O uso lesivo de bebidas alcoólicas é o terceiro maior fator mundial de risco de doenças e incapacitação. O álcool pode causar várias alterações no Sistema Nervoso Central (SNC), dentre elas, a diminuição do processamento de informações visuais. Alguns estudos avaliam as alterações nos processos perceptuais durante a Síndrome de Abstinência do Álcool (SAA) por meio da ilusão visual da máscara côncava. Essa ilusão exemplifica o fenômeno ilusório de inversão visual da profundidade de uma máscara humana oca, que é percebida como convexa. Foi encontrado um possível desequilíbrio entre os componentes bottom-up e top-down da percepção visual provocado pelo álcool, capaz de prejudicar a capacidade do indivíduo de perceber essa ilusão. Entretanto, a presente pesquisa investiga uma hipótese alternativa, e sugere que a redução na frequência de respostas de inversão pode resultar de mudanças de critérios para emitir as repostas e não em alterações perceptuais. Para isso, foram utilizados os parâmetros da Teoria da Detecção de Sinal (TDS) aplicada à psicofísica. Participaram da pesquisa 20 indivíduos saudáveis, 20 com SAA leve e 20 com SAA moderada. Eles realizaram duas tarefas experimentais de observação monocular dos lados côncavo e convexo, alternadamente, de uma máscara da face humana de tamanho reduzido. Na tarefa de confidence rating, foram julgadas a concavidade ou convexidade da máscara e o grau de certeza nas respostas, com certeza ou com dúvida. Na tarefa de escolha forçada entre duas alternativas (2AFC), as máscaras foram apresentadas aos pares alternados e o participante identificava o lado côncavo. A análise dos resultados revelou que os indivíduos com SAA moderada apresentaram maiores escores para os índices de sensibilidade R-index, Az, e da, na tarefa de confidence rating, apontando para uma capacidade significativamente maior de identificação e discriminação dos lados côncavo e convexo da máscara. Isto reflete um prejuízo significativo na capacidade destes indivíduos em perceber a ilusão da máscara côncava. Não houve diferença entre os grupos de indivíduos saudáveis e com SAA leve. Entretanto, os grupos com SAA apresentaram um maior grau de certeza em seus julgamentos comparativamente ao grupo controle. Resultados semelhantes para o grupo com SAA moderada foram encontrados na tarefa de escolha forçada para os índices d e taxa de acerto, indicando maior capacidade desses indivíduos em discriminar os dois lados da máscara. Todos os participantes apresentaram critérios de decisão moderados na tarefa de confidence rating. Os indivíduos saudáveis, na tarefa de escolha forçada, se mostraram tão capazes quanto os com SAA moderada na discriminação dos dois lados da máscara. Os indivíduos saudáveis, na tarefa de escolha forçada, se mostraram tão capazes quanto os com SAA moderada na discriminação dos dois lados da máscara. Entretanto, supõe-se que esses resultados foram provenientes de estratégias inesperadas por esses indivíduos em seus julgamentos, prejudicando a validade interna dos resultados; e representam um viés de pesquisa importante. As análises apontam para um possível desequilíbrio, já relatado em estudos anteriores, entre os componentes bottom-up e top-down da percepção visual, provocado pelo álcool, que impede o SNC de corrigir hipóteses perceptuais ambíguas. / The harmful use of alcoholic beverages is the third largest worldwide risk factor for illness and disability. Alcohol can cause several changes in the Central Nervous System (CNS), among them, the decrease in the processing of visual information. Some studies evaluate changes in perceptual processes during Alcohol Withdrawal Syndrome (AWS) through the hollow face illusion. Its exemplifies the illusory visual depth inversion of a hollow human mask, which is perceived as convex. A possible imbalance was found between the bottomup and top-down components of visual perception caused by alcohol, which could impair the individual\'s ability to perceive the illusion. However, the present research investigates an alternative hypothesis, and suggests that the reduction in the frequency of inversion responses may result from changes in the criteria to issue responses rather than on perceptual changes. The parameters of the Signal Detection Theory (SDT) applied to psychophysics allow this analysis. Twenty healthy subjects, 20 with mild AWS and 20 with moderate AWS participated in the study. They performed two experimental tasks of monocular observation of concave and convex sides, alternately, of a reduced size human face mask. In the task of confidence rating, the concavity or convexity of the mask and the