Finite Horizon Learning

Incorporating adaptive learning into macroeconomics requires assumptions about how agents incorporate their forecasts into their decision-making. We develop a theory of bounded rationality that we call finite-horizon learning. This approach generalizes the two existing benchmarks in the literature: Eulerequation learning, which assumes that consumption decisions are made to satisfy the one-step-ahead perceived Euler equation; and infinite-horizon learning, in which consumption today is determined optimally from an infinite-horizon optimization problem with given beliefs. In our approach, agents hold a finite forecasting/planning horizon. We find for the Ramsey model that the unique rational expectations equilibrium is E-stable at all horizons. However, transitional dynamics can differ significantly depending upon the horizon.

Aplicació de la termoquimiolisi - cromatografia de gasos - espectrometria de masses a l'estudi de la matèria orgànica del sòl

Estudi realitzat a partir d’una estada a la Université de Poitiers, França, entre 2007 i 2009. El treball s'ha centrat en dues activitats bàsiques. El treball realitzat s’ha centrat en dues activitats bàsiques. D’una banda, la posada a punt d'un protocol de fraccionament de la matèria orgànica del sòl, per extraccions successives amb solvents alcalins després d'una seqüència de pretractaments al sòl: cap pretractament, atac amb àcid (per destruir els carbonats), atac amb ditionit (per reduir els òxids de Fe i Al i facilitar l'extracció de la matèria orgànica associada a aquests compostos). El protocol dóna una visió de conjunt de la situació de la matèria orgànica del sòl, combinant aspectes físics (protecció, precipitació, oclusió per carbonats) i químics (grau d'humificació). D’altra banda, l'aprenentatge de la tècnica de termoquimiolisi-cromatografia de gasos-espectrometria de masses. Aquest era l'objectiu de l'estada a Poitiers, al qual hem donat prioritat. Ens hem centrat en l'estudi de fraccions físiques (densimètriques) obtingudes en estudis anteriors sobre sòls forestals. Les fraccions considerades són: fracció lleugera (FL), tres fraccions ocluïdes (OC1, OC2 i OC3) i fracció densa (FD). L’aplicació de la termoquimiolisi permet de caracteritzar diversos grups de substàncies, de les quals ens hem centrat en alguns indicadors bioquímics: àcids grasos, alcohols, diàcids, productes fenòlics i altres productes aromàtics, derivats de carbohidrats. L’estudi de conjunt d’aquests productes indica que és a les fraccions ocluïdes (que solen ser minoritàries a tots els horitzons) on la matèria orgànica d’origen microbià és dominant, mentre que a les fraccions lleugera (FL) i densa (FD) la matèria orgànica d’origen vegetal sembla dominant. Es preveu aplicar aquesta tècnica a l’estudi de les fraccions obtingudes a la primera part del treball, actualment congelades i a l’espera de ser processades.

Anticipation, Learning and Welfare: the Case of Distortionary Taxation

We study the impact of anticipated fiscal policy changes in a Ramsey economy where agents form long-horizon expectations using adaptive learning. We extend the existing framework by introducing distortionary taxes as well as elastic labour supply, which makes agents. decisions non-predetermined but more realistic. We detect that the dynamic responses to anticipated tax changes under learning have oscillatory behaviour that can be interpreted as self-fulfilling waves of optimism and pessimism emerging from systematic forecast errors. Moreover, we demonstrate that these waves can have important implications for the welfare consequences of .scal reforms. (JEL: E32, E62, D84)

Unilateral Emissions Mitigation, Spillovers, and Global Learning

What's the role of unilateral measures in global climate change mitigation in a post-Durban, post 2012 global policy regime? We argue that under conditions of preference heterogeneity, unilateral emissions mitigation at a subnational level may exist even when a nation is unwilling to commit to emission cuts. As the fraction of individuals unilaterally cutting emissions in a global strongly connected network of countries evolves over time, learning the costs of cutting emissions can result in the adoption of such activities globally and we establish that this will indeed happen under certain assumptions. We analyze the features of a policy proposal that could accelerate convergence to a low carbon world in the presence of global learning.

What is the Causal Effect of Information and Learning about a Public Good on Willingness to Pay?

