Class information for: |
Basic class information |
ID | Publications | Average number of references |
Avg. shr. active ref. in WoS |
---|---|---|---|
2931 | 2034 | 27.8 | 42% |
Classes in level above (level 2) |
ID, lev. above |
Publications | Label for level above |
---|---|---|
396 | 16220 | CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION |
Terms with highest relevance score |
Rank | Term | Type of term | Relevance score (tfidf) |
Class's shr. of term's tot. occurrences |
Shr. of publ. in class containing term |
Num. of publ. in class |
---|---|---|---|---|---|---|
1 | BOOSTING | Author keyword | 43 | 20% | 9% | 190 |
2 | BAGGING | Author keyword | 33 | 23% | 6% | 126 |
3 | ENSEMBLE PRUNING | Author keyword | 18 | 53% | 1% | 24 |
4 | ENSEMBLE LEARNING | Author keyword | 18 | 17% | 5% | 99 |
5 | MULTIPLE CLASSIFIER SYSTEMS | Author keyword | 15 | 31% | 2% | 41 |
6 | CLASSIFIER COMBINATION | Author keyword | 15 | 24% | 3% | 53 |
7 | ERROR CORRECTING OUTPUT CODES | Author keyword | 13 | 43% | 1% | 23 |
8 | DECOMPOSITION STRATEGIES | Author keyword | 13 | 80% | 0% | 8 |
9 | MULTIPLE CLASSIFIER SYSTEM | Author keyword | 13 | 31% | 2% | 34 |
10 | ENSEMBLES OF CLASSIFIERS | Author keyword | 12 | 48% | 1% | 19 |
Web of Science journal categories |
Author Key Words |
Rank | Web of Science journal category | Relevance score (tfidf) |
Class's shr. of term's tot. occurrences |
Shr. of publ. in class containing term |
Num. of publ. in class |
LCSH search | Wikipedia search |
---|---|---|---|---|---|---|---|
1 | BOOSTING | 43 | 20% | 9% | 190 | Search BOOSTING | Search BOOSTING |
2 | BAGGING | 33 | 23% | 6% | 126 | Search BAGGING | Search BAGGING |
3 | ENSEMBLE PRUNING | 18 | 53% | 1% | 24 | Search ENSEMBLE+PRUNING | Search ENSEMBLE+PRUNING |
4 | ENSEMBLE LEARNING | 18 | 17% | 5% | 99 | Search ENSEMBLE+LEARNING | Search ENSEMBLE+LEARNING |
5 | MULTIPLE CLASSIFIER SYSTEMS | 15 | 31% | 2% | 41 | Search MULTIPLE+CLASSIFIER+SYSTEMS | Search MULTIPLE+CLASSIFIER+SYSTEMS |
6 | CLASSIFIER COMBINATION | 15 | 24% | 3% | 53 | Search CLASSIFIER+COMBINATION | Search CLASSIFIER+COMBINATION |
7 | ERROR CORRECTING OUTPUT CODES | 13 | 43% | 1% | 23 | Search ERROR+CORRECTING+OUTPUT+CODES | Search ERROR+CORRECTING+OUTPUT+CODES |
8 | DECOMPOSITION STRATEGIES | 13 | 80% | 0% | 8 | Search DECOMPOSITION+STRATEGIES | Search DECOMPOSITION+STRATEGIES |
9 | MULTIPLE CLASSIFIER SYSTEM | 13 | 31% | 2% | 34 | Search MULTIPLE+CLASSIFIER+SYSTEM | Search MULTIPLE+CLASSIFIER+SYSTEM |
10 | ENSEMBLES OF CLASSIFIERS | 12 | 48% | 1% | 19 | Search ENSEMBLES+OF+CLASSIFIERS | Search ENSEMBLES+OF+CLASSIFIERS |
Key Words Plus |
Rank | Web of Science journal category | Relevance score (tfidf) |
Class's shr. of term's tot. occurrences |
Shr. of publ. in class containing term |
Num. of publ. in class |
---|---|---|---|---|---|
1 | COMBINING CLASSIFIERS | 36 | 37% | 4% | 77 |
2 | ADABOOST | 18 | 40% | 2% | 36 |
3 | MULTIPLE CLASSIFIERS | 16 | 30% | 2% | 45 |
