Model averaging, optimal inference, and habit formation
Identifieur interne : 003144 ( Ncbi/Checkpoint ); précédent : 003143; suivant : 003145Model averaging, optimal inference, and habit formation
Auteurs : Thomas H. B. Fitzgerald ; Raymond J. Dolan ; Karl J. FristonSource :
- Frontiers in Human Neuroscience [ 1662-5161 ] ; 2014.
Abstract
Postulating that the brain performs approximate Bayesian inference generates principled and empirically testable models of neuronal function—the subject of much current interest in neuroscience and related disciplines. Current formulations address inference and learning under some assumed and particular model. In reality, organisms are often faced with an additional challenge—that of determining which model or models of their environment are the best for guiding behavior. Bayesian model averaging—which says that an agent should weight the predictions of different models according to their evidence—provides a principled way to solve this problem. Importantly, because model evidence is determined by both the accuracy and complexity of the model, optimal inference requires that these be traded off against one another. This means an agent's behavior should show an equivalent balance. We hypothesize that Bayesian model averaging plays an important role in cognition, given that it is both optimal and realizable within a plausible neuronal architecture. We outline model averaging and how it might be implemented, and then explore a number of implications for brain and behavior. In particular, we propose that model averaging can explain a number of apparently suboptimal phenomena within the framework of approximate (bounded) Bayesian inference, focusing particularly upon the relationship between goal-directed and habitual behavior.
Url:
DOI: 10.3389/fnhum.2014.00457
PubMed: 25018724
PubMed Central: 4071291
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 001D67
- to stream Pmc, to step Curation: 001D67
- to stream Pmc, to step Checkpoint: 000B12
- to stream Ncbi, to step Merge: 003144
- to stream Ncbi, to step Curation: 003144
Links to Exploration step
PMC:4071291Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Model averaging, optimal inference, and habit formation</title>
<author><name sortKey="Fitzgerald, Thomas H B" sort="Fitzgerald, Thomas H B" uniqKey="Fitzgerald T" first="Thomas H. B." last="Fitzgerald">Thomas H. B. Fitzgerald</name>
</author>
<author><name sortKey="Dolan, Raymond J" sort="Dolan, Raymond J" uniqKey="Dolan R" first="Raymond J." last="Dolan">Raymond J. Dolan</name>
</author>
<author><name sortKey="Friston, Karl J" sort="Friston, Karl J" uniqKey="Friston K" first="Karl J." last="Friston">Karl J. Friston</name>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">PMC</idno>
<idno type="pmid">25018724</idno>
<idno type="pmc">4071291</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4071291</idno>
<idno type="RBID">PMC:4071291</idno>
<idno type="doi">10.3389/fnhum.2014.00457</idno>
<date when="2014">2014</date>
<idno type="wicri:Area/Pmc/Corpus">001D67</idno>
<idno type="wicri:Area/Pmc/Curation">001D67</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000B12</idno>
<idno type="wicri:Area/Ncbi/Merge">003144</idno>
<idno type="wicri:Area/Ncbi/Curation">003144</idno>
<idno type="wicri:Area/Ncbi/Checkpoint">003144</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Model averaging, optimal inference, and habit formation</title>
<author><name sortKey="Fitzgerald, Thomas H B" sort="Fitzgerald, Thomas H B" uniqKey="Fitzgerald T" first="Thomas H. B." last="Fitzgerald">Thomas H. B. Fitzgerald</name>
</author>
<author><name sortKey="Dolan, Raymond J" sort="Dolan, Raymond J" uniqKey="Dolan R" first="Raymond J." last="Dolan">Raymond J. Dolan</name>
</author>
<author><name sortKey="Friston, Karl J" sort="Friston, Karl J" uniqKey="Friston K" first="Karl J." last="Friston">Karl J. Friston</name>
</author>
</analytic>
<series><title level="j">Frontiers in Human Neuroscience</title>
<idno type="eISSN">1662-5161</idno>