In this study we elicit agents’ prior information set regarding a public good, exogenously give information treatments to survey respondents and subsequently elicit willingness to pay for the good and posterior information sets. The design of this field experiment allows us to perform theoretically motivated hypothesis testing between different updating rules: non-informative updating, Bayesian updating, and incomplete updating. We find causal evidence that agents imperfectly update their information sets. We also field causal evidence that the amount of additional information provided to subjects relative to their pre-existing information levels can affect stated WTP in ways consistent overload from too much learning. This result raises important (though familiar) issues for the use of stated preference methods in policy analysis.

A new repetitive DNA sequence from Trypanosoma cruzi

Tandemly repeated DNA sequences are found in the genome of higher eukaryotes, and have also been demonstrated in Trypanosoma cruzi. Repeated DNA sequences are potentially useful for the diagnostic detection of T. cruzi (A. Gonzales et al., 1984, Proc. Natl. Acad. Sci. USA, 81: 3356-3360). We have isoleted two clones from a genomic library of T. cruzi (Y strain) that contain, in one clone a family of at least seven copies of a repetitive sequence of approximately 600 base pairs, and in the other an independent copy of the same sequence. One copy of the repetition (HSP) and the independent clone (HCR) were sequenced by the Sanger procedure (Fig.). This sequence hybridized to four strains of T. cruzi tested and did not hybridize to eleven species of trypanosotids from five different Genera, being a good candidate for diagnostic assays. GenBank accession numbers: HSP#m31919, HCR#31920.

Versatile gene-specific sequence tags for Arabidopsis functional genomics: transcript profiling and reverse genetics applications.

Microarray transcript profiling and RNA interference are two new technologies crucial for large-scale gene function studies in multicellular eukaryotes. Both rely on sequence-specific hybridization between complementary nucleic acid strands, inciting us to create a collection of gene-specific sequence tags (GSTs) representing at least 21,500 Arabidopsis genes and which are compatible with both approaches. The GSTs were carefully selected to ensure that each of them shared no significant similarity with any other region in the Arabidopsis genome. They were synthesized by PCR amplification from genomic DNA. Spotted microarrays fabricated from the GSTs show good dynamic range, specificity, and sensitivity in transcript profiling experiments. The GSTs have also been transferred to bacterial plasmid vectors via recombinational cloning protocols. These cloned GSTs constitute the ideal starting point for a variety of functional approaches, including reverse genetics. We have subcloned GSTs on a large scale into vectors designed for gene silencing in plant cells. We show that in planta expression of GST hairpin RNA results in the expected phenotypes in silenced Arabidopsis lines. These versatile GST resources provide novel and powerful tools for functional genomics.

Benzodiazepine receptor ligand influences on learning: an endogenous modulatory mechanism mediated by benzodiazepines possibly of alimentary origin

In rats pre-but not post-training ip administration of either flumazenil, a central benzodiazepine (BSD) receptor antagonist, or of n-butyl-B-carboline-carboxylate (BCCB), an inverse agonist, enhanced retention of inhibitory avoidance learning. Flumazenil vlocked the enhancing effect of BCCB, and the inhibitory effect of the BZD agonists clonazepam and diazepam also given pre-training. Post-training administration of these drugs had no effects. The peripheral BZD receptor agonist/chloride channel blocker Ro5-4864 had no effect on the inhibitory avoidance task when given ip prior to training, buth it caused enhancement when given immediately post-training either ip or icv. This effect was blocked by PK11195, a competitive antagonist of Ro5-4864. These results suggest that ther is an endogenous mechanism mediated by BZD agonists, which is sensitive to inverse agonists and that normally down-regulates the formation of memories through a mechanism involving GABA-A receptors and the corresponding chloride channels. The most likely agonists for the endogenous mechanism suggested are the diazepam-like BZDs found in brain whose origin is possibly alimentary. Levels of these BZDs in the cortex were found to sharply decrease after inhibitory acoidance training or mere exposure to the training apparatus.

Induction in transgenic mice of HLA-A2.1-restricted cytotoxic T cells specific for a peptide sequence from a mutated p21ras protein.

