Sound Event Detection in Synthetic Audio: Analysis of the DCASE 2016 Task Results

As part of the 2016 public evaluation challenge on Detection and Classification of Acoustic Scenes and Events (DCASE 2016), the second task focused on evaluating sound event detection systems using synthetic mixtures of office sounds. This task, which follows the `Event Detection - Office Synthetic' task of DCASE 2013, studies the behaviour of tested algorithms when facing controlled levels of audio complexity with respect to background noise and polyphony/density, with the added benefit of a very accurate ground truth. This paper presents the task formulation, evaluation metrics, submitted systems, and provides a statistical analysis of the results achieved, with respect to various aspects of the evaluation dataset

The bag-of-frames approach: a not so sufficient model for urban soundscapes

The "bag-of-frames" approach (BOF), which encodes audio signals as the long-term statistical distribution of short-term spectral features, is commonly regarded as an effective and sufficient way to represent environmental sound recordings (soundscapes) since its introduction in an influential 2007 article. The present paper describes a concep-tual replication of this seminal article using several new soundscape datasets, with results strongly questioning the adequacy of the BOF approach for the task. We show that the good accuracy originally re-ported with BOF likely result from a particularly thankful dataset with low within-class variability, and that for more realistic datasets, BOF in fact does not perform significantly better than a mere one-point av-erage of the signal's features. Soundscape modeling, therefore, may not be the closed case it was once thought to be. Progress, we ar-gue, could lie in reconsidering the problem of considering individual acoustical events within each soundscape

Quelle indemnisation chômage pour les intermittents du spectacle?:Modélisation et évaluation d'un régime alternatif

Ce travail vise à étudier les effets de différents dispositif en matière d’indemnisation des intermittents du spectacle. Il s’agit à partir d’une modélisation et des données de la Caisse des congés spectacles (sur les contrats, les salaires, les durées d’emploi, les périodes de non emploi des intermittents), de mesurer les différences entre ces dispositifs en matière d’effectifs concernés, de cotisations perçues et d’allocations versées par l’assurance chômage. Pourquoi travailler sur les données de la Caisse des congés spectacles plutôt que sur celles de l’UNEDIC ? Parce que leur périmètre est plus large et qu’elles permettent de prendre en compte non seulement les intermittents indemnisés par Pôle Emploi mais aussi ceux qui ne le sont pas mais pourraient l’être en cas de changement des règles d’éligibilité (...)

When dunes move together, structure of deserts emerges

Crescent shaped barchan dunes are highly mobile dunes that are usually presented as a prototypical model of sand dunes. Although they have been theoretically shown to be unstable when considered separately, it is well known that they form large assemblies in desert. Collisions of dunes have been proposed as a mechanism to redistribute sand between dunes and prevent the formation of heavily large dunes, resulting in a stabilizing effect in the context of a dense barchan field. Yet, no models are able to explain the spatial structures of dunes observed in deserts. Here, we use an agent-based model with elementary rules of sand redistribution during collisions to access the full dynamics of very large barchan dune fields. Consequently, stationnary, out of equilibrium states emerge. Trigging the dune field density by a sand load/lost ratio, we show that large dune fields exhibit two assymtotic regimes: a dilute regime, where sand dune nucleation is needed to maintain a dune field, and a dense regime, where dune collisions allow to stabilize the whole dune field. In this dense regime, spatial structures form: the dune field is structured in narrow corridors of dunes extending in the wind direction, as observed in dense barchan deserts

On the visual display of audio data using stacked graphs

Visualisation is an important tool for many steps of a research project. In this paper, we present several displays of audio data based on stacked graphs. Thanks to a careful use of the layering the proposed displays concisely convey a large amount of information. Many flavours are presented, each useful for a specific type of data, from spectral and chromatic data to multi-source and multi channel data. We shall demonstrate that such displays for the case of spectral and chromatic data offer a different compromise than the traditional spectrogram and chroma gram, emphasizing timing information over frequency

On the visual display of audio data using stacked graphs

Visualisation is an important tool for many steps of a research project. In this paper, we present several displays of audio data based on stacked graphs. Thanks to a careful use of the layering the proposed displays concisely convey a large amount of information. Many flavours are presented, each useful for a specific type of data, from spectral and chromatic data to multi-source and multi channel data. We shall demonstrate that such displays for the case of spectral and chromatic data offer a different compromise than the traditional spectrogram and chroma gram, emphasizing timing information over frequency

The two square root laws of market impact and the role of sophisticated market participants

The goal of this paper is to disentangle the roles of volume and of participation rate in the price response of the market to a sequence of transactions. To do so, we are inspired the methodology introduced in arXiv:1402.1288, arXiv:1805.07134 where price dynamics are derived from order flow dynamics using no arbitrage assumptions. We extend this approach by taking into account a sophisticated market participant having superior abilities to analyse market dynamics. Our results lead to the recovery of two square root laws: (i) For a given participation rate, during the execution of a metaorder, the market impact evolves in a square root manner with respect to the cumulated traded volume. (ii) For a given executed volume $Q$, the market impact is proportional to $\sqrt{\gamma}$, where $\gamma$ denotes the participation rate, for $\gamma$ large enough. Smaller participation rates induce a more linear dependence of the market impact in the participation rate