degree of certainty in the answers were judged: certainly or with doubt. In the task of forced choice between two alternatives (2AFC), the masks were presented in alternating pairs and the participant identified the concave side. The analysis of the results revealed that individuals with moderate AWS presented higher scores for the sensitivity index scores R-index, Az, and da, pointing to a significantly greater capacity of identification and discrimination of the concave and convex sides of the mask. This reflects a significant impairment in the ability of these individuals to perceive the hollow face illusion. There was no difference between healthy individuals and with mild AWS. However, all groups with AWS presented a greater degree of certainty in their judgments compared to the control group. Similar results for the group with moderate AWS were found in the task of forced choice to the indices d and hit rate, indicating a greater ability of these individuals to discriminate both sides of the mask. Healthy subjects, on the task of forced choice, showed themselves to be as capable as those with moderate AWS in discriminating both sides of the mask. However, it supposed that these results were from unexpected strategies used by these individuals in their judgments, impairing the internal validity of the results, and represented an important research bias. The analyzes point to a possible imbalance, already reported in previous studies, between the bottom-up and top-down components of visual perception, caused by alcohol, which inhibits the CNS from correcting ambiguous perceptual hypotheses.

This study applied dual processing theory, the theory of working memory, and the theory of cue summation to examine how the video and audio in a television news story interact with or against each other when the story uses pull quote graphics to convey key information to viewers. Using eye-tracking, the study produced visual depictions of exactly what viewers look at on the screen when the words in the reporter's voice track match the text in the pull quote graphic verbatim, when the reporter summarizes the text in the graphic, and when the reporter's voice track ignores the text in the pull quote. The study tested the effect on recall when viewers were presented with these three story conditions—high redundancy, medium redundancy, and low redundancy, respectively. Key findings included the following: first, that stories with low redundancy resulted in lower recall and memory sensitivity scores (a measure of memory strength) than pull quotes that the reporter either summarized or read verbatim on the air. Second, it was found that neither high-redundancy nor medium-redundancy stories were superior or inferior to the other when looking at the effect on recall and memory sensitivity. And finally, in high-, medium-, and low-redundancy conditions, subjects stated that they relied more on the reporter's narration than the pull quote to get information. The study states possible implications for news producers and reporters and suggests future research in the broadcast television news industry.

This study applied dual processing theory, the theory of working memory, and the theory of cue summation to examine how the video and audio in a television news story interact with or against each other when the story uses pull quote graphics to convey key information to viewers. Using eye-tracking, the study produced visual depictions of exactly what viewers look at on the screen when the words in the reporter's voice track match the text in the pull quote graphic verbatim, when the reporter summarizes the text in the graphic, and when the reporter's voice track ignores the text in the pull quote. The study tested the effect on recall when viewers were presented with these three story conditions—high redundancy, medium redundancy, and low redundancy, respectively. Key findings included the following: first, that stories with low redundancy resulted in lower recall and memory sensitivity scores (a measure of memory strength) than pull quotes that the reporter either summarized or read verbatim on the air. Second, it was found that neither high-redundancy nor medium-redundancy stories were superior or inferior to the other when looking at the effect on recall and memory sensitivity. And finally, in high-, medium-, and low-redundancy conditions, subjects stated that they relied more on the reporter's narration than the pull quote to get information. The study states possible implications for news producers and reporters and suggests future research in the broadcast television news industry.

This manuscript concerns the performance analysis in signal processing and consists into two parts : First, we study the lower bounds in characterizing and predicting the estimation performance in terms of mean square error (MSE). The lower bounds on the MSE give the minimum variance that an estimator can expect to achieve and it can be divided into two categories depending on the parameter assumption: the so-called deterministic bounds dealing with the deterministic unknown parameters, and the so-called Bayesian bounds dealing with the random unknown parameter. Particularly, we derive the closed-form expressions of the lower bounds for two applications in two different fields: (i) The first one is the target localization using the multiple-input multiple-output (MIMO) radar in which we derive the lower bounds in the contexts with and without modeling errors, respectively. (ii) The other one is the pulse phase estimation of X-ray pulsars which is a potential solution for autonomous deep space navigation. In this application, we show the potential universality of lower bounds to tackle problems with parameterized probability density function (pdf) different from classical Gaussian pdf since in X-ray pulse phase estimation, observations are modeled with a Poisson distribution. Second, we study the statistical resolution limit (SRL) which is the minimal distance in terms of the parameter of interest between two signals allowing to correctly separate/estimate the parameters of interest. More precisely, we derive the SRL in two contexts: array processing and MIMO radar by using two approaches based on the estimation theory and information theory. We also present in this thesis the usefulness of SRL in optimizing the array system.

This dissertation investigates the nature by which social class membership and identity figure in judgements of transition institutions for the citizens of post-communist Central and Eastern Europe. Using a unique dataset and a series of novel conceptual frameworks, it argues that social class is, in effect, an operationalisation of socioeconomic risk and vulnerability-a premise from which several important implications derive. Drawing on social identity theory, it presents and tests a model of self-conceptualisation, grounded in the belief that individuals variously identify with their social classes, depending on their perceptions of shared socioeconomic risk. From this, it follows that strong identifiers should derive more relevant information about the emerging market system from class-level economic experiences, and therefore accord these cues greater weight in judgements about transition institutions. Beyond testing this theory of interpersonal variation, it invokes signal detection theory from cognitive psychology to determine whether cross-group differences in economic vulnerability are responsible for observed class differentials in reliance on class-based economic cues. It then takes a wider view of class-based economic cognition by considering how the process of transition, itself, influenced the evaluative calculus of post-communist citizens. Building on cognitive mobilisation theory in political science, it is posited that on-going exposure to the prevailing economic system endows these citizens with the ability to link their class-level economic experiences to the effects of the market mechanism. The analysis largely supports the constituent hypotheses, as well as the larger notion that perceptions of shared socioeconomic risk led social class experiences to figure prominently in the minds of post-communist citizens.

O uso lesivo de bebidas alcoólicas é o terceiro maior fator mundial de risco de doenças e incapacitação. O álcool pode causar várias alterações no Sistema Nervoso Central (SNC), dentre elas, a diminuição do processamento de informações visuais. Alguns estudos avaliam as alterações nos processos perceptuais durante a Síndrome de Abstinência do Álcool (SAA) por meio da ilusão visual da máscara côncava. Essa ilusão exemplifica o fenômeno ilusório de inversão visual da profundidade de uma máscara humana oca, que é percebida como convexa. Foi encontrado um possível desequilíbrio entre os componentes bottom-up e top-down da percepção visual provocado pelo álcool, capaz de prejudicar a capacidade do indivíduo de perceber essa ilusão. Entretanto, a presente pesquisa investiga uma hipótese alternativa, e sugere que a redução na frequência de respostas de inversão pode resultar de mudanças de critérios para emitir as repostas e não em alterações perceptuais. Para isso, foram utilizados os parâmetros da Teoria da Detecção de Sinal (TDS) aplicada à psicofísica. Participaram da pesquisa 20 indivíduos saudáveis, 20 com SAA leve e 20 com SAA moderada. Eles realizaram duas tarefas experimentais de observação monocular dos lados côncavo e convexo, alternadamente, de uma máscara da face humana de tamanho reduzido. Na tarefa de confidence rating, foram julgadas a concavidade ou convexidade da máscara e o grau de certeza nas respostas, com certeza ou com dúvida. Na tarefa de escolha forçada entre duas alternativas (2AFC), as máscaras foram apresentadas aos pares alternados e o participante identificava o lado côncavo. A análise dos resultados revelou que os indivíduos com SAA moderada apresentaram maiores escores para os índices de sensibilidade R-index, Az, e da, na tarefa de confidence rating, apontando para uma capacidade significativamente maior de identificação e discriminação dos lados côncavo e convexo da máscara. Isto reflete um prejuízo significativo na capacidade destes indivíduos em perceber a ilusão da máscara côncava. Não houve diferença entre os grupos de indivíduos saudáveis e com SAA leve. Entretanto, os grupos com SAA apresentaram um maior grau de certeza em seus julgamentos comparativamente ao grupo controle. Resultados semelhantes para o grupo com SAA moderada foram encontrados na tarefa de escolha forçada para os índices d e taxa de acerto, indicando maior capacidade desses indivíduos em discriminar os dois lados da máscara. Todos os participantes apresentaram critérios de decisão moderados na tarefa de confidence rating. Os indivíduos saudáveis, na tarefa de escolha forçada, se mostraram tão capazes quanto os com SAA moderada na discriminação dos dois lados da máscara. Os indivíduos saudáveis, na tarefa de escolha forçada, se mostraram tão capazes quanto os com SAA moderada na discriminação dos dois lados da máscara. Entretanto, supõe-se que esses resultados foram provenientes de estratégias inesperadas por esses indivíduos em seus julgamentos, prejudicando a validade interna dos resultados; e representam um viés de pesquisa importante. As análises apontam para um possível desequilíbrio, já relatado em estudos anteriores, entre os componentes bottom-up e top-down da percepção visual, provocado pelo álcool, que impede o SNC de corrigir hipóteses perceptuais ambíguas. / The harmful use of alcoholic beverages is the third largest worldwide risk factor for illness and disability. Alcohol can cause several changes in the Central Nervous System (CNS), among them, the decrease in the processing of visual information. Some studies evaluate changes in perceptual processes during Alcohol Withdrawal Syndrome (AWS) through the hollow face illusion. Its exemplifies the illusory visual depth inversion of a hollow human mask, which is perceived as convex. A possible imbalance was found between the bottomup and top-down components of visual perception caused by alcohol, which could impair the individual\'s ability to perceive the illusion. However, the present research investigates an alternative hypothesis, and suggests that the reduction in the frequency of inversion responses may result from changes in the criteria to issue responses rather than on perceptual changes. The parameters of the Signal Detection Theory (SDT) applied to psychophysics allow this analysis. Twenty healthy subjects, 20 with mild AWS and 20 with moderate AWS participated in the study. They performed two experimental tasks of monocular observation of concave and convex sides, alternately, of a reduced size human face mask. In the task of confidence rating, the concavity or convexity of the mask and the degree of certainty in the answers were judged: certainly or with doubt. In the task of forced choice between two alternatives (2AFC), the masks were presented in alternating pairs and the participant identified the concave side. The analysis of the results revealed that individuals with moderate AWS presented higher scores for the sensitivity index scores R-index, Az, and da, pointing to a significantly greater capacity of identification and discrimination of the concave and convex sides of the mask. This reflects a significant impairment in the ability of these individuals to perceive the hollow face illusion. There was no difference between healthy individuals and with mild AWS. However, all groups with AWS presented a greater degree of certainty in their judgments compared to the control group. Similar results for the group with moderate AWS were found in the task of forced choice to the indices d and hit rate, indicating a greater ability of these individuals to discriminate both sides of the mask. Healthy subjects, on the task of forced choice, showed themselves to be as capable as those with moderate AWS in discriminating both sides of the mask. However, it supposed that these results were from unexpected strategies used by these individuals in their judgments, impairing the internal validity of the results, and represented an important research bias. The analyzes point to a possible imbalance, already reported in previous studies, between the bottom-up and top-down components of visual perception, caused by alcohol, which inhibits the CNS from correcting ambiguous perceptual hypotheses.