<imprint><date when="2014">2014</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass></textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en"><p>Postulating that the brain performs approximate Bayesian inference generates principled and empirically testable models of neuronal function—the subject of much current interest in neuroscience and related disciplines. Current formulations address inference and learning under some assumed and particular model. In reality, organisms are often faced with an additional challenge—that of determining which model or models of their environment are the best for guiding behavior. Bayesian model averaging—which says that an agent should weight the predictions of different models according to their evidence—provides a principled way to solve this problem. Importantly, because model evidence is determined by both the accuracy and complexity of the model, optimal inference requires that these be traded off against one another. This means an agent's behavior should show an equivalent balance. We hypothesize that Bayesian model averaging plays an important role in cognition, given that it is both optimal and realizable within a plausible neuronal architecture. We outline model averaging and how it might be implemented, and then explore a number of implications for brain and behavior. In particular, we propose that model averaging can explain a number of apparently suboptimal phenomena within the framework of approximate (bounded) Bayesian inference, focusing particularly upon the relationship between goal-directed and habitual behavior.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Acu A, D E" uniqKey="Acu A D">D. E. Acuña</name>
</author>
<author><name sortKey="Schrater, P" uniqKey="Schrater P">P. Schrater</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Adams, C" uniqKey="Adams C">C. Adams</name>
</author>
<author><name sortKey="Dickinson, A" uniqKey="Dickinson A">A. Dickinson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Adams, R A" uniqKey="Adams R">R. A. Adams</name>
</author>
<author><name sortKey="Stephan, K E" uniqKey="Stephan K">K. E. Stephan</name>
</author>
<author><name sortKey="Brown, H R" uniqKey="Brown H">H. R. Brown</name>
</author>
<author><name sortKey="Frith, C D" uniqKey="Frith C">C. D. Frith</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Attias, H" uniqKey="Attias H">H. Attias</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bach, D R" uniqKey="Bach D">D. R. Bach</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bastos, A M" uniqKey="Bastos A">A. M. Bastos</name>
</author>
<author><name sortKey="Usrey, W M" uniqKey="Usrey W">W. M. Usrey</name>
</author>
<author><name sortKey="Adams, R A" uniqKey="Adams R">R. A. Adams</name>
</author>
<author><name sortKey="Mangun, G R" uniqKey="Mangun G">G. R. Mangun</name>
</author>
<author><name sortKey="Fries, P" uniqKey="Fries P">P. Fries</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Beal, M J" uniqKey="Beal M">M. J. Beal</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Beal, M J" uniqKey="Beal M">M. J. Beal</name>
</author>
<author><name sortKey="Ghahramani, Z" uniqKey="Ghahramani Z">Z. Ghahramani</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Berkes, P" uniqKey="Berkes P">P. Berkes</name>
</author>
<author><name sortKey="Orban, G" uniqKey="Orban G">G. Orban</name>
</author>
<author><name sortKey="Lengyel, M" uniqKey="Lengyel M">M. Lengyel</name>
</author>
<author><name sortKey="Fiser, J" uniqKey="Fiser J">J. Fiser</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bernacer, J" uniqKey="Bernacer J">J. Bernácer</name>
</author>
<author><name sortKey="Balderas, G" uniqKey="Balderas G">G. Balderas</name>
</author>
<author><name sortKey="Martinez Valbuena, I" uniqKey="Martinez Valbuena I">I. Martinez-Valbuena</name>
</author>
<author><name sortKey="Pastor, M A" uniqKey="Pastor M">M. A. Pastor</name>
</author>
<author><name sortKey="Murillo, J I" uniqKey="Murillo J">J. I. Murillo</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bernacer, J" uniqKey="Bernacer J">J. Bernácer</name>
</author>
<author><name sortKey="Gimenez Amaya, J" uniqKey="Gimenez Amaya J">J. Giménez-Amaya</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bertelson, P" uniqKey="Bertelson P">P. Bertelson</name>
</author>
<author><name sortKey="Vroomen, J" uniqKey="Vroomen J">J. Vroomen</name>
</author>
