Class information for:
Level 1: SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
25585 277 31.6 33%


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
25585 1                   SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING 277

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 SEMI SUPERVISED LEARNING authKW 1071791 31% 11% 85
2 CO TRAINING authKW 955341 9% 33% 26
3 TRI TRAINING authKW 306206 2% 56% 5
4 LABELED AND UNLABELED SAMPLES authKW 220471 1% 100% 2
5 LEARNING FROM UNLABELED DATA authKW 220471 1% 100% 2
6 SAFE MECHANISM authKW 220471 1% 100% 2
7 TEMPORAL RBF authKW 220471 1% 100% 2
8 UNLABELED DATA authKW 207639 3% 21% 9
9 SEMISUPERVISED LEARNING authKW 175635 5% 11% 14
10 SEMI SUPERVISED CLASSIFICATION authKW 150990 4% 14% 10

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 18788 68% 0% 187
2 Computer Science, Information Systems 1689 21% 0% 57
3 Computer Science, Theory & Methods 506 12% 0% 34
4 Engineering, Electrical & Electronic 357 23% 0% 63
5 Computer Science, Cybernetics 138 2% 0% 6
6 Statistics & Probability 113 5% 0% 15
7 Computer Science, Software Engineering 110 5% 0% 14
8 Automation & Control Systems 102 4% 0% 12
9 Computer Science, Hardware & Architecture 59 3% 0% 8
10 Remote Sensing 40 2% 0% 5

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 DATA MIN EXPLORAT DMX GRP 110236 0% 100% 1
2 SHANGHAI MEDIA PROC COMMUN 110236 0% 100% 1
3 SIERRA PROJECT GRP 110236 0% 100% 1
4 UNIDAD MANTENIMIENTO MAT MOVIL 110236 0% 100% 1
5 ELECT TRICT 55117 0% 50% 1
6 GUANGDONG POPULAR HIGH PERFORMANCE COMP 55117 0% 50% 1
7 IMAGE UNDERSTANDING SYST FT3AB 55117 0% 50% 1
8 SCI TECHNOL DCT 55117 0% 50% 1
9 INTELLIGENT EMBEDDED SYST 44091 1% 20% 2
10 NOVEL SOFTWARE TECHNOL 41423 4% 4% 10

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 8496 4% 1% 11
2 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 4498 9% 0% 26
3 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 3721 2% 1% 6
4 PATTERN RECOGNITION LETTERS 3215 5% 0% 13
5 PATTERN RECOGNITION 3141 5% 0% 14
6 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 2942 1% 1% 4
7 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2889 4% 0% 11
8 KNOWLEDGE AND INFORMATION SYSTEMS 2607 2% 0% 5
9 INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 2521 2% 0% 6
10 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 2335 3% 0% 8

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 SEMI SUPERVISED LEARNING 1071791 31% 11% 85 Search SEMI+SUPERVISED+LEARNING Search SEMI+SUPERVISED+LEARNING
2 CO TRAINING 955341 9% 33% 26 Search CO+TRAINING Search CO+TRAINING
3 TRI TRAINING 306206 2% 56% 5 Search TRI+TRAINING Search TRI+TRAINING
4 LABELED AND UNLABELED SAMPLES 220471 1% 100% 2 Search LABELED+AND+UNLABELED+SAMPLES Search LABELED+AND+UNLABELED+SAMPLES
5 LEARNING FROM UNLABELED DATA 220471 1% 100% 2 Search LEARNING+FROM+UNLABELED+DATA Search LEARNING+FROM+UNLABELED+DATA
6 SAFE MECHANISM 220471 1% 100% 2 Search SAFE+MECHANISM Search SAFE+MECHANISM
7 TEMPORAL RBF 220471 1% 100% 2 Search TEMPORAL+RBF Search TEMPORAL+RBF
8 UNLABELED DATA 207639 3% 21% 9 Search UNLABELED+DATA Search UNLABELED+DATA
9 SEMISUPERVISED LEARNING 175635 5% 11% 14 Search SEMISUPERVISED+LEARNING Search SEMISUPERVISED+LEARNING
10 SEMI SUPERVISED CLASSIFICATION 150990 4% 14% 10 Search SEMI+SUPERVISED+CLASSIFICATION Search SEMI+SUPERVISED+CLASSIFICATION

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 TRIGUERO, I , GARCIA, S , HERRERA, F , (2015) SEG-SSC: A FRAMEWORK BASED ON SYNTHETIC EXAMPLES GENERATION FOR SELF-LABELED SEMI-SUPERVISED CLASSIFICATION.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 45. ISSUE 4. P. 622 -634 20 54% 8
2 TRIGUERO, I , GARCIA, S , HERRERA, F , (2015) SELF-LABELED TECHNIQUES FOR SEMI-SUPERVISED LEARNING: TAXONOMY, SOFTWARE AND EMPIRICAL STUDY.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 42. ISSUE 2. P. 245 -284 23 46% 9
3 FAZAKIS, N , KARLOS, S , KOTSIANTIS, S , SGARBAS, K , (2017) SELF-TRAINED ROTATION FOREST FOR SEMI-SUPERVISED.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS. VOL. 32. ISSUE 1. P. 711 -722 16 64% 0
4 FAZAKIS, N , KARLOS, S , KOTSIANTIS, S , SGARBAS, K , (2016) SELF-TRAINED LMT FOR SEMISUPERVISED LEARNING.COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE. VOL. . ISSUE . P. - 16 62% 0
5 JIANG, Z , ZHAN, YZ , (2015) A NOVEL DIVERSITY-BASED SEMI-SUPERVISED LEARNING FRAMEWORK WITH RELATED THEORETICAL ANALYSIS.INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS. VOL. 24. ISSUE 3. P. - 9 75% 0
6 ZHOU, ZH , LI, M , (2010) SEMI-SUPERVISED LEARNING BY DISAGREEMENT.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 24. ISSUE 3. P. 415 -439 10 48% 69
7 DONG, AM , CHUNG, FL , WANG, ST , (2016) SEMI-SUPERVISED CLASSIFICATION METHOD THROUGH OVERSAMPLING AND COMMON HIDDEN SPACE.INFORMATION SCIENCES. VOL. 349. ISSUE . P. 216 -228 10 42% 1
8 KRITHARA, A , AMINI, MR , GOUTTE, C , RENDERS, JM , (2011) LEARNING ASPECT MODELS WITH PARTIALLY LABELED DATA.PATTERN RECOGNITION LETTERS. VOL. 32. ISSUE 2. P. 297 -304 7 70% 1
9 JIANG, Z , ZENG, JP , ZHANG, SY , (2013) INTER-TRAINING: EXPLOITING UNLABELED DATA IN MULTI-CLASSIFIER SYSTEMS.KNOWLEDGE-BASED SYSTEMS. VOL. 45. ISSUE . P. 8-19 8 53% 2
10 AZIZYAN, M , SINGH, A , WASSERMAN, L , (2013) DENSITY-SENSITIVE SEMISUPERVISED INFERENCE.ANNALS OF STATISTICS. VOL. 41. ISSUE 2. P. 751-771 6 67% 2

Classes with closest relation at Level 1


Rank Class id link
1 16422 TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING
2 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
3 37076 RUBBLIZATION//ADAPTIVE ACTIVATION FUNCTIONS//SPLINE NEURAL NETWORKS
4 16823 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
5 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
6 4232 PAC LEARNING//LEARNING THEORY//COMPUTATIONAL LEARNING THEORY
7 11493 TEXT CATEGORIZATION//TEXT CLASSIFICATION//SPAM FILTERING
8 24116 MULTIVARIATE EIGENVALUE PROBLEM//CANONICAL CORRELATION ANALYSIS//MAXBET
9 31364 MECHATRON CONTROL//COMP SYST TECHNOL//OBJECT RECOGNIZING
10 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION

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