000 | 02771nam a22005175i 4500 | ||
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001 | 978-3-319-28862-8 | ||
003 | DE-He213 | ||
005 | 20200421112550.0 | ||
007 | cr nn 008mamaa | ||
008 | 160223s2016 gw | s |||| 0|eng d | ||
020 |
_a9783319288628 _9978-3-319-28862-8 |
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024 | 7 |
_a10.1007/978-3-319-28862-8 _2doi |
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050 | 4 | _aQ342 | |
072 | 7 |
_aUYQ _2bicssc |
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072 | 7 |
_aCOM004000 _2bisacsh |
|
082 | 0 | 4 |
_a006.3 _223 |
100 | 1 |
_aSanchez, Daniela. _eauthor. |
|
245 | 1 | 0 |
_aHierarchical Modular Granular Neural Networks with Fuzzy Aggregation _h[electronic resource] / _cby Daniela Sanchez, Patricia Melin. |
250 | _a1st ed. 2016. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2016. |
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300 |
_aVIII, 101 p. 57 illus., 50 illus. in color. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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490 | 1 |
_aSpringerBriefs in Applied Sciences and Technology, _x2191-530X |
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505 | 0 | _aIntroduction -- Background and Theory -- Proposed Method -- Application to Human Recognition -- Experimental Results -- Conclusions. | |
520 | _aIn this book, a new method for hybrid intelligent systems is proposed. The proposed method is based on a granular computing approach applied in two levels. The techniques used and combined in the proposed method are modular neural networks (MNNs) with a Granular Computing (GrC) approach, thus resulting in a new concept of MNNs; modular granular neural networks (MGNNs). In addition fuzzy logic (FL) and hierarchical genetic algorithms (HGAs) are techniques used in this research work to improve results. These techniques are chosen because in other works have demonstrated to be a good option, and in the case of MNNs and HGAs, these techniques allow to improve the results obtained than with their conventional versions; respectively artificial neural networks and genetic algorithms. | ||
650 | 0 | _aEngineering. | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aNeural networks (Computer science). | |
650 | 0 | _aComputational intelligence. | |
650 | 1 | 4 | _aEngineering. |
650 | 2 | 4 | _aComputational Intelligence. |
650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
650 | 2 | 4 | _aMathematical Models of Cognitive Processes and Neural Networks. |
700 | 1 |
_aMelin, Patricia. _eauthor. |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783319288611 |
830 | 0 |
_aSpringerBriefs in Applied Sciences and Technology, _x2191-530X |
|
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-319-28862-8 |
912 | _aZDB-2-ENG | ||
942 | _cEBK | ||
999 |
_c58832 _d58832 |