Corrélats comportementaux et neuronaux de l'exposition répétée à la douleur d'autrui dans une perspective de douleur chronique

Tableau d'honneur de la Faculté des études supérieures et postdoctorales, 2016-2017L’estimation de la douleur chez autrui peut être influencée par différents facteurs liés à la personne en douleur, à l’observateur ou bien à l’interaction entre ces derniers. Parmi ces facteurs, l’exposition répétée à la douleur d’autrui, dans les milieux de soins ou dans une relation dans laquelle un des deux conjoints souffre de douleur chronique, a souvent été liée à une sous-estimation de la douleur d’autrui. L’objectif de cette thèse visait à mesurer les impacts de l’exposition répétée à la douleur d’autrui sur l’estimation subséquente de la douleur des autres, mais aussi sur l’activité cérébrale lors de l’observation de la douleur d’autrui et finalement, sur l’estimation de la douleur chez les conjoints de patients atteints de douleur chronique. La première étude expérimentale a permis d’isoler le facteur d’exposition répétée à la douleur d’autrui des autres facteurs confondants pouvant moduler l’estimation de la douleur d’autrui. Ainsi, il a été démontré que l’exposition répétée à la douleur d’autrui diminuait l’évaluation subséquente de la douleur des autres. Dans la seconde étude, il a été démontré en imagerie par résonance magnétique fonctionnelle que l’exposition répétée à la douleur d’autrui entrainait des changements dans l’activité cérébrale de certaines régions associées au traitement affectif (l’insula bilatérale), mais aussi cognitif de la douleur (sulcus temporal supérieur ; précunéus), lors de l’observation de la douleur d’autrui. Finalement, la troisième étude expérimentale, celle-ci proposant une visée plus clinique, a permis de démontrer que les conjoints de patients atteints de douleur chronique ne surestiment pas la douleur de leur conjoint, mais qu’ils perçoivent de la douleur même dans des expressions faciales neutres. L’ensemble de ces résultats suggère que chez les sujets sains, l’exposition répétée à la douleur d’autrui entraine une sous-estimation de la douleur chez l’autre et des changements dans le réseau de la matrice de la douleur lors de l’observation de la douleur des autres. En définitive, ces résultats démontrent que l’exposition répétée à la douleur d’autrui, dans un contexte expérimental, a des impacts majeurs sur l’observateur et son jugement de l’intensité de la douleur.The estimation of pain in others can be influenced by various factors related to the person in pain, to the observer or the interaction between them. Of these factors, the repeated exposure to the pain of others has often been suggested as one of the factors that could lead to the underestimation of others’ pain, for example in healthcare settings. This thesis aimed to measure the impacts of repeated exposure to the pain of others on the subsequent estimation of others’ pain, but also on the brain activity when observing the pain of others and finally, on the estimation of pain by spouses of chronic pain patients, daily exposed to others pain. The first experimental study isolated the factor of repeated exposure to others’ pain from other confounding factors that may modulate the estimation of the pain in others. Thus, it has been shown that repeated exposure to other people's pain decreased the subsequent estimation of the pain in others. In the second study, it was demonstrated by functional magnetic resonance imaging that repeated exposure to the pain of others led to changes in brain activity in certain regions associated with affective processing (namely the bilateral insula), but also cognitive dimensions of pain (Superior temporal sulcus; precuneus) during the observation of another's pain. Finally, the third experimental study, this one with a more clinical objective, has demonstrated that spouses of chronic pain patients do not underestimate the pain of their spouse, but they do estimate pain when exposed to neutral facial expressions of their loved one. Taken together, these results suggest that repeated exposure to the pain of others leads to an underestimation of others’ pain and changes in the pain matrix network during observation of pain in others. Ultimately, these results demonstrate that repeated exposure to other people's pain, in an experimental setting, has a major impact on the observer and his judgment of the intensity of pain

Multiconfiguration GPR measurements for geometric fracture characterization in limestone cliffs (Alps)

Until now, geophysical methods have been rarely used to investigate vertical limestone cliffs, mainly due to the extreme conditions for data acquisition. Nevertheless, these techniques are the only available methods which could provide information on the internal state or a rock mass in terms of discontinuities, which play a major role in rock-fall hazards. In this case study, detailed GPR measurements were carried out on a test site with different acquisition configurations deployed on vertical cliff faces. Conventional 2D profiles, common midpoints (CMP) and transmission data were acquired to evaluate the potential of radar waves to improve the characterization of the geometry and properties of the main discontinuities (fractures) within the massif. The results show that the 3D geometry of fractures, which is a crucial parameter for stability assessment, can be retrieved by combining vertical and horizontal profiles performed along the cliff. CMP profiles acquired along the cliff allow a velocity profile to be obtained as a function of depth. Finally, transmission experiments, which generate complex radargrams, have provided valuable and quantitative information on the rock mass, through the modelling of the waves generated. On the other hand, a velocity tomography obtained from the first arrivals travelling through the rock mass from the transmitters to the receivers, shows an image of the investigated zone with a poor resolution