| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | plutao.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 8JMKD3MGP3W/3FCLFCB |
| Repository | sid.inpe.br/plutao/2013/12.12.17.39 |
| Last Update | 2014:01.10.14.55.43 (UTC) administrator |
| Metadata Repository | sid.inpe.br/plutao/2013/12.12.17.39.14 |
| Metadata Last Update | 2018:06.04.23.39.23 (UTC) administrator |
| Label | lattes: 5142426481528206 4 AnochiSambLuzCamp:2013:MPMeAp |
| Citation Key | AnochiSambLuzCamp:2013:MPMeAp |
| Title | New learning strategy for supervised neural network: MPCA meta-heuristic approach  |
| Year | 2013 |
| Access Date | 2024, May 17 |
| Secondary Type | PRE CN |
| Number of Files | 1 |
| Size | 453 KiB |
| 2. Context | |
| Author | 1 Anochi, Juliana A 2 Sambatti, Sabrina B 3 Luz, Eduardo Fávero Pacheco da 4 Campos Velho, Haroldo Fraga de |
| Resume Identifier | 1 2 3 4 8JMKD3MGP5W/3C9JHC3 |
| Group | 1 LAC-CTE-INPE-MCTI-GOV-BR 2 LAC-CTE-INPE-MCTI-GOV-BR 3 LAC-CTE-INPE-MCTI-GOV-BR 4 LAC-CTE-INPE-MCTI-GOV-BR |
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Instituto Nacional de Pesquisas Espaciais (INPE) 4 Instituto Nacional de Pesquisas Espaciais (INPE) |
| Author e-Mail Address | 1 2 3 4 haroldo@lac.inpe.br |
| e-Mail Address | haroldo@lac.inpe.br |
| Conference Name | Congresso Brasileiro de Inteligência Computacional, (CBIC). |
| Conference Location | Recife Natal (RN), Brasil |
| Date | 2013 |
| Publisher | Sociedade Brasileira de Inteligência Computacional |
| Volume | 01 |
| Pages | 01-06 |
| Book Title | Anais |
| Tertiary Type | Paper |
| History (UTC) | 2013-12-12 17:39:14 :: lattes -> administrator :: 2014-01-09 13:38:08 :: administrator -> marcelo.pazos@sid.inpe.br :: 2013 2014-01-22 12:08:42 :: marcelo.pazos@sid.inpe.br -> administrator :: 2013 2018-06-04 23:39:23 :: administrator -> marcelo.pazos@inpe.br :: 2013 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Content Type | External Contribution |
| Version Type | finaldraft |
| Keywords | Artificial neural network Learning process MPCA: multi-particle collision algorithm Sasonal precipitacion climate prediction |
| Abstract | The problem of parameter optimization for a feed- forward artificial neural network (ANN) to determined its best architecture is addressed. A new metaheuristic called Multiple Particle Collision Algorithm (MPCA), introduced by Luz et al. [12], was applied to design an optimum architecture for two models of supervised neural network: the Multilayer Perceptron (MLP), and recurrent Elman network. The NN obtained using this approach is said to be self-configurable. In addition, two strategies are employed for calculating the connection weights to the MLP and Elman networks: MPCA, and backpropagation algorithm. The resulting ANNs were applied to predict the monthly mesoscale climate for the precipitation field. The com- parison is performed between the ANN configuration obtained by automatic process and another configuration proposed by a human specialist. |
| Area | COMP |
| Arrangement | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > LABAC > New learning strategy... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/8JMKD3MGP3W/3FCLFCB |
| zipped data URL | http://urlib.net/zip/8JMKD3MGP3W/3FCLFCB |
| Language | en |
| User Group | lattes marcelo.pazos@inpe.br |
| Reader Group | administrator marcelo.pazos@inpe.br |
| Visibility | shown |
| Read Permission | allow from all |
| Update Permission | not transferred |
| 5. Allied materials | |
| Mirror Repository | iconet.com.br/banon/2006/11.26.21.31 |
| Next Higher Units | 8JMKD3MGPCW/3ESGTTP |
| Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.14.49.40 5 |
| URL (untrusted data) | http://brics-cci.org/technical-program-of-cbic/ |
| Host Collection | dpi.inpe.br/plutao@80/2008/08.19.15.01 |
| 6. Notes | |
| Empty Fields | archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel dissemination doi edition editor format isbn issn lineage mark nextedition notes numberofvolumes orcid organization parameterlist parentrepositories previousedition previouslowerunit progress project publisheraddress rightsholder schedulinginformation secondarydate secondarykey secondarymark serieseditor session shorttitle sponsor subject targetfile tertiarymark type |
| 7. Description control | |
| e-Mail (login) | marcelo.pazos@inpe.br |
| update | |