Perception and Automatic Recognition of Laughter from Whole-Body Motion: Continuous and Categorical Perspectives

Despite its importance in social interactions, laughter remains little studied in affective computing. Intelligent virtual agents are often blind to users’ laughter and unable to produce convincing laughter themselves. Respiratory, auditory, and facial laughter signals have been investigated but laughter-related body movements have received less attention. The aim of this study is threefold. First, to probe human laughter perception by analyzing patterns of categorisations of natural laughter animated on a minimal avatar. Results reveal that a low dimensional space can describe perception of laughter “types”. Second, to investigate observers’ perception of laughter (hilarious, social, awkward, fake, and non-laughter) based on animated avatars generated from natural and acted motion-capture data. Significant differences in torso and limb movements are found between animations perceived as laughter and those perceived as non-laughter. Hilarious laughter also differs from social laughter. Different body movement features were indicative of laughter in sitting and standing avatar postures. Third, to investigate automatic recognition of laughter to the same level of certainty as observers’ perceptions. Results show recognition rates of the Random Forest model approach human rating levels. Classification comparisons and feature importance analyses indicate an improvement in recognition of social laughter when localized features and nonlinear models are used.

Human Perception of Laughter from Context-free Whole Body Motion Dynamic Stimuli

Laughter is a ubiquitous social signal in human interactions yet it remains understudied from a scientific point of view. The need to understand laughter and its role in human interactions has become more pressing as the ability to create conversational agents capable of interacting with humans has come closer to a reality. This paper reports on three aspects of the human perception of laughter when context has been removed and only the body information from the laughter episode remains. We report on ability to categorise the laugh type and the sex of the laugher; the relationship between personality factors with laughter categorisation and perception; and finally the importance of intensity in the perception and categorisation of laughter.

A survey of location inference techniques on Twitter

The increasing popularity of the social networking service, Twitter, has made it more involved in day-to-day communications, strengthening social relationships and information dissemination. Conversations on Twitter are now being explored as indicators within early warning systems to alert of imminent natural disasters such earthquakes and aid prompt emergency responses to crime. Producers are privileged to have limitless access to market perception from consumer comments on social media and microblogs. Targeted advertising can be made more effective based on user profile information such as demography, interests and location. While these applications have proven beneficial, the ability to effectively infer the location of Twitter users has even more immense value. However, accurately identifying where a message originated from or author’s location remains a challenge thus essentially driving research in that regard. In this paper, we survey a range of techniques applied to infer the location of Twitter users from inception to state-of-the-art. We find significant improvements over time in the granularity levels and better accuracy with results driven by refinements to algorithms and inclusion of more spatial features.

Poetic Inquiry, Consumer Vulnerability: Realities of Quadriplegia

Alternative forms of research interpretation have been utilised within the social sciences. Poetic inquiry, an area of growing interest influences readership affectively as well as intelligently. Incorporating interview data as a poetic submission, this paper intends to reflexively capture, emotional intensity, hopelessness, liminality, voicelessness and self-transformative realities attendant to those experiencing vulnerability. The unintelligible language that can appropriate the poetic form, supports the elucidation of hidden narratives of more vulnerable inscapes. Consumer vulnerability lends itself to the power of poetry for legitimacy of the moment, where sensory imagery and nonce words attend hiatuses common in scientific discourse. The poetic inquiry, Vulnerability in Parts, is elicited from wider research with homebound consumers conducted over a two-year period, which draws on one homebound consumer’s experience of quadriplegia.

Death and Consumer Culture

Among the most veiled and emotionally charged of life’s experiences are those related to death. Given that poetry has long been recognized as an unparalleled means of expressing and understanding the most complex and emotional aspects of life (Sherry and Schouten, 2002), it is of little surprise that few poets regarded as the finest of all wordsmiths have not, since time immemorial, grappled with death.

Recently, within marketing and consumer research, poetry has slowly but progressively come to be recognized as a means by which to understand, express, celebrate, and/or confront that which defies scientific or other more “scholarly” explanation (Canniford, 2012; Wijland, 2011; Sherry and Schouten, 2002). This “poetic turn” has manifest itself most notably within the nascent realm of Consumer Culture Theory (CCT); mainly in poetry reading sessions held—with published chapbooks in hand—in concurrence with the annual CCT symposium. Death-related poetry penned by marketing and consumer researchers has there entered—albeit randomly—the CCT circuit (see, for example: Arnould, 2014; Steinfield, 2014; Gabel, 2013, 2010; Downey, 2011, 2010a, 2010b, 2010c).

This chapter represents the first formal, organized attempt to better understand death-related consumption experience and meaning via the creation and dissemination of original works of poetry. The chapter’s title reflects the broad, eclectic perspective of death and consumption herein pursued. We consider funerary and other—good, service, and ideological—product consumption activities and experiences transpiring in the context of death. We also embrace the notion that death often brutally consumes those dealing with it; a sort of “consumption of consumers by death.” In turn, as vividly expressed in several of the poems in this chapter, consumption acts or experiences and/or memories thereof may be instrumental in coping with “being consumed by death.”

Understanding perception and action in sport:How can virtual reality technology help?

Although technology can facilitate improvements in performance by allowing us to understand, monitor and evaluate performance, improvements must ultimately come from within the athlete. The first part of this article will focus on understanding how perception and action relate to performance from two different theoretical viewpoints. The first will be predominantly a cognitive or indirect approach that suggests that expertise and decision-making processes are mediated by athletes accruing large knowledge bases that are built up through practice and experience. The second, and alternative approach, will advocate a more 'direct' solution, where the athlete learns to 'tune' into the relevant information that is embedded in their relationship with the surrounding environment and unfolding action. The second part of the article will attempt to show how emerging virtual reality technology is revealing new evidence that helps us understand elite performance. Possibilities of how new types of training could be developed from this technology will also be discussed. © 2014 Crown Copyright.

New methods for studying perception and action coupling

To study perception and action, Gibson advocated that “the laboratory must be like life” (Gibson, 1979, p. 3). In other words, the interactive relationship between an organism and his/her envi- ronment must be maintained so that the behavior observed in an experimental context mirrors, as closely as possible, the behavior observed in a realistic sport setting. The concept of repre- sentative design introduced by Brunswik in 1956 emphasized the need to have experimental tasks that allow the player to pick up perceptual information that specifies a property of the environment-actor system (Araújo et al., 2005; see also Chapter 24). In this chapter we will provide a brief overview of the methodologies used to study perception and action in sport and present, in some detail, the opportunities new methodologies such as immersive, interactive vir- tual reality can offer researchers in sport expertise.