39 research outputs found

    Reaction–diffusion chemistry implementation of associative memory neural network

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    Unconventional computing paradigms are typically very difficult to program. By implementing efficient parallel control architectures such as artificial neural networks, we show that it is possible to program unconventional paradigms with relative ease. The work presented implements correlation matrix memories (a form of artificial neural network based on associative memory) in reaction–diffusion chemistry, and shows that implementations of such artificial neural networks can be trained and act in a similar way to conventional implementations

    Spatiotemporal dynamics of single-letter reading: a combined ERP-FMRI study

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    This work investigates the neural correlates of single-letter reading by combining event-related potentials (ERPs) and functional magnetic resonance imaging (fMRI), thus exploiting their complementary spatiotemporal resolutions. Three externally-paced reading tasks were administered with an event-related design: passive observation of letters and symbols and active reading aloud of letters. ERP and fMRI data were separately recorded from 8 healthy adults during the same experimental conditions. Due to the presence of artifacts in the EEG signals, two subjects were discarded from further analysis. Independent Component Analysis was applied to ERPs, after dimensionality reduction by Principal Component Analysis: some independent components were clearly related to specific reading functions and the associated current density distributions in the brain were estimated with Low Resolution Electromagnetic Tomography Analysis method (LORETA). The impulse hemodynamic response function was modeled as a linear combination of linear B-spline functions and fMRI statistical analysis was performed by multiple linear regression. fMRI and LORETA maps were superimposed in order to identify the overlapping activations and the activated regions specifically revealed by each modality. The results showed the existence of neuronal networks functionally specific for letter processing and for explicit verbal-motor articulation, including the temporo-parietal and frontal regions. Overlap between fMRI and LORETA results was observed in the inferior temporal-middle occipital gyrus, suggesting that this area has a crucial and multifunctional role for linguistic and reading processes, likely because its spatial location and strong interconnection with the main visual and auditory sensory systems may have favored its specialization in grapheme-phoneme matching

    Schur functions and their realizations in the slice hyperholomorphic setting

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    we start the study of Schur analysis in the quaternionic setting using the theory of slice hyperholomorphic functions. The novelty of our approach is that slice hyperholomorphic functions allows to write realizations in terms of a suitable resolvent, the so called S-resolvent operator and to extend several results that hold in the complex case to the quaternionic case. We discuss reproducing kernels, positive definite functions in this setting and we show how they can be obtained in our setting using the extension operator and the slice regular product. We define Schur multipliers, and find their co-isometric realization in terms of the associated de Branges-Rovnyak space

    Assessing the uncertainties of model estimates of primary productivity in the tropical Pacific Ocean

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    Author Posting. © Elsevier B.V., 2009. This is the author's version of the work. It is posted here by permission of Elsevier B.V. for personal use, not for redistribution. The definitive version was published in Journal of Marine Systems 76 (2009): 113-133, doi:10.1016/j.jmarsys.2008.05.010.Depth-integrated primary productivity (PP) estimates obtained from satellite ocean color based models (SatPPMs) and those generated from biogeochemical ocean general circulation models (BOGCMs) represent a key resource for biogeochemical and ecological studies at global as well as regional scales. Calibration and validation of these PP models are not straightforward, however, and comparative studies show large differences between model estimates. The goal of this paper is to compare PP estimates obtained from 30 different models (21 SatPPMs and 9 BOGCMs) to a tropical Pacific PP database consisting of ~1000 14C measurements spanning more than a decade (1983- 1996). Primary findings include: skill varied significantly between models, but performance was not a function of model complexity or type (i.e. SatPPM vs. BOGCM); nearly all models underestimated the observed variance of PP, specifically yielding too few low PP (< 0.2 gC m-2d-2) values; more than half of the total root-mean-squared model-data differences associated with the satellite-based PP models might be accounted for by uncertainties in the input variables and/or the PP data; and the tropical Pacific database captures a broad scale shift from low biomass-normalized productivity in the 1980s to higher biomass-normalized productivity in the 1990s, which was not successfully captured by any of the models. This latter result suggests that interdecadal and global changes will be a significant challenge for both SatPPMs and BOGCMs. Finally, average root-mean-squared differences between in situ PP data on the equator at 140°W and PP estimates from the satellite-based productivity models were 58% lower than analogous values computed in a previous PP model comparison six years ago. The success of these types of comparison exercises is illustrated by the continual modification and improvement of the participating models and the resulting increase in model skill.This research was supported by a grant from the National Aeronautics and Space Agency Ocean Biology and Biogeochemistry program (NNG06GA03G), as well as by numerous other grants to the various participating investigator

    Comunit\ue0 rurali, sistemi di autorit\ue0 e risorse naturali. Dalle riforme coloniali ai processi di decentralizzazione nell'Africa australe contemporanea

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    Analisi dei sistemi di autorit\ue0 e potere dall'epoca coloniale alle recenti riforme amministrative e politiche in Africa australe e il loro impatto su politiche agrarie e comunit\ue0 rurali, in specifico sulla trasformazione dei diritti di possesso e getione della risorsa terra. Storiografia e ricerca sul terreno con particolare rigrado al Mozambico nel contesto regionale

    Transizione e legittimit\ue0 delle democrazie elettorali:il caso del Mozambico

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    Da sudditi a cittadini; Democrazia elettorale e legittimazione politica; la decentralizzazione ; riforma fondiaria e democrazia che esclude

    Ethnicity and Citizenship in Sub Saharan Africa

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    Ethnicity and citizenship: the debate and policies in Subsaharan Afric

    Lo Stato in Africa sub-sahariana: da sudditi a cittadini?

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    Evoluzione dello Stato in Africa subsahariana dallo Stato coloniale allo Stato-nazione; sul significato di sovranit\ue0 in Africa, alle ricerche sulle forme di stato indipendenti: stato di sviluppo, neo-patrimoniale, minimale, della governance. Conclusioni su cittadinanza e democrazia nel contesto delle trasformazioni delle forme statuali

    Il Sudafrica di Zuma

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    Analisi delle elezioni sudafricane 2009 e delle politiche del nuvo presidente Jabob Zum
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