<author><name sortKey="De Gelder, B" uniqKey="De Gelder B">B. de Gelder</name>
</author>
<author><name sortKey="Driver, J" uniqKey="Driver J">J. Driver</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bishop, C M" uniqKey="Bishop C">C. M. Bishop</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Blum, K" uniqKey="Blum K">K. Blum</name>
</author>
<author><name sortKey="Abbott, L" uniqKey="Abbott L">L. Abbott</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Braun, D A" uniqKey="Braun D">D. A. Braun</name>
</author>
<author><name sortKey="Mehring, C" uniqKey="Mehring C">C. Mehring</name>
</author>
<author><name sortKey="Wolpert, D D M" uniqKey="Wolpert D">D. D. M. Wolpert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Brown, A" uniqKey="Brown A">A. Brown</name>
</author>
<author><name sortKey="Kane, M" uniqKey="Kane M">M. Kane</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Brown, H" uniqKey="Brown H">H. Brown</name>
</author>
<author><name sortKey="Adams, R A" uniqKey="Adams R">R. A. Adams</name>
</author>
<author><name sortKey="Parees, I" uniqKey="Parees I">I. Parees</name>
</author>
<author><name sortKey="Edwards, M" uniqKey="Edwards M">M. Edwards</name>
</author>
<author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Brown, H" uniqKey="Brown H">H. Brown</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Camerer, C F" uniqKey="Camerer C">C. F. Camerer</name>
</author>
<author><name sortKey="Ho, T H" uniqKey="Ho T">T.-H. Ho</name>
</author>
<author><name sortKey="Chong, J K" uniqKey="Chong J">J.-K. Chong</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Clark, A" uniqKey="Clark A">A. Clark</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Collins, A" uniqKey="Collins A">A. Collins</name>
</author>
<author><name sortKey="Koechlin, E" uniqKey="Koechlin E">E. Koechlin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Coricelli, G" uniqKey="Coricelli G">G. Coricelli</name>
</author>
<author><name sortKey="Nagel, R" uniqKey="Nagel R">R. Nagel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Courville, A" uniqKey="Courville A">A. Courville</name>
</author>
<author><name sortKey="Daw, N D" uniqKey="Daw N">N. D. Daw</name>
</author>
<author><name sortKey="Touretzky, D S" uniqKey="Touretzky D">D. S. Touretzky</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Courville, A" uniqKey="Courville A">A. Courville</name>
</author>
<author><name sortKey="Daw, N D" uniqKey="Daw N">N. D. Daw</name>
</author>
<author><name sortKey="Touretzky, D S" uniqKey="Touretzky D">D. S. Touretzky</name>
</author>
<author><name sortKey="Gordon, G J" uniqKey="Gordon G">G. J. Gordon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Daw, N D" uniqKey="Daw N">N. D. Daw</name>
</author>
<author><name sortKey="Gershman, S J" uniqKey="Gershman S">S. J. Gershman</name>
</author>
<author><name sortKey="Seymour, B" uniqKey="Seymour B">B. Seymour</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Daw, N D" uniqKey="Daw N">N. D. Daw</name>
</author>
<author><name sortKey="Niv, Y" uniqKey="Niv Y">Y. Niv</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
<author><name sortKey="Hinton, G E" uniqKey="Hinton G">G. E. Hinton</name>
</author>
<author><name sortKey="Neal, R" uniqKey="Neal R">R. Neal</name>
</author>
<author><name sortKey="Zemel, R" uniqKey="Zemel R">R. Zemel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Deneve, S" uniqKey="Deneve S">S. Deneve</name>
</author>
<author><name sortKey="Pouget, A" uniqKey="Pouget A">A. Pouget</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Duncan, C" uniqKey="Duncan C">C. Duncan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dyson, F" uniqKey="Dyson F">F. Dyson</name>
</author>
<author><name sortKey="Eddington, A" uniqKey="Eddington A">A. Eddington</name>
</author>
<author><name sortKey="Davidson, C" uniqKey="Davidson C">C. Davidson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Efron, B" uniqKey="Efron B">B. Efron</name>
</author>
<author><name sortKey="Morris, C" uniqKey="Morris C">C. Morris</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ernst, M O" uniqKey="Ernst M">M. O. Ernst</name>
</author>