Cytotoxic T cells (CTL) recognize short peptides that are derived from the proteolysis of endogenous cellular proteins and presented on the cell surface as a complex with MHC class I molecules. CTL can recognize single amino acid substitutions in proteins, including those involved in malignant transformation. The mutated sequence of an oncogene may be presented on the cell surface as a peptide, and thus represents a potential target antigen for tumour therapy. The p21ras gene is mutated in a wide variety of tumours and since the transforming mutations result in amino acid substitutions at positions 12, 13 and 61 of the protein, a limited number of ras peptides could potentially be used in the treatment of a wide variety of malignancies. A common substitution is Val for Gly at position 12 of p21ras. In this study, we show that the peptide sequence from position 5 to position 14 with Val at position 12-ras p5-14 (Val-12)-has a motif which allows it to bind to HLA-A2.1. HLA-A2.1-restricted ras p5-14 (Val-12)-specific CTL were induced in mice transgenic for both HLA-A2.1 and human beta2-microglobulin after in vivo priming with the peptide. The murine CTL could recognize the ras p5-14 (Val-12) peptide when they were presented on both murine and human target cells bearing HLA-A2.1. No cross-reactivity was observed with the native peptide ras p5-14 (Gly-12), and this peptide was not immunogenic in HLA-A2.1 transgenic mice. This represents an interesting model for the study of an HLA-restricted CD8 cytotoxic T cell response to a defined tumour antigen in vivo.

Learning to live together: an exploration and analysis of managing cultural diversity in ten early childhood development centres in South Africa

This study explores how South African Early Childhood Development (ECD) Practitioners and families meet the needs of the increasing number of children from diverse cultural backgrounds in their care. Research participants were identified through ten ECD centres located in two urban communities in the Eastern and Western Cape Provinces of South Africa. The values and attitudes held by Practitioners and families vis-à-vis cultural diversity was investigated, along with the knowledge and strategies they employ to manage cultural diversity in ECD programmes. The intercultural education model provides the necessary tools to address the challenges identified.

CTCF-T, a paralogue of CTCF, directs sequence specific DNA methylation of the imprinting control region of Igf2/H19