4 | COMBINING MULTIPLE CLASSIFIERS | 14 | 40% | 1% | 27 |
5 | CORRECTING OUTPUT CODES | 14 | 55% | 1% | 17 |
6 | ROTATION FOREST | 13 | 40% | 1% | 25 |
7 | NEGATIVE CORRELATION | 10 | 35% | 1% | 23 |
8 | HANDWRITTEN NUMERALS | 10 | 46% | 1% | 16 |
9 | NEURAL NETWORK ENSEMBLES | 9 | 34% | 1% | 23 |
10 | STACKED GENERALIZATION | 7 | 26% | 1% | 24 |
Journals |
Reviews |
Title | Publ. year | Cit. | Active references | % act. ref. to same field |
---|---|---|---|---|
Ensemble-based classifiers | 2010 | 190 | 56 | 70% |
Taxonomy for characterizing ensemble methods in classification tasks: A review and annotated bibliography | 2009 | 47 | 102 | 67% |
Classifier ensembles: Select real-world applications | 2008 | 57 | 39 | 51% |
Ensembles of learning machines | 2002 | 55 | 56 | 75% |
A survey of commonly used ensemble-based classification techniques | 2014 | 0 | 53 | 89% |
Generating ensembles of heterogeneous classifiers using Stacked Generalization | 2015 | 0 | 30 | 80% |
Methods and Algorithms of Collective Recognition | 2008 | 2 | 18 | 83% |
Bagging and boosting variants for handling classifications problems: a survey | 2014 | 0 | 82 | 78% |
Morphologically debiased classifier fusion: A tomography-theoretic approach | 2005 | 0 | 12 | 92% |
Neural networks for classification: A survey | 2000 | 359 | 113 | 18% |
Address terms |
Rank | Address term | Relevance score (tfidf) |
Class's shr. of term's tot. occurrences |
Shr. of publ. in class containing term |
Num. of publ. in class |
---|---|---|---|---|---|
1 | SYST COMP NETWORKS | 7 | 31% | 0.9% | 18 |
2 | EDUC SOFTWARE DEV | 4 | 31% | 0.5% | 10 |
3 | INGN CIENCIA COMPUTADO | 3 | 29% | 0.5% | 10 |
4 | BRAIN INTELLIGENT SYST | 3 | 33% | 0.4% | 8 |
5 | LIVIA | 3 | 30% | 0.3% | 7 |
6 | PATTERN ANAL MACHINE INTELLIGENCE | 2 | 17% | 0.6% | 12 |
7 | MATEMAT CIENCIAS COMP | 2 | 67% | 0.1% | 2 |
8 | STAT DECIS MACHINE LEARNING | 2 | 67% | 0.1% | 2 |
9 | CONTROL AUTOMAT SYST ANAL | 2 | 40% | 0.2% | 4 |
10 | CHAIR SYST COMP NETWORKS | 2 | 18% | 0.4% | 9 |
Related classes at same level (level 1) |
Rank | Relatedness score | Related classes |
---|---|---|
1 | 0.0000180436 | CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING |
2 | 0.0000150982 | BRAIN OPERAT DEVICE//MIN MAX MODULAR NEURAL NETWORK//NETWORK COMMITTEE |
3 | 0.0000137263 | CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS |
4 | 0.0000131913 | PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS |
5 | 0.0000099537 | SURVIVAL TREES//RECURSIVE PARTITIONING//PRIM |
6 | 0.0000094632 | SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT |
7 | 0.0000092963 | NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION |
8 | 0.0000088453 | TWIN SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINES//MULTIPLE KERNEL LEARNING |
9 | 0.0000084649 | MULTI LABEL CLASSIFICATION//IMAGE ANNOTATION//MULTIPLE INSTANCE LEARNING |
10 | 0.0000083196 | COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY |