Class information for: |
Basic class information |
| ID | Publications | Average number of references |
Avg. shr. active ref. in WoS |
|---|---|---|---|
| 7229 | 1315 | 25.6 | 40% |
Classes in level above (level 2) |
| ID, lev. above |
Publications | Label for level above |
|---|---|---|
| 629 | 13118 | NEURAL NETWORKS//IEEE TRANSACTIONS ON NEURAL NETWORKS//EXTREME LEARNING MACHINE |
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 | CITEC EXCELLENCE | Address | 30 | 100% | 1% | 12 |
| 2 | METRIC ADAPTATION | Author keyword | 18 | 89% | 1% | 8 |
| 3 | CLIN PSYCHOTHER Y | Address | 16 | 61% | 1% | 17 |
| 4 | NEURAL NETWORKS | Address | 11 | 25% | 3% | 38 |
| 5 | COMPETITIVE LEARNING | Author keyword | 10 | 17% | 4% | 50 |
| 6 | RELEVANCE LEARNING | Author keyword | 9 | 64% | 1% | 9 |
| 7 | IT EDUC | Address | 8 | 44% | 1% | 14 |
| 8 | AUTOMAT FABRICAC | Address | 7 | 67% | 0% | 6 |
| 9 | MODULAR NETWORK SOM | Author keyword | 6 | 80% | 0% | 4 |
| 10 | SELF ORGANIZING MAP SOM | Author keyword | 6 | 15% | 3% | 38 |
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 | METRIC ADAPTATION | 18 | 89% | 1% | 8 | Search METRIC+ADAPTATION | Search METRIC+ADAPTATION |
| 2 | COMPETITIVE LEARNING | 10 | 17% | 4% | 50 | Search COMPETITIVE+LEARNING | Search COMPETITIVE+LEARNING |
| 3 | RELEVANCE LEARNING | 9 | 64% | 1% | 9 | Search RELEVANCE+LEARNING | Search RELEVANCE+LEARNING |
| 4 | MODULAR NETWORK SOM | 6 | 80% | 0% | 4 | Search MODULAR+NETWORK+SOM | Search MODULAR+NETWORK+SOM |
| 5 | SELF ORGANIZING MAP SOM | 6 | 15% | 3% | 38 | Search SELF+ORGANIZING+MAP+SOM | Search SELF+ORGANIZING+MAP+SOM |
| 6 | SELF ORGANIZING MAPS SOMS | 5 | 32% | 1% | 13 | Search SELF+ORGANIZING+MAPS+SOMS | Search SELF+ORGANIZING+MAPS+SOMS |
| 7 | WEBSOM | 5 | 63% | 0% | 5 | Search WEBSOM | Search WEBSOM |
| 8 | NEURAL GAS | 5 | 25% | 1% | 17 | Search NEURAL+GAS | Search NEURAL+GAS |
| 9 | MNSOM | 4 | 67% | 0% | 4 | Search MNSOM | Search MNSOM |
| 10 | ADAPTIVE SUBSPACE SELF ORGANIZING MAP | 4 | 75% | 0% | 3 | Search ADAPTIVE+SUBSPACE+SELF+ORGANIZING+MAP | Search ADAPTIVE+SUBSPACE+SELF+ORGANIZING+MAP |
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 | MAGNIFICATION CONTROL | 30 | 100% | 1% | 12 |
| 2 | NEURAL GAS | 27 | 56% | 3% | 33 |
| 3 | ORGANIZING FEATURE MAPS | 24 | 56% | 2% | 29 |
| 4 | FEATURE DISCOVERY | 17 | 72% | 1% | 13 |
| 5 | SELF ORGANIZING MAPS | 14 | 14% | 7% | 96 |
| 6 | NEIGHBORHOOD PRESERVATION | 12 | 75% | 1% | 9 |
| 7 | PRESERVING NEURAL NETWORKS | 11 | 100% | 0% | 6 |