SUMMARY Genomic imprinting is an epigenetic mechanism of transcriptional regulation that ensures restriction of expression of a subset of mammalian genes to a single parental allele. The best studied example of imprinted gene regulation is the Igf2/H19 locus, which is also the most commonly altered by loss of imprinting (LOT) in cancer. LOT is associated with numerous hereditary diseases and several childhood, and adult cancers. Differential expression of reciprocal H19 and 1gf2 alleles in somatic cells depends on the methylation status of the imprinting control region (ICR) which regulates binding of CTCF, an ubiquitously expressed 11-zinc finger protein that binds specifically to non-methylated maternal ICR and thereby attenuates expression of Igf2, while it does not bind to methylated paternal ICR, which enables Igf2 expression. Initial ICR methylation occurs during gametogenesis by an as yet unknown mechanism. The accepted hypothesis is that the event of differential maternal and paternal DNA methylation depends on germ-line specific proteins. Our Laboratory identified a novel 11-zinc-finger protein CTCF-T (also known as CTCFL and BORIS) that is uniquely expressed in the male germ-line and is highly homologous within its zinc-finger region with CTCF. The amino-acid sequences flanking the zinc-finger regions of CTCF and CTCF-T have widely diverged, suggesting that though they could bind to the same DNA targets (ICRs) they are likely to have different functions. Interestingly, expression of CTCF-T and CTCF is mutually exclusive; CTCF-T-positive (CTCF-negative) cells occur in the stage of spermatogenesis that coincides with epigenetic reprogramming, including de novo DNA methylation. In our study we demonstrate the role that CTCF-T plays in genomic imprinting. Here we show that CTCF-T binds in vivo to the ICRs of Igf2/H19 and Dlk/Gt12 imprinted genes. In addition, we identified two novel proteins interacting with CTCF-T: a protein arginine methyltransferase PRMT7 and an arginine-rich histone H2A variant that we named trH2A. These interactions were confirmed and show that the two proteins interact with the amino-teiminal region of CTCF-T. Additionally, we show interaction of the amino- terminal region of CTCF-T with histones H1, H2A and H3. These results suggest that CTCF-T is a sequence-specific DNA (ICR) binding protein that associates with histones and recruits PRMT7. Interestingly, PRMT7 has a histone-methyltransferase activity. It has been shown that histone methylation can mark chromatin regions thereby directing DNA-methylation; thus, our hypothesis is that the CTCF-T protein-scaffold directs PRMT7 to methylate histone(s) assembled on ICRs, which marks chromatin for the recruitment of the de novo DNA methyltransferases to methylate DNA. To test this hypothesis, we developed an in vivo DNA-methylation assay using Xenopus laevis' oocytes, where H19 ICR and different expression cDNAs, including CTCF-T, PRMT7 and the de novo DNA methyltransferases (Dnmt3a, Dnmt3b and Dnmt3L) are microinjected into the nucleus. The methylation status of CpGs within the H19 ICR was analysed 48 or 72 hours after injection. Here we demonstrate that CpGs in the ICR are methylated in the presence of both CTCF-T and PRMT7, while control oocytes injected only with ICR did not show any methylation. Additionally, we showed for the first time that Dnmt3L is crucial for the establishment of the imprinting marks on H19 ICR. Moreover, we confirmed that Dnmt3a and Dnmt3b activities are complementary. Our data indicate that all three Dnmt3s are important for efficient de novo DNA methylation. In conclusion, we propose a mechanism for the establishment of de novo imprinting marks during spermatogenesis: the CTCF-T/PRMT7 protein complex directs histone methylation leading to sequence-specific de novo DNA methylation of H19 ICR. RESUME L'empreinte génomique parentale est un mécanisme épigénétique de régulation transcriptionelle qui se traduit par une expression différentielle des deux allèles de certains gènes, en fonction de leur origine parentale. L'exemple le mieux caractérisé de gènes soumis à l'empreinte génomique parentale est le locus Igf2/H19, qui est aussi le plus fréquemment altéré par relaxation d'empreinte (en anglais: loss of imprinting, LOI) dans les cancers. Cette relaxation d'empreinte est aussi associée à de nombreuses maladies héréditaires, ainsi qu'à de nombreux cancers chez l'enfant et l'adulte. Dans les cellules somatiques, les différences d'expression des allèles réciproques H19 et Ig12 est sous le contrôle d'une région ICR (Imprinting Control Region). La méthylation de cette région ICR régule l'ancrage de la protéine à douze doigts de zinc CTCF, qui se lie spécifiquement à l'ICR maternel non-méthylé, atténuant ainsi l'expression de Igf2, alors qu'elle ne s'ancre pas à l'ICR paternel méthyle. Le mécanisme qui accompagne la méthylation initiale de la région ICR durant la gamétogenèse n'a toujours pas été élucidé. L'hypothèse actuelle propose que la différence de méthylation entre l'ADN maternel et paternel résulte de l'expression de protéines propres aux zones germinales. Notre laboratoire a récemment identifié une nouvelle protéine à douze doigts de zinc, CTCF-T (aussi dénommée CTCFL et BORRIS), qui est exprimée uniquement dans les cellules germinales mâles, dont la partie à douze doigts de zinc est fortement homologue à la protéine CTCF. La séquence d'acides aminés de part et d'autre de cette région est quant à elle très divergente, ce qui implique que CTCF-T se lie sans doute au même ADN cible que CTCF, mais possède des fonctions différentes. De plus, l'expression de CTCF-T et de CTCF s'oppose mutuellement; l'expression de la protéine CTCF-T (cellules CTCF-T positives, CTCF negatives) qui a lieu pendant la spermatogenèse coïncide avec la reprogrammation épigénétique, notamment la méthylation de novo de l'ADN. La présente étude démontre le rôle essentiel joué par la protéine CTCF-T dans l'acquisition de l'empreinte génomique parentale. Nous montrons ici que CTCF-T s'associe in vivo avec les régions ICR des loci Igf2/H19 et Dlk/Gt12. Nous avons également identifié deux nouvelles protéines qui interagissent avec CTCF-T : une protéine arginine méthyl transférase PRMT7, et un variant de l'histone H2A, riche en arginine, que nous avons dénommé trH2A. Ces interactions ont été analysées plus en détail, et confinnent que ces deux protéines s'associent avec la région N-terminale de CTCF-T. Aussi, nous présentons une interaction de la région N-terminale de CTCF-T avec les histones H1, H2, et H3. Ces résultats suggèrent que CTCF-T est une protéine qui se lie spécifiquement aux régions ICR, qui s'associe avec différents histones et qui recrute PRMT7. PRMT7 possède une activité méthyl-tansférase envers les histones. Il a été montré que la méthylation des histones marque certains endroits de la chromatine, dirigeant ainsi la méthylation de l'ADN. Notre hypothèse est donc la suivante : la protéine CTCF-T sert de base qui dirige la méthylation des histones par PRMT7 dans les régions ICR, ce qui contribue à marquer la chromatine pour le recrutement de nouvelles méthyl transférases pour méthyler l'ADN. Afin de valider cette hypothèse, nous avons développé un système de méthylation de l'ADN in vivo, dans des oeufs de Xenopus laevis, dans le noyau desquels nous avons mico-injecté la région ICR du locus H19, ainsi que différents vecteurs d'expression pour CTCF-T, PRMT7, et les de novo méthyl transférases (Dnmt3a, Dnmt3b et Dnmt3L). Les CpGs méthyles de la région ICR du locus H19 ont été analysé 48 et 72 heures après l'injection. Cette technique nous a permis de démontrer que les CpGs de la région ICR sont méthyles en présence de CTCF-T et de PRMT7, tandis que les contrôles injectés seulement avec la région ICR ne présentent aucun signe de méthylation. De plus, nous démontrons pour la première fois que la protéine méthyl transférase Dnmt3L est déterminant pour l'établissement de l'empreinte génomique parentale au niveau de la région ICR du locus H19. Aussi, nous confirmons que les activités méthyl transférases de Dnmt3a et Dnmt3b sont complémentaires. Nos données indiquent que les trois protéines Dnmt3 sont impliquées dans la méthylation de l'ADN. En conclusion, nous proposons un mécanisme responsable de la mise en place de nouvelles empreintes génomiques pendant la spermatogenèse : le complexe protéique CTCF-T/PRMT7 dirige la méthylation des histones aboutissant à la méthylation de novo de l'ADN au locus H19.

