Class information for:
Level 1: FEATURE SELECTION//GENE SELECTION//CANCER CLASSIFICATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1997 2393 33.8 59%


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
1997 1                   FEATURE SELECTION//GENE SELECTION//CANCER CLASSIFICATION 2393

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 FEATURE SELECTION authKW 1615498 29% 18% 698
2 GENE SELECTION authKW 1490674 7% 71% 165
3 CANCER CLASSIFICATION authKW 759790 4% 67% 89
4 MICROARRAY DATA authKW 276124 3% 28% 78
5 GENE EXPRESSION DATA authKW 207409 3% 24% 67
6 UNSUPERVISED FEATURE SELECTION authKW 170484 1% 64% 21
7 MICROARRAY DATA CLASSIFICATION authKW 141323 1% 92% 12
8 FEATURE SUBSET SELECTION authKW 128602 1% 31% 33
9 FEATURE RANKING authKW 123293 1% 33% 29
10 TUMOR CLASSIFICATION authKW 109448 1% 30% 29

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 58844 41% 0% 979
2 Mathematical & Computational Biology 31423 21% 1% 506
3 Biochemical Research Methods 6292 18% 0% 423
4 Computer Science, Interdisciplinary Applications 5243 13% 0% 313
5 Biotechnology & Applied Microbiology 3076 16% 0% 389
6 Statistics & Probability 2202 8% 0% 188
7 Medical Informatics 2072 4% 0% 90
8 Computer Science, Information Systems 1693 7% 0% 178
9 Computer Science, Theory & Methods 1606 8% 0% 185
10 Engineering, Electrical & Electronic 1210 15% 0% 368

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 INTELLIGENT COMPUTAT 39866 0% 63% 5
2 IND SYST CONTROL 26574 0% 42% 5
3 INTELLIGENT SYS SCI 25517 0% 100% 2
4 Z TECH FDA 25517 0% 100% 2
5 INTELLIGENT COMP 22653 1% 11% 16
6 HEFEI INTELLIGENT MACHINES 22109 1% 9% 19
7 BIOINFORMAT CELL 17010 0% 67% 2
8 GLOBAL DISCOVERY DEV STAT 17010 0% 67% 2
9 AREA COMP SCI 17006 0% 33% 4
10 DEV ARTIFICIAL INTELLIGENCE LIDIA 16780 0% 26% 5

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 INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS 54657 2% 10% 43
2 IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 37872 2% 5% 58
3 BMC BIOINFORMATICS 25578 5% 2% 123
4 BIOINFORMATICS 22993 6% 1% 139
5 NEUROCOMPUTING 12926 4% 1% 99
6 INTELLIGENT DATA ANALYSIS 11020 1% 4% 23
7 EXPERT SYSTEMS WITH APPLICATIONS 10096 4% 1% 92
8 PATTERN RECOGNITION 9828 3% 1% 73
9 PATTERN RECOGNITION LETTERS 9248 3% 1% 65
10 ARTIFICIAL INTELLIGENCE IN MEDICINE 8414 1% 3% 19

