850 -863 14 56% 3
9 HACHIYA, H , SUGIYAMA, M , UEDA, N , (2012) IMPORTANCE-WEIGHTED LEAST-SQUARES PROBABILISTIC CLASSIFIER FOR COVARIATE SHIFT ADAPTATION WITH APPLICATION TO HUMAN ACTIVITY RECOGNITION.NEUROCOMPUTING. VOL. 80. ISSUE . P. 93 -101 11 85% 8
10 CUI, Z , LI, W , XU, D , SHAN, SG , CHEN, XL , LI, XL , (2014) FLOWING ON RIEMANNIAN MANIFOLD: DOMAIN ADAPTATION BY SHIFTING COVARIANCE.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 44. ISSUE 12. P. 2264 -2273 12 75% 2

Classes with closest relation at Level 1


Rank Class id link
1 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING
2 29348 PERSON RE IDENTIFICATION//PEOPLE RE IDENTIFICATION//METRIC LEARNING
3 16823 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
4 28667 HANGZHOU SERV ENGN//INTELLIGENT TRANSPORTAT INFORMAT SECUR//SIMRANK
5 37082 COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514
6 24116 MULTIVARIATE EIGENVALUE PROBLEM//CANONICAL CORRELATION ANALYSIS//MAXBET
7 4232 PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY
8 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
9 18552 DEEP LEARNING//RESTRICTED BOLTZMANN MACHINE//DEEP BELIEF NETWORKS
10 29362 SUBSPACE INFORMATION CRITERION//PROJECTION LEARNING//PARTIAL PROJECTION FILTER

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