Genome sequence of the metazoan plant-parasitic nematode Meloidogyne incognita.

Plant-parasitic nematodes are major agricultural pests worldwide and novel approaches to control them are sorely needed. We report the draft genome sequence of the root-knot nematode Meloidogyne incognita, a biotrophic parasite of many crops, including tomato, cotton and coffee. Most of the assembled sequence of this asexually reproducing nematode, totaling 86 Mb, exists in pairs of homologous but divergent segments. This suggests that ancient allelic regions in M. incognita are evolving toward effective haploidy, permitting new mechanisms of adaptation. The number and diversity of plant cell wall-degrading enzymes in M. incognita is unprecedented in any animal for which a genome sequence is available, and may derive from multiple horizontal gene transfers from bacterial sources. Our results provide insights into the adaptations required by metazoans to successfully parasitize immunocompetent plants, and open the way for discovering new antiparasitic strategies.

A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

Defining an efficient training set is one of the most delicate phases for the success of remote sensing image classification routines. The complexity of the problem, the limited temporal and financial resources, as well as the high intraclass variance can make an algorithm fail if it is trained with a suboptimal dataset. Active learning aims at building efficient training sets by iteratively improving the model performance through sampling. A user-defined heuristic ranks the unlabeled pixels according to a function of the uncertainty of their class membership and then the user is asked to provide labels for the most uncertain pixels. This paper reviews and tests the main families of active learning algorithms: committee, large margin, and posterior probability-based. For each of them, the most recent advances in the remote sensing community are discussed and some heuristics are detailed and tested. Several challenging remote sensing scenarios are considered, including very high spatial resolution and hyperspectral image classification. Finally, guidelines for choosing the good architecture are provided for new and/or unexperienced user.