<author><name sortKey="Banks, M S" uniqKey="Banks M">M. S. Banks</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Feldman, H" uniqKey="Feldman H">H. Feldman</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Felleman, D J" uniqKey="Felleman D">D. J. Felleman</name>
</author>
<author><name sortKey="Van Essen, D C" uniqKey="Van Essen D">D. C. Van Essen</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Feynman, R P" uniqKey="Feynman R">R. P. Feynman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Fiser, J" uniqKey="Fiser J">J. Fiser</name>
</author>
<author><name sortKey="Berkes, P" uniqKey="Berkes P">P. Berkes</name>
</author>
<author><name sortKey="Orban, G" uniqKey="Orban G">G. Orbán</name>
</author>
<author><name sortKey="Lengyel, M" uniqKey="Lengyel M">M. Lengyel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Fletcher, P" uniqKey="Fletcher P">P. Fletcher</name>
</author>
<author><name sortKey="Frith, C" uniqKey="Frith C">C. Frith</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
<author><name sortKey="Adams, R" uniqKey="Adams R">R. Adams</name>
</author>
<author><name sortKey="Perrinet, L" uniqKey="Perrinet L">L. Perrinet</name>
</author>
<author><name sortKey="Breakspear, M" uniqKey="Breakspear M">M. Breakspear</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
<author><name sortKey="Mattout, J" uniqKey="Mattout J">J. Mattout</name>
</author>
<author><name sortKey="Trujillo Barreto, N" uniqKey="Trujillo Barreto N">N. Trujillo-Barreto</name>
</author>
<author><name sortKey="Ashburner, J" uniqKey="Ashburner J">J. Ashburner</name>
</author>
<author><name sortKey="Penny, W" uniqKey="Penny W">W. Penny</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
<author><name sortKey="Schwartenbeck, P" uniqKey="Schwartenbeck P">P. Schwartenbeck</name>
</author>
<author><name sortKey="Fitzgerald, T" uniqKey="Fitzgerald T">T. FitzGerald</name>
</author>
<author><name sortKey="Moutoussis, M" uniqKey="Moutoussis M">M. Moutoussis</name>
</author>
<author><name sortKey="Behrens, T" uniqKey="Behrens T">T. Behrens</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
<author><name sortKey="Trujillo Barreto, N" uniqKey="Trujillo Barreto N">N. Trujillo-Barreto</name>
</author>
<author><name sortKey="Daunizeau, J" uniqKey="Daunizeau J">J. Daunizeau</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
<author><name sortKey="Shiner, T" uniqKey="Shiner T">T. Shiner</name>
</author>
<author><name sortKey="Fitzgerald, T" uniqKey="Fitzgerald T">T. FitzGerald</name>
</author>
<author><name sortKey="Galea, J M" uniqKey="Galea J">J. M. Galea</name>
</author>
<author><name sortKey="Adams, R" uniqKey="Adams R">R. Adams</name>
</author>
<author><name sortKey="Brown, H" uniqKey="Brown H">H. Brown</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gershman, S" uniqKey="Gershman S">S. Gershman</name>
</author>
<author><name sortKey="Blei, D" uniqKey="Blei D">D. Blei</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gershman, S J" uniqKey="Gershman S">S. J. Gershman</name>
</author>
<author><name sortKey="Niv, Y" uniqKey="Niv Y">Y. Niv</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gershman, S J" uniqKey="Gershman S">S. J. Gershman</name>
</author>
<author><name sortKey="Vul, E" uniqKey="Vul E">E. Vul</name>
</author>
<author><name sortKey="Tenenbaum, J B" uniqKey="Tenenbaum J">J. B. Tenenbaum</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Graybiel, A" uniqKey="Graybiel A">A. Graybiel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gregory, R L" uniqKey="Gregory R">R. L. Gregory</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Guitart Masip, M" uniqKey="Guitart Masip M">M. Guitart-Masip</name>
</author>
<author><name sortKey="Fuentemilla, L" uniqKey="Fuentemilla L">L. Fuentemilla</name>
</author>
<author><name sortKey="Bach, D R" uniqKey="Bach D">D. R. Bach</name>
</author>
<author><name sortKey="Huys, Q J M" uniqKey="Huys Q">Q. J. M. Huys</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Halford, G" uniqKey="Halford G">G. Halford</name>
</author>
<author><name sortKey="Bain, J" uniqKey="Bain J">J. Bain</name>
</author>
<author><name sortKey="Maybery, M" uniqKey="Maybery M">M. Maybery</name>
</author>
