Towards an unsupervised speaking style voice building framework: multi-style speaker diarization

Current text-to-speech systems are developed using studio-recorded speech in a neutral style or based on acted emotions. However, the proliferation of media sharing sites would allow developing a new generation of speech-based systems which could cope with spontaneous and styled speech. This paper proposes an architecture to deal with realistic recordings and carries out some experiments on unsupervised speaker diarization. In order to maximize the speaker purity of the clusters while keeping a high speaker coverage, the paper evaluates the F-measure of a diarization module, achieving high scores (>85%) especially when the clusters are longer than 30 seconds, even for the more spontaneous and expressive styles (such as talk shows or sports).

Towards speaking style transplantation in speech synthesis

One of the biggest challenges in speech synthesis is the production of naturally sounding synthetic voices. This means that the resulting voice must be not only of high enough quality but also that it must be able to capture the natural expressiveness imbued in human speech. This paper focus on solving the expressiveness problem by proposing a set of different techniques that could be used for extrapolating the expressiveness of proven high quality speaking style models into neutral speakers in HMM-based synthesis. As an additional advantage, the proposed techniques are based on adaptation approaches, which means that they can be used with little training data (around 15 minutes of training data are used in each style for this paper). For the final implementation, a set of 4 speaking styles were considered: news broadcasts, live sports commentary, interviews and parliamentary speech. Finally, the implementation of the 5 techniques were tested through a perceptual evaluation that proves that the deviations between neutral and speaking style average models can be learned and used to imbue expressiveness into target neutral speakers as intended.

Heavyweight extensions to the UML metamodel to describe the C3 architectural style

UML is widely accepted as the standard for representing the various software artifacts generated by a development process. For this reason, there have been attempts to use this language to represent the software architecture of systems as well. Unfortunately, these attempts have ended in the same representations (boxes and lines) already criticized by the software architecture community.In this work we propose an extension to the UML metamodel that is able to represent the syntactics and semantics of the C3 architectural style. This style is derived from C2. The modifications to define C3 are described in section 4. This proposal is innovative regarding UML extensions for software architectures, since previous proposals where based on light extensions to the UML meta-model, while we propose a heavyweight extension of the metamodel. On the other hand, this proposal is less ambitious than previous proposals, since we do not want to represent in UML any architectural style, but only one: C3.

New experiments on speaker diarization for unsupervised speaking style voice building for speech synthesis

El uso universal de síntesis de voz en diferentes aplicaciones requeriría un desarrollo sencillo de las nuevas voces con poca intervención manual. Teniendo en cuenta la cantidad de datos multimedia disponibles en Internet y los medios de comunicación, un objetivo interesante es el desarrollo de herramientas y métodos para construir automáticamente las voces de estilo de varios de ellos. En un trabajo anterior se esbozó una metodología para la construcción de este tipo de herramientas, y se presentaron experimentos preliminares con una base de datos multiestilo. En este artículo investigamos más a fondo esta tarea y proponemos varias mejoras basadas en la selección del número apropiado de hablantes iniciales, el uso o no de filtros de reducción de ruido, el uso de la F0 y el uso de un algoritmo de detección de música. Hemos demostrado que el mejor sistema usando un algoritmo de detección de música disminuye el error de precisión 22,36% relativo para el conjunto de desarrollo y 39,64% relativo para el montaje de ensayo en comparación con el sistema base, sin degradar el factor de mérito. La precisión media para el conjunto de prueba es 90.62% desde 76.18% para los reportajes de 99,93% para los informes meteorológicos.

Development of a genre-dependent TTS system with cross-speaker speaking-style transplantation

One of the biggest challenges in speech synthesis is the production of contextually-appropriate naturally sounding synthetic voices. This means that a Text-To-Speech system must be able to analyze a text beyond the sentence limits in order to select, or even modulate, the speaking style according to a broader context. Our current architecture is based on a two-step approach: text genre identification and speaking style synthesis according to the detected discourse genre. For the final implementation, a set of four genres and their corresponding speaking styles were considered: broadcast news, live sport commentaries, interviews and political speeches. In the final TTS evaluation, the four speaking styles were transplanted to the neutral voices of other speakers not included in the training database. When the transplanted styles were compared to the neutral voices, transplantation was significantly preferred and the similarity to the target speaker was as high as 78%.