L'attention est une fonction au cœur de la cognition qui, à tout moment, nous permet de sélectionner les informations pertinentes à traiter, tout en ignorant les autres. Cette sélection de l’information qui s’opère à la fois dans l'espace et dans le temps résulte de l’intégration des informations sensorielles et d’un contrôle de "haut niveau" en fonction de nos buts. Cette fonction dépend d’un réseau cérébral incluant le système fronto-pariétal et est sous l’influence de différents neuromodulateurs, en particulier la noradrénaline, dont l’action reste encore mal connue. Mon travail de thèse consistait à comprendre le rôle de la noradrénaline sur les processus attentionnels. Mes objectifs étaient d’une part de vérifier notre hypothèse selon laquelle la noradrénaline modulerait les différentes facettes de l’attention (attention spatiale et attention soutenue) et d’autre part d’élucider les mécanismes d’action par lesquelles la noradrénaline exercerait ces effets. Pour répondre à ces questions, nous avons testé l’impact d’une augmentation de la transmission noradrénergique (administration intramusculaire d'atomoxétine) chez le singe, dans des tâches comportementales nécessitant une sélection de l’information visuelle soit dans l’espace (tâche d'attention avec indice et exploration spontanée d'images) soit au cours du temps (tâche de discrimination go/nogo). Nos résultats démontrent que l’atomoxétine facilite les processus attentionnels à la fois dans l’espace et au cours du temps. Dans l’espace, l’atomoxétine module l’orientation de l’attention visuo-spatiale en fonction du contexte, en ajustant le taux d’accumulation sensorielle ou l’impact de la saillance des images sur l’orientation de l’attention. Au cours du temps, l’atomoxétine ajuste la relation entre la sensibilité à discriminer la cible parmi des distracteurs et le biais de réponse des animaux. En résumé, mes résultats démontrent que la noradrénaline influence les deux facettes, spatiale et temporelle de l’attention et suggèrent une action via un ajustement des processus de traitement de l’information sensorielle et un ajustement du contrôle de l’attention au contexte / Attention is a function at the heart of cognition that, at any given moment, enables us to select some information for further processing, while setting aside others. This selection of information that operates both in space and time, results from the integration of sensory information and higher-level control according to our goals. This function depends on a cerebral network including the fronto-parietal system. It is also under the influence of different neuromodulators, in particular norepinephrine, the action of which is still poorly understood.The aim of my PhD work was to understand the role of norepinephrine on attentional processes. My objectives were, on the one hand, to test our hypothesis that norepinephrine is capable of acting on the different facets of attention (spatial attention and sustained attention) and, on the other hand, to elucidate the mechanisms of action by which noradrenaline exerts its action. To answer these questions, we tested the impact of an increase in noradrenergic transmission (intramuscular administration of atomoxetine) in monkeys, using behavioral tasks requiring a selection of visual information in space (cued attentional task and spontaneous image exploration) or over time (go/nogo discrimination task). Our results demonstrate that atomoxetine facilitates attentional processes both in space and over time. In space, atomoxetine modulates the orientation of visuospatial attention according to the context, adjusting the rate of sensory accumulation or the impact of image saliency on attention orientation. Over time, atomoxetine adjusts the relationship between the sensitivity to discriminate a target among distractors and the animal’s response bias.In summary, my results demonstrate that norepinephrine influences both the spatial and temporal facets of attention and suggests an action through an adjustment of sensory information processing and an adjustment of attention control to the context

Cette thèse porte sur l'analyse des performances en traitement du signal et se compose de deux parties: Premièrement, nous étudions les bornes inférieures dans la caractérisation et la prédiction des performances en termes d'erreur quadratique moyenne (EQM). Les bornes inférieures de l'EQM donne la variance minimale qu'un estimateur peut atteindre et peuvent être divisées en deux catégories: les bornes déterministes pour le modèle où les paramètres sont supposés déterministes (mais inconnus), et les bornes Bayésiennes pour le modèle où les paramètres sont supposés aléatoires. En particulier, nous dérivons les expressions analytiques de ces bornes pour deux applications différentes: (i) La première est la localisation des sources en utilisant un radar multiple-input multiple-output (MIMO). Nous considérons les bornes inférieures dans deux contextes c'est-à-dire avec ou sans erreurs de modèle. (ii) La deuxième est l'estimation