| 8 | DATA PROJECTION | 9 | 50% | 1% | 13 |
| 9 | ASYMPTOTIC LEVEL DENSITY | 9 | 59% | 1% | 10 |
| 10 | GENERALIZATION ABILITY | 8 | 70% | 1% | 7 |
Journals |
Reviews |
| Title | Publ. year | Cit. | Active references |
% act. ref. to same field |
|---|---|---|---|---|
| Engineering applications of the self-organizing map | 1996 | 325 | 22 | 23% |
| Algorithms for hierarchical clustering: an overview | 2012 | 17 | 23 | 17% |
| THE SELF-ORGANIZING MAP | 1990 | 2617 | 33 | 21% |
| Data visualization by nonlinear dimensionality reduction | 2015 | 0 | 45 | 53% |
| Mutual information maximization: Models of cortical self-organization | 1996 | 95 | 8 | 25% |
| A review of learning vector quantization classifiers | 2014 | 0 | 36 | 39% |
| Indefinite Proximity Learning: A Review | 2015 | 0 | 57 | 26% |
| User-centered evaluation of adaptive and adaptable systems: a literature review | 2008 | 17 | 33 | 3% |
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 | CITEC EXCELLENCE | 30 | 100% | 0.9% | 12 |
| 2 | CLIN PSYCHOTHER Y | 16 | 61% | 1.3% | 17 |
| 3 | NEURAL NETWORKS | 11 | 25% | 2.9% | 38 |
| 4 | IT EDUC | 8 | 44% | 1.1% | 14 |
| 5 | AUTOMAT FABRICAC | 7 | 67% | 0.5% | 6 |
| 6 | FUTURE SCI TECHNOL JOINT | 6 | 45% | 0.8% | 10 |
| 7 | GRP INVEST SUPP S | 6 | 100% | 0.3% | 4 |
| 8 | KLIN PSYCHOTHER IE | 5 | 63% | 0.4% | 5 |
| 9 | NEURAL COMPUTAT GRP | 3 | 57% | 0.3% | 4 |
| 10 | CITEC CLUSTER EXCELLENCE | 3 | 100% | 0.2% | 3 |
Related classes at same level (level 1) |
| Rank | Relatedness score | Related classes |
|---|---|---|
| 1 | 0.0000128593 | PALETTE DESIGN//COLOR QUANTIZATION//COLOR IMAGE QUANTIZATION |
| 2 | 0.0000118462 | MINOR COMPONENT ANALYSIS MCA//DETERMINISTIC DISCRETE TIME DDT SYSTEM//SUBSPACE TRACKING |
| 3 | 0.0000114495 | SPHERICAL SELF ORGANIZING FEATURE MAP//SUPERVISED KOHONEN NETWORKS//COUNTER PROPAGATION ARTIFICIAL NEURAL NETWORKS |
| 4 | 0.0000104529 | ADAPTIVE RESONANCE THEORY//DYNAMIC DECAY ADJUSTMENT//ARTMAP |
| 5 | 0.0000101855 | SECCIO INTELLIGENCIA ARTIFICIAL//INTEGRATED SENSORY INTELLIGENT SYSTEM//ALTANA CHAIR BIOINFORMAT INFORMAT MIN |
| 6 | 0.0000090096 | VECTOR QUANTIZATION//CODEBOOK GENERATION//VECTOR QUANTISATION |
| 7 | 0.0000084338 | CATASTROPHIC INTERFERENCE//CATASTROPHIC FORGETTING//CANONICAL ORTHOGONALIZATION |
| 8 | 0.0000083102 | PRINCIPAL POINTS//PRINCIPAL CURVES//SELECTIVE ASSEMBLY |
| 9 | 0.0000071040 | FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING |
| 10 | 0.0000070179 | SYSTEMATICITY//LONG TERM DEPENDENCIES//CONNECTIONISM |