<author><name sortKey="Andrews, G" uniqKey="Andrews G">G. Andrews</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Harlow, H" uniqKey="Harlow H">H. Harlow</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Haruno, M" uniqKey="Haruno M">M. Haruno</name>
</author>
<author><name sortKey="Wolpert, D M" uniqKey="Wolpert D">D. M. Wolpert</name>
</author>
<author><name sortKey="Kawato, M" uniqKey="Kawato M">M. Kawato</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hatfield, T" uniqKey="Hatfield T">T. Hatfield</name>
</author>
<author><name sortKey="Han, J" uniqKey="Han J">J. Han</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Heckerman, D" uniqKey="Heckerman D">D. Heckerman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hobson, J A" uniqKey="Hobson J">J. A. Hobson</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hoeting, J" uniqKey="Hoeting J">J. Hoeting</name>
</author>
<author><name sortKey="Madigan, D" uniqKey="Madigan D">D. Madigan</name>
</author>
<author><name sortKey="Raftery, A" uniqKey="Raftery A">A. Raftery</name>
</author>
<author><name sortKey="Volinsky, C" uniqKey="Volinsky C">C. Volinsky</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hohwy, J" uniqKey="Hohwy J">J. Hohwy</name>
</author>
<author><name sortKey="Roepstorff, A" uniqKey="Roepstorff A">A. Roepstorff</name>
</author>
<author><name sortKey="Friston, K" uniqKey="Friston K">K. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hultsch, D" uniqKey="Hultsch D">D. Hultsch</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Huys, Q J M" uniqKey="Huys Q">Q. J. M. Huys</name>
</author>
<author><name sortKey="Cools, R" uniqKey="Cools R">R. Cools</name>
</author>
<author><name sortKey="Golzer, M" uniqKey="Golzer M">M. Gölzer</name>
</author>
<author><name sortKey="Friedel, E" uniqKey="Friedel E">E. Friedel</name>
</author>
<author><name sortKey="Heinz, A" uniqKey="Heinz A">A. Heinz</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Izquierdo, A" uniqKey="Izquierdo A">A. Izquierdo</name>
</author>
<author><name sortKey="Suda, R" uniqKey="Suda R">R. Suda</name>
</author>
<author><name sortKey="Murray, E" uniqKey="Murray E">E. Murray</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jacobs, R A" uniqKey="Jacobs R">R. A. Jacobs</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jacobs, R A" uniqKey="Jacobs R">R. A. Jacobs</name>
</author>
<author><name sortKey="Jordan, M I" uniqKey="Jordan M">M. I. Jordan</name>
</author>
<author><name sortKey="Barto, A G" uniqKey="Barto A">A. G. Barto</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jacobs, R A" uniqKey="Jacobs R">R. A. Jacobs</name>
</author>
<author><name sortKey="Jordan, M I" uniqKey="Jordan M">M. I. Jordan</name>
</author>
<author><name sortKey="Nowlan, S J" uniqKey="Nowlan S">S. J. Nowlan</name>
</author>
<author><name sortKey="Hinton, G E" uniqKey="Hinton G">G. E. Hinton</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jefferys, W" uniqKey="Jefferys W">W. Jefferys</name>
</author>
<author><name sortKey="Berger, J" uniqKey="Berger J">J. Berger</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jordan, M I" uniqKey="Jordan M">M. I. Jordan</name>
</author>
<author><name sortKey="Jacobs, R A" uniqKey="Jacobs R">R. A. Jacobs</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kahneman, D" uniqKey="Kahneman D">D. Kahneman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kaila, V R" uniqKey="Kaila V">V. R. Kaila</name>
</author>
<author><name sortKey="Annila, A" uniqKey="Annila A">A. Annila</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kemp, C" uniqKey="Kemp C">C. Kemp</name>
</author>
<author><name sortKey="Tenenbaum, J B" uniqKey="Tenenbaum J">J. B. Tenenbaum</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kiebel, S J" uniqKey="Kiebel S">S. J. Kiebel</name>
</author>
<author><name sortKey="Daunizeau, J" uniqKey="Daunizeau J">J. Daunizeau</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Koechlin, E" uniqKey="Koechlin E">E. Koechlin</name>
</author>
<author><name sortKey="Summerfield, C" uniqKey="Summerfield C">C. Summerfield</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Langbein, J" uniqKey="Langbein J">J. Langbein</name>
</author>
<author><name sortKey="Siebert, K" uniqKey="Siebert K">K. Siebert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Laughlin, S" uniqKey="Laughlin S">S. Laughlin</name>