de phase d'impulsion de pulsars à rayon X qui est une solution potentielle pour la navigation autonome dans l'espace. Pour cette application, nous avons calculé plusieurs bornes inférieures de l'EQM dans le contexte de données modélisées par une loi de Poisson (complétant ainsi les travaux disponibles dans la littérature où les données sont modélisées par une loi gaussienne). Deuxièmement, nous étudions le seuil statistique de résolution limite (SRL), qui est la distance minimale en termes des paramètres d'intérêts entre les deux signaux permettant de séparer / estimer correctement les paramètres d'intérêt. Plus précisément, nous dérivons le SRL dans deux contextes: le traitement d'antenne et le radar MIMO en utilisant deux approches basées sur la théorie de l'estimation et sur la théorie de l'information. Finalement, nous proposons des expressions compactes du SRL dans le cas d'erreurs de modèle. / This manuscript concerns the performance analysis in signal processing and consists into two parts : First, we study the lower bounds in characterizing and predicting the estimation performance in terms of mean square error (MSE). The lower bounds on the MSE give the minimum variance that an estimator can expect to achieve and it can be divided into two categories depending on the parameter assumption: the so-called deterministic bounds dealing with the deterministic unknown parameters, and the so-called Bayesian bounds dealing with the random unknown parameter. Particularly, we derive the closed-form expressions of the lower bounds for two applications in two different fields: (i) The first one is the target localization using the multiple-input multiple-output (MIMO) radar in which we derive the lower bounds in the contexts with and without modeling errors, respectively. (ii) The other one is the pulse phase estimation of X-ray pulsars which is a potential solution for autonomous deep space navigation. In this application, we show the potential universality of lower bounds to tackle problems with parameterized probability density function (pdf) different from classical Gaussian pdf since in X-ray pulse phase estimation, observations are modeled with a Poisson distribution. Second, we study the statistical resolution limit (SRL) which is the minimal distance in terms of the parameter of interest between two signals allowing to correctly separate/estimate the parameters of interest. More precisely, we derive the SRL in two contexts: array processing and MIMO radar by using two approaches based on the estimation theory and information theory. We also present in this thesis the usefulness of SRL in optimizing the array system.

Die Fähigkeit, Zustände in der Außenwelt zu beurteilen und zu kategorisieren, wird unter dem Oberbegriff „perzeptuelles Entscheiden“ zusammengefasst. In der vorliegenden Arbeit wurde funktionelle Magnetresonanztomografie mit multivariater Musteranalyse verbunden, um offene Fragen zur perzeptuellen Entscheidungsfindung zu beantworten. In der ersten Studie (Hebart et al., 2012) wurde gezeigt, dass der visuelle und parietale Kortex eine Repräsentation abstrakter perzeptueller Entscheidungen aufweisen. Im frühen visuellen Kortex steigt die Menge entscheidungsspezifischer Information mit der Menge an verfügbarer visueller Bewegungsinformation, doch der linke posteriore parietale Kortex zeigt einen negativen Zusammenhang. Diese Ergebnisse zeigen, wo im Gehirn abstrakte Entscheidungen repräsentiert werden und deuten darauf hin, dass die gefundenen Hirnregionen unterschiedlich in den Entscheidungsprozess involviert sind, je nach Menge an verfügbarer sensorischer Information. In der zweiten Studie (Hebart et al., submitted) wurde gezeigt, dass sich eine Repräsentation der Entscheidungsvariable (EV) im fronto-parietalen Assoziationskortex finden lässt. Ferner weist die EV im rechten ventrolateralen präfrontalen Kortex (vlPFC) einen spezifischen Zusammenhang mit konfidenzbezogenen Hirnsignalen im ventralen Striatum auf. Die Ergebnisse deuten darauf hin, dass Konfidenz aus der EV im vlPFC berechnet wird. In der dritten Studie (Christophel et al., 2012) wurde gezeigt, dass der Kurzzeitgedächtnisinhalt im visuellen und posterioren parietalen Kortex, nicht jedoch im präfrontalen Kortex repräsentiert wird. Diese Ergebnisse lassen vermuten, dass der Gedächtnisinhalt in denselben Regionen enkodiert wird, die auch perzeptuelle Entscheidungen repräsentieren können. Zusammenfassend geben die hier errungenen Erkenntnisse Aufschluss über den neuronalen Code des perzeptuellen Entscheidens von Menschen und stellen ein vollständigeres Verständnis der zugrundeliegenden Prozesse in Aussicht. / Perceptual decision-making refers to the ability to arrive at categorical judgments about states of the outside world. Here we use functional magnetic resonance imaging and multivariate pattern analysis to identify decision-related brain regions and address a number of open issues in the field of perceptual decision-making. In the first study (Hebart et al., 2012), we demonstrated that perceptual