Differential elimination by differential specialization of Sylvester style matrices

Differential resultant formulas are defined, for a system $\cP$ of $n$ ordinary Laurent differential polynomials in $n-1$ differential variables. These are determinants of coefficient matrices of an extended system of polynomials obtained from $\cP$ through derivations and multiplications by Laurent monomials. To start, through derivations, a system $\ps(\cP)$ of $L$ polynomials in $L-1$ algebraic variables is obtained, which is non sparse in the order of derivation. This enables the use of existing formulas for the computation of algebraic resultants, of the multivariate sparse algebraic polynomials in $\ps(\cP)$, to obtain polynomials in the differential elimination ideal generated by $\cP$. The formulas obtained are multiples of the sparse differential resultant defined by Li, Yuan and Gao, and provide order and degree bounds in terms of mixed volumes in the generic case.

The Utility of Therapeutic Assessment Style Fables During the Termination Stage of Psychotherapy

Stories, fables, and myths have been used for a long time in human history. They serve as a way for cultures and people to communicate, preserve important cultural values, and create meaning. The use of narratives has been recognized as a helpful technique in the field of psychology and can be found in many orientations and intervention techniques (Dwivedi, 2006; Roberts, 2000). Narrative therapy, bibliotherapy, trauma narratives, and Therapeutic Assessment (TA) are some of the areas in which the benefits of using written stories are incorporated into work with clients. In this paper, the clinical utility of using Therapeutic Assessment style fables in the termination phase of psychotherapy is explored. The termination phase is a challenging time for both therapists and clients. The use of rituals in the process of termination has been found to have a positive impact on the experience (Gutheil, 1993). This paper presents several case studies and examines the subsequent impact and clinical benefits of using termination fables in psychotherapy.

Adult Attachment Style on the MMPI-2: Does an Elevated Scale 4 Predict Dismissing Attachment?

This study examines some aspects of Caldwell's (200 I) hypotheses about the adaptations associated with elevations on the clinical scales of the Minnesota Multiphasic Personality Assessment-2 (MMPI-2). The argument is made that the adaptation to early rejection and neglect, which he attributes to Scale 4, parallels the adaptation represented by a dismissing attachment. Archival data of 72 individuals who completed assessment batteries that included both the MMPI-2 and that Adult Attachment Projective (AAP) were analyzed to determine if there was a relationship between elevations on Scale 4 and classification as dismissing attachment. No significant relationship was found for the primary hypothesis; however, some small effects were noted in related exploratory analyses. Possible reasons for the lack of a significant result are discussed a well as directions for future research.

The end of chocolate box-style integration? EU-Swiss relations after the referendum. CEPS Commentaries, 28 February 2014

Surveying the landscape following the Swiss referendum on February 9th, Adam Łazowski observes that once Swiss voters are deprived of the benefits of the EU internal market, they may come to appreciate that their days of cherry-picking from among EU policies are over. This might present the EU with a golden opportunity to press for a comprehensive framework agreement with Switzerland that would simplify the existing regime and provide for a uniform institutional set-up. He concludes, however, that what both sides cannot avoid is a frank discussion about free movement of persons, noting that that dossier will be crucial for any future steps that will be taken by the EU and the Swiss authorities.

Housing: Chicago style : a consultation sponsored by the Illinois Advisory Committee to the United States Commission on Civil Rights.

Bibliography: p. 77-78.

The elements of style /

Mode of access: Internet.

Philosophic words, a study of style and meaning in the Rambler and Dictionary of Samuel Johnson.

Appendices (p. [123] - 160: A. Index of philosophic words in the Rambler.--B. Some philosophic sources of Johnson's Dictionary.