</author>
<author><name sortKey="Van Steveninck, R" uniqKey="Van Steveninck R">R. van Steveninck</name>
</author>
<author><name sortKey="Anderson, J" uniqKey="Anderson J">J. Anderson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lee, A" uniqKey="Lee A">A. Lee</name>
</author>
<author><name sortKey="Duman, R" uniqKey="Duman R">R. Duman</name>
</author>
<author><name sortKey="Pittenger, C" uniqKey="Pittenger C">C. Pittenger</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lee, S W" uniqKey="Lee S">S. W. Lee</name>
</author>
<author><name sortKey="Shimojo, S" uniqKey="Shimojo S">S. Shimojo</name>
</author>
<author><name sortKey="O Doherty, J P" uniqKey="O Doherty J">J. P. O'Doherty</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mackay, D" uniqKey="Mackay D">D. MacKay</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Madigan, D" uniqKey="Madigan D">D. Madigan</name>
</author>
<author><name sortKey="Raftery, A" uniqKey="Raftery A">A. Raftery</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Markov, N T" uniqKey="Markov N">N. T. Markov</name>
</author>
<author><name sortKey="Kennedy, H" uniqKey="Kennedy H">H. Kennedy</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcgurk, H" uniqKey="Mcgurk H">H. McGurk</name>
</author>
<author><name sortKey="Macdonald, J" uniqKey="Macdonald J">J. MacDonald</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Monsell, S" uniqKey="Monsell S">S. Monsell</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Moors, A" uniqKey="Moors A">A. Moors</name>
</author>
<author><name sortKey="De Houwer, J" uniqKey="De Houwer J">J. De Houwer</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Moran, R J" uniqKey="Moran R">R. J. Moran</name>
</author>
<author><name sortKey="Campo, P" uniqKey="Campo P">P. Campo</name>
</author>
<author><name sortKey="Symmonds, M" uniqKey="Symmonds M">M. Symmonds</name>
</author>
<author><name sortKey="Stephan, K E" uniqKey="Stephan K">K. E. Stephan</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mumford, D" uniqKey="Mumford D">D. Mumford</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Needham, C J" uniqKey="Needham C">C. J. Needham</name>
</author>
<author><name sortKey="Bradford, J R" uniqKey="Bradford J">J. R. Bradford</name>
</author>
<author><name sortKey="Bulpitt, A J" uniqKey="Bulpitt A">A. J. Bulpitt</name>
</author>
<author><name sortKey="Westhead, D R" uniqKey="Westhead D">D. R. Westhead</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ortega, P" uniqKey="Ortega P">P. Ortega</name>
</author>
<author><name sortKey="Braun, D" uniqKey="Braun D">D. Braun</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Otto, A R" uniqKey="Otto A">A. R. Otto</name>
</author>
<author><name sortKey="Gershman, S J" uniqKey="Gershman S">S. J. Gershman</name>
</author>
<author><name sortKey="Markman, A B" uniqKey="Markman A">A. B. Markman</name>
</author>
<author><name sortKey="Daw, N D" uniqKey="Daw N">N. D. Daw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Penny, W D" uniqKey="Penny W">W. D. Penny</name>
</author>
<author><name sortKey="Mattout, J" uniqKey="Mattout J">J. Mattout</name>
</author>
<author><name sortKey="Trujillo Barreto, N" uniqKey="Trujillo Barreto N">N. Trujillo-Barreto</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Penny, W D" uniqKey="Penny W">W. D. Penny</name>
</author>
<author><name sortKey="Zeidman, P" uniqKey="Zeidman P">P. Zeidman</name>
</author>
<author><name sortKey="Burgess, N" uniqKey="Burgess N">N. Burgess</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pickens, C L" uniqKey="Pickens C">C. L. Pickens</name>
</author>
<author><name sortKey="Saddoris, M P" uniqKey="Saddoris M">M. P. Saddoris</name>
</author>
<author><name sortKey="Setlow, B" uniqKey="Setlow B">B. Setlow</name>
</author>
<author><name sortKey="Gallagher, M" uniqKey="Gallagher M">M. Gallagher</name>
</author>
<author><name sortKey="Holland, P C" uniqKey="Holland P">P. C. Holland</name>
</author>
<author><name sortKey="Schoenbaum, G" uniqKey="Schoenbaum G">G. Schoenbaum</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rao, R P" uniqKey="Rao R">R. P. Rao</name>
</author>