decisions about motion direction are represented in both visual and parietal cortex, even when decoupled from motor plans. While in early visual cortex the amount of information about perceptual choices follows the amount of sensory evidence presented on the screen, the reverse pattern is observed in left posterior parietal cortex. These results reveal the brain regions involved when choices are encoded in an abstract format and suggest that these two brain regions are recruited differently depending on the amount of sensory evidence available. In the second study (Hebart et al., submitted), we show that the perceptual decision variable (DV) is represented throughout fronto-parietal association cortices. The DV in right ventrolateral prefrontal cortex covaries specifically with brain signals in the ventral striatum representing confidence, demonstrating a close link between the two variables. This suggests that confidence is calculated from the perceptual DV encoded in ventrolateral prefrontal cortex. In the third study (Christophel et al., 2012), using a visual short-term memory (VSTM) task, we demonstrate that the content of VSTM is represented in visual cortex and posterior parietal cortex, but not prefrontal cortex. These results constrain theories of VSTM and suggest that the memorized content is stored in regions shown to represent perceptual decisions. Together, these results shed light on the neuronal code underlying perceptual decision-making in humans and offer the prospect for a more complete understanding of these processes.

Our vision is as yet unsurpassed by machines because of the sophisticated representations of objects in our brains. This representation is vastly different from a pixel-based representation used in machine storages. It is this sophisticated representation that enables us to perceive two faces as very different, i.e, they are far apart in the “perceptual space”, even though they are close to each other in their pixel-based representations. Neuroscientists have proposed distances between responses of neurons to the images (as measured in macaque monkeys) as a quantification of the “perceptual distance” between the images. Let us call these neuronal dissimilarity indices of perceptual distances. They have also proposed behavioural experiments to quantify these perceptual distances. Human subjects are asked to identify, as quickly as possible, an oddball image embedded among multiple distractor images. The reciprocal of the search times for identifying the oddball is taken as a measure of perceptual distance between the oddball and the distractor. Let us call such estimates as behavioural dissimilarity indices. In this thesis, we describe a decision-theoretic model for visual search that suggests a connection between these two notions of perceptual distances. In the first part of the thesis, we model visual search as an active sequential hypothesis testing problem. Our analysis suggests an appropriate neuronal dissimilarity index which correlates strongly with the reciprocal of search times. We also consider a number of alternative possibilities such as relative entropy (Kullback-Leibler divergence), the Chernoff entropy and the L1-distance associated with the neuronal firing rate profiles. We then come up with a means to rank the various neuronal dissimilarity indices based on how well they explain the behavioural observations. Our proposed dissimilarity index does better than the other three, followed by relative entropy, then Chernoff entropy and then L1 distance. In the second part of the thesis, we consider a scenario where the subject has to find an oddball image, but without any prior knowledge of the oddball and distractor images. Equivalently, in the neuronal space, the task for the decision maker is to find the image that elicits firing rates different from the others. Here, the decision maker has to “learn” the underlying statistics and then make a decision on the oddball. We model this scenario as one of detecting an odd Poisson point process having a rate different from the common rate of the others. The revised model suggests a new neuronal dissimilarity index. The new dissimilarity index is also strongly correlated with the behavioural data. However, the new dissimilarity index performs worse than the dissimilarity index proposed in the first part on existing behavioural data. The degradation in performance may be attributed to the experimental setup used for the current behavioural tasks, where search tasks associated with a given image pair were sequenced one after another, thereby possibly cueing the subject about the upcoming image pair, and thus violating the assumption of this part on the lack of prior knowledge of the image pairs to the decision maker. In conclusion, the thesis provides a framework for connecting the perceptual distances in the neuronal and the behavioural spaces. Our framework can possibly be used to analyze the connection between the neuronal space and the behavioural space for various other behavioural tasks.