Exploring Prosodic Features Modelling for Secondary Emotions Needed for Empathetic Speech Synthesis.

A low-resource emotional speech synthesis system for empathetic speech synthesis based on modelling prosody features is presented here. Secondary emotions, identified to be needed for empathetic speech, are modelled and synthesised in this investigation. As secondary emotions are subtle in nature, they are difficult to model compared to primary emotions. This study is one of the few to model secondary emotions in speech as they have not been extensively studied so far. Current speech synthesis research uses large databases and deep learning techniques to develop emotion models. There are many secondary emotions, and hence, developing large databases for each of the secondary emotions is expensive. Hence, this research presents a proof of concept using handcrafted feature extraction and modelling of these features using a low-resource-intensive machine learning approach, thus creating synthetic speech with secondary emotions. Here, a quantitative-model-based transformation is used to shape the emotional speech's fundamental frequency contour. Speech rate and mean intensity are modelled via rule-based approaches. Using these models, an emotional text-to-speech synthesis system to synthesise five secondary emotions-anxious, apologetic, confident, enthusiastic and worried-is developed. A perception test to evaluate the synthesised emotional speech is also conducted. The participants could identify the correct emotion in a forced response test with a hit rate greater than 65%.

Promoting beliefs in the inalienability of human rights by attributing uniquely human emotions through multiple categorization.

The combination of multiple categorization (i.e., the use of multiple criteria to define others) and human identity-the superordinate group of human beings-has recently been highlighted as a method to reduce implicit (i.e., attribution of secondary emotions) and explicit (i.e., attribution of human rights) dehumanization toward Blacks. In two studies aimed to replicate such evidence the mediating role of secondary emotions in explaining the impact of multiple and human categorization in reducing dehumanization was assessed. The role of implicit cognition, such as attribution of secondary emotions in leading people to attribute human rights to minorities, is discussed.

How do different humanness measures relate? Confronting the attribution of secondary emotions, human uniqueness, and human nature traits.

The present research examines the relationship between the infrahumanization approach and the two-dimensional model of humanness: an issue that has received very little empirical attention. In Study 1, we created three unknown groups (Humanized, Animalized, and Mechanized) granting/denying them Human Nature (HN) and Human Uniqueness (HU) traits. The attribution of primary/secondary emotions was measured. As expected, participants attributed more secondary emotions to the humanized compared to dehumanized groups. Importantly, both animalized and mechanized groups were attributed similar amounts of secondary emotions. In Study 2, the groups were described in terms of their capacity to express secondary emotions. We measured the attribution of HN/HU traits. Results showed that the infrahumanized group was denied both HU/HN traits. The results highlight the importance of considering the common aspects of both approaches in understanding processes of dehumanization.

Reconocimiento facial de emociones básicas y su relación con la teoría de la mente en la variante conductual de la demencia frontotemporal / Recognition of basic emotion and their relation with theory of mind in the behavioral variant of frontotemporal dementia

Las emociones básicas están biológicamente determinadas y ligadas a conductas fundamentales para la supervivencia. Las emociones secundarias son aquellas que para su reconocimiento, requieren la elaboración cognitiva de un contexto social, por lo tanto, de la Teoría de la Mente (TdM). La TdM fue definida como la habilidad de conceptualizar estados mentales de otros individuos para explicar y predecir gran parte de su comportamiento. No es un concepto unitario, existen disociaciones entre los componentes cognitivo y el emocional de la TdM. Han sido establecidas las alteraciones en el reconocimiento facial de emociones básicas (RFEB) y en las tareas de TdM en la variante conductual de la demencia frontotemporal (DFTvc). El objetivo del trabajo que se informa fue estudiar el reconocimiento de emociones básicas o primarias y su relación con la TdM en pacientes con DFTvc. El 81% de los pacientes mostró alteraciones en por lo menos uno de los tests de RFEB y el 35% en el reconocimiento de la prosodia emocional. El subtest Denominación y el Puntaje Total Emociones mostraron correlaciones con el Test Lectura de la Mente en los Ojos, mientras que todas las tareas de RFEB correlacionaron con la tarea de falsa creencia. Se encontraron dobles disociaciones entre TdM emocional y cognitiva, con mayor afectación del componente emocional. Como conclusión se corrobora la presencia de alteraciones en el RFEB con prosodia emocional conservada en la DFTvc. La ausencia de correlaciones entre emociones básicas y secundarias parecería indicar que se trata de procesos independientes entre sí.

Behavioral variant of frontotemporal dementia (bvFTD) is associated with dramatic changes in personality. The behavioral manifestations that show these patients may be due, to one hand, to abnormal emotional processing as a result of the anatomical regions concerned, and on the other, to alterations in Theory of Mind (ToM). Basic emotions are biologically determined. Joy, sadness, anger, disgust and fear are the emotional states that have received most agreement. ToM allows representing, inferring and interpreting mental and emotional states of others. It has been suggested that it is not a unitary concept. Cognitive Theory of Mind refers to the representations regarding the cognitive status of others. Affective ToM refers to the representation of emotional and motivational states. The objectives were to study the presence of alterations in the recognition of basic emotions in the face and voice in patients with bvFTD, aswell as examine the relation ships that exist between the recognition of basic emotions and TdM, to know if there are, or not, independent processes. To study, finally, the presence of dissociations between emotional and cognitive ToM, to know which one of these types of ToM shows greater alteration in our population. 26 bvFTD patients were assessed, diagnosed on the basis of the criteria proposed by the International Consortium Behavioral Variant FTD Criteria, and 23 control subjects. A battery for facial recognition of basic emotions (FRBE) was administered, selecting 60 photographs of the Pictures of Facial Affect. Three tasks were created, comprising 60 sheets each, 10 forevery basic emotion. A test for recognition of emotional prosody was also administered. Among the ToM tests were Reading the Mind in the Eyes (RME), Faux Pas, and Firs Order False Belief Task (FOFBT). 81% of the patients showed alterations in at least one of the tests RFEB, and 35% in emotional prosody recognition. All RFEB tasks showed a significantly moderate statistical correlation with the emotional prosody task. The Naming subtest and the Total Emotions Score (RFEB) showed correlations with RME test, while all tasks RFEB correlated with FC1ºO. Finally, 10 simple dissociations between altered FRBE and preserved emotional prosody were found, and double dissociations between emotional and cognitive ToM, with greater impairment of the emotional component of ToM Discussion: A decreased performance is corroborated in the bvFTD patients group, relative to a control group, in all FRBE tasks. The recognition of emotional prosody is preserved. The presence of correlations between RME and all FRBE tasks may be explained by the neuropsychological structure of the tasks. The correlations found between RME and under standing of emotional prosody may be due to the fact that both tests assess emotional comprehension. As for the correlations found between FC1ºO and all FRBE tasks, taking into account that there seems to be no bibliographic outcome regarding to this correlation, that the neuropsychological tasks structure is completely different, and that FC1ºO showed no correlations with the emotional prosody task, it seems not possible for us to explain this result, leaving open the possibility for the development of a acceptable conclusion. Because of the absence of significant correlations between all of the recognition of basic and complex emotions tasks, we infer that the basic emotions are a qualitatively different kind of emotional state that secondary emotions, this lasts ones processed through ToM.