<author><name sortKey="Ballard, D H" uniqKey="Ballard D">D. H. Ballard</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rasmussen, C" uniqKey="Rasmussen C">C. Rasmussen</name>
</author>
<author><name sortKey="Ghahramani, Z" uniqKey="Ghahramani Z">Z. Ghahramani</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Salat, D H" uniqKey="Salat D">D. H. Salat</name>
</author>
<author><name sortKey="Buckner, R L" uniqKey="Buckner R">R. L. Buckner</name>
</author>
<author><name sortKey="Snyder, A Z" uniqKey="Snyder A">A. Z. Snyder</name>
</author>
<author><name sortKey="Greve, D N" uniqKey="Greve D">D. N. Greve</name>
</author>
<author><name sortKey="Desikan, R S R" uniqKey="Desikan R">R. S. R. Desikan</name>
</author>
<author><name sortKey="Busa, E" uniqKey="Busa E">E. Busa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Schrier, A" uniqKey="Schrier A">A. Schrier</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Sengupta, B" uniqKey="Sengupta B">B. Sengupta</name>
</author>
<author><name sortKey="Stemmler, M B" uniqKey="Stemmler M">M. B. Stemmler</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Shams, L" uniqKey="Shams L">L. Shams</name>
</author>
<author><name sortKey="Ma, W J" uniqKey="Ma W">W. J. Ma</name>
</author>
<author><name sortKey="Beierholm, U" uniqKey="Beierholm U">U. Beierholm</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Simon, H" uniqKey="Simon H">H. Simon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Simon, J" uniqKey="Simon J">J. Simon</name>
</author>
<author><name sortKey="Proctor, R" uniqKey="Proctor R">R. Proctor</name>
</author>
<author><name sortKey="Reeve, T" uniqKey="Reeve T">T. Reeve</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Smittenaar, P" uniqKey="Smittenaar P">P. Smittenaar</name>
</author>
<author><name sortKey="Fitzgerald, T H B" uniqKey="Fitzgerald T">T. H. B. FitzGerald</name>
</author>
<author><name sortKey="Romei, V" uniqKey="Romei V">V. Romei</name>
</author>
<author><name sortKey="Wright, N" uniqKey="Wright N">N. Wright</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Stahl, D O" uniqKey="Stahl D">D. O. Stahl</name>
</author>
<author><name sortKey="Wilson, P W" uniqKey="Wilson P">P. W. Wilson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Stephan, K E" uniqKey="Stephan K">K. E. Stephan</name>
</author>
<author><name sortKey="Penny, W D" uniqKey="Penny W">W. D. Penny</name>
</author>
<author><name sortKey="Daunizeau, J" uniqKey="Daunizeau J">J. Daunizeau</name>
</author>
<author><name sortKey="Moran, R J" uniqKey="Moran R">R. J. Moran</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Sterzer, P" uniqKey="Sterzer P">P. Sterzer</name>
</author>
<author><name sortKey="Kleinschmidt, A" uniqKey="Kleinschmidt A">A. Kleinschmidt</name>
</author>
<author><name sortKey="Rees, G" uniqKey="Rees G">G. Rees</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Stroop, J" uniqKey="Stroop J">J. Stroop</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Summerfield, C" uniqKey="Summerfield C">C. Summerfield</name>
</author>
<author><name sortKey="Behrens, T E" uniqKey="Behrens T">T. E. Behrens</name>
</author>
<author><name sortKey="Koechlin, E" uniqKey="Koechlin E">E. Koechlin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Summerfield, C" uniqKey="Summerfield C">C. Summerfield</name>
</author>
<author><name sortKey="Egner, T" uniqKey="Egner T">T. Egner</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tenenbaum, J B" uniqKey="Tenenbaum J">J. B. Tenenbaum</name>
</author>
<author><name sortKey="Kemp, C" uniqKey="Kemp C">C. Kemp</name>
</author>
<author><name sortKey="Griffiths, T L" uniqKey="Griffiths T">T. L. Griffiths</name>
</author>
<author><name sortKey="Goodman, N D" uniqKey="Goodman N">N. D. Goodman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tipper, S P" uniqKey="Tipper S">S. P. Tipper</name>
</author>
<author><name sortKey="Howard, L A" uniqKey="Howard L">L. A. Howard</name>
</author>
<author><name sortKey="Jackson, S R" uniqKey="Jackson S">S. R. Jackson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tse, D" uniqKey="Tse D">D. Tse</name>
</author>
<author><name sortKey="Langston, R F" uniqKey="Langston R">R. F. Langston</name>
</author>