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 FEATURE SELECTION 1615498 29% 18% 698 Search FEATURE+SELECTION Search FEATURE+SELECTION
2 GENE SELECTION 1490674 7% 71% 165 Search GENE+SELECTION Search GENE+SELECTION
3 CANCER CLASSIFICATION 759790 4% 67% 89 Search CANCER+CLASSIFICATION Search CANCER+CLASSIFICATION
4 MICROARRAY DATA 276124 3% 28% 78 Search MICROARRAY+DATA Search MICROARRAY+DATA
5 GENE EXPRESSION DATA 207409 3% 24% 67 Search GENE+EXPRESSION+DATA Search GENE+EXPRESSION+DATA
6 UNSUPERVISED FEATURE SELECTION 170484 1% 64% 21 Search UNSUPERVISED+FEATURE+SELECTION Search UNSUPERVISED+FEATURE+SELECTION
7 MICROARRAY DATA CLASSIFICATION 141323 1% 92% 12 Search MICROARRAY+DATA+CLASSIFICATION Search MICROARRAY+DATA+CLASSIFICATION
8 FEATURE SUBSET SELECTION 128602 1% 31% 33 Search FEATURE+SUBSET+SELECTION Search FEATURE+SUBSET+SELECTION
9 FEATURE RANKING 123293 1% 33% 29 Search FEATURE+RANKING Search FEATURE+RANKING
10 TUMOR CLASSIFICATION 109448 1% 30% 29 Search TUMOR+CLASSIFICATION Search TUMOR+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 ANG, JC , MIRZAL, A , HARON, H , HAMED, HNA , (2016) SUPERVISED, UNSUPERVISED, AND SEMI-SUPERVISED FEATURE SELECTION: A REVIEW ON GENE SELECTION.IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS. VOL. 13. ISSUE 5. P. 971 -989 83 74% 0
2 BOLON-CANEDO, V , SANCHEZ-MARONO, N , ALONSO-BETANZOS, A , BENITEZ, JM , HERRERA, F , (2014) A REVIEW OF MICROARRAY DATASETS AND APPLIED FEATURE SELECTION METHODS.INFORMATION SCIENCES. VOL. 282. ISSUE . P. 111 -135 58 67% 44
3 XUE, B , ZHANG, MJ , BROWNE, WN , YAO, X , (2016) A SURVEY ON EVOLUTIONARY COMPUTATION APPROACHES TO FEATURE SELECTION.IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION. VOL. 20. ISSUE 4. P. 606 -626 68 59% 1
4 MORADI, P , GHOLAMPOUR, M , (2016) A HYBRID PARTICLE SWARM OPTIMIZATION FOR FEATURE SUBSET SELECTION BY INTEGRATING A NOVEL LOCAL SEARCH STRATEGY.APPLIED SOFT COMPUTING. VOL. 43. ISSUE . P. 117 -130 45 69% 3
5 TABAKHI, S , NAJAFI, A , RANJBAR, R , MORADI, P , (2015) GENE SELECTION FOR MICROARRAY DATA CLASSIFICATION USING A NOVEL ANT COLONY OPTIMIZATION.NEUROCOMPUTING. VOL. 168. ISSUE . P. 1024 -1036 40 87% 2
6 BONILLA-HUERTA, E , HERNANDEZ-MONTIEL, A , MORALES-CAPORAL, R , ARJONA-LOPEZ, M , (2016) HYBRID FRAMEWORK USING MULTIPLE-FILTERS AND AN EMBEDDED APPROACH FOR AN EFFICIENT SELECTION AND CLASSIFICATION OF MICROARRAY DATA.IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS. VOL. 13. ISSUE 1. P. 12 -26 34 94% 1
7 SAEYS, Y , INZA, I , LARRANAGA, P , (2007) A REVIEW OF FEATURE SELECTION TECHNIQUES IN BIOINFORMATICS.BIOINFORMATICS. VOL. 23. ISSUE 19. P. 2507 -2517 41 41% 1131
8 DADANEH, BZ , MARKID, HY , ZAKEROLHOSSEINI, A , (2016) UNSUPERVISED PROBABILISTIC FEATURE SELECTION USING ANT COLONY OPTIMIZATION.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 53. ISSUE . P. 27 -42 35 73% 2
9 LIU, HW , LIU, L , ZHANG, HJ , (2010) ENSEMBLE GENE SELECTION FOR CANCER CLASSIFICATION.PATTERN RECOGNITION. VOL. 43. ISSUE 8. P. 2763-2772 38 81% 23
10 SUN, SQ , PENG, QK , SHAKOOR, A , (2014) A KERNEL-BASED MULTIVARIATE FEATURE SELECTION METHOD FOR MICROARRAY DATA CLASSIFICATION.PLOS ONE. VOL. 9. ISSUE 7. P. - 30 88% 10

Classes with closest relation at Level 1


Rank Class id link
1 7323 BICLUSTERING//GENE EXPRESSION DATA//GENE EXPRESSION DATA ANALYSIS
2 22399 LUNG CANCER DIAGNOSIS AND PROGNOSIS//AIRWAY EPITHELIUM DEVELOPMENT//ANAT CYTOL PATHOL ALBERT BONNIOT
3 2901 BMC BIOINFORMATICS//MICROARRAY IMAGE//BIOINFORMATICS
4 20388 ACTUAL ERROR RATE//MINIMUM MEAN SQUARE ESTIMATION//LOCATION LINEAR DISCRIMINANT FUNCTION
5 16684 DOPPLER SIGNAL//DOPPLER HEART SOUNDS//ERYTHEMATO SQUAMOUS DISEASES
6 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
7 3308 LASSO//VARIABLE SELECTION//ORACLE PROPERTY
8 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
9 22537 MISSING VALUE IMPUTATION//MISSING VALUES//MISSING VALUE ESTIMATION
10 37522 DIFFERENTIAL GENE EXPRESSION DETECTION//CANC GENOME DISCOVERY CCGD//CANCER GENE ACTIVATION HETEROGENEITY

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