<author><name sortKey="Kakeyama, M" uniqKey="Kakeyama M">M. Kakeyama</name>
</author>
<author><name sortKey="Bethus, I" uniqKey="Bethus I">I. Bethus</name>
</author>
<author><name sortKey="Spooner, P A" uniqKey="Spooner P">P. A. Spooner</name>
</author>
<author><name sortKey="Wood, E R" uniqKey="Wood E">E. R. Wood</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tucker, M" uniqKey="Tucker M">M. Tucker</name>
</author>
<author><name sortKey="Ellis, R" uniqKey="Ellis R">R. Ellis</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Van Kesteren, M T R" uniqKey="Van Kesteren M">M. T. R. van Kesteren</name>
</author>
<author><name sortKey="Ruiter, D J" uniqKey="Ruiter D">D. J. Ruiter</name>
</author>
<author><name sortKey="Fernandez, G" uniqKey="Fernandez G">G. Fernández</name>
</author>
<author><name sortKey="Henson, R N" uniqKey="Henson R">R. N. Henson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wallis, J" uniqKey="Wallis J">J. Wallis</name>
</author>
<author><name sortKey="Anderson, K" uniqKey="Anderson K">K. Anderson</name>
</author>
<author><name sortKey="Miller, E" uniqKey="Miller E">E. Miller</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Weiss, Y" uniqKey="Weiss Y">Y. Weiss</name>
</author>
<author><name sortKey="Simoncelli, E P" uniqKey="Simoncelli E">E. P. Simoncelli</name>
</author>
<author><name sortKey="Adelson, E H" uniqKey="Adelson E">E. H. Adelson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Welsh, T" uniqKey="Welsh T">T. Welsh</name>
</author>
<author><name sortKey="Elliott, D" uniqKey="Elliott D">D. Elliott</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wunderlich, K" uniqKey="Wunderlich K">K. Wunderlich</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wunderlich, K" uniqKey="Wunderlich K">K. Wunderlich</name>
</author>
<author><name sortKey="Smittenaar, P" uniqKey="Smittenaar P">P. Smittenaar</name>
</author>
<author><name sortKey="Dolan, R" uniqKey="Dolan R">R. Dolan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yin, H" uniqKey="Yin H">H. Yin</name>
</author>
<author><name sortKey="Knowlton, B" uniqKey="Knowlton B">B. Knowlton</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yin, H H" uniqKey="Yin H">H. H. Yin</name>
</author>
<author><name sortKey="Knowlton, B J" uniqKey="Knowlton B">B. J. Knowlton</name>
</author>
<author><name sortKey="Balleine, B W" uniqKey="Balleine B">B. W. Balleine</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yoshida, W" uniqKey="Yoshida W">W. Yoshida</name>
</author>
<author><name sortKey="Dolan, R J" uniqKey="Dolan R">R. J. Dolan</name>
</author>
<author><name sortKey="Friston, K J" uniqKey="Friston K">K. J. Friston</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yu, A J" uniqKey="Yu A">A. J. Yu</name>
</author>
<author><name sortKey="Dayan, P" uniqKey="Dayan P">P. Dayan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Zeki, S" uniqKey="Zeki S">S. Zeki</name>
</author>
<author><name sortKey="Watson, J" uniqKey="Watson J">J. Watson</name>
</author>
<author><name sortKey="Lueck, C" uniqKey="Lueck C">C. Lueck</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
<affiliations><list></list>
<tree><noCountry><name sortKey="Dolan, Raymond J" sort="Dolan, Raymond J" uniqKey="Dolan R" first="Raymond J." last="Dolan">Raymond J. Dolan</name>
<name sortKey="Fitzgerald, Thomas H B" sort="Fitzgerald, Thomas H B" uniqKey="Fitzgerald T" first="Thomas H. B." last="Fitzgerald">Thomas H. B. Fitzgerald</name>
<name sortKey="Friston, Karl J" sort="Friston, Karl J" uniqKey="Friston K" first="Karl J." last="Friston">Karl J. Friston</name>
</noCountry>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/HapticV1/Data/Ncbi/Checkpoint
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 003144 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd -nk 003144 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= HapticV1 |flux= Ncbi |étape= Checkpoint |type= RBID |clé= PMC:4071291 |texte= Model averaging, optimal inference, and habit formation }}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/RBID.i -Sk "pubmed:25018724" \ | HfdSelect -Kh $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd \ | NlmPubMed2Wicri -a HapticV1
![]() | This area was generated with Dilib version V0.6.23. | ![]() |