The pictures we like are our image: continuous mapping of favorite pictures into self-assessed and attributed personality traits

Flickr allows its users to tag the pictures they like as “favorite”. As a result, many users of the popular photo-sharing platform produce galleries of favorite pictures. This article proposes new approaches, based on Computational Aesthetics, capable to infer the personality traits of Flickr users from the galleries above. In particular, the approaches map low-level features extracted from the pictures into numerical scores corresponding to the Big-Five Traits, both self-assessed and attributed. The experiments were performed over 60,000 pictures tagged as favorite by 300 users (the PsychoFlickr Corpus). The results show that it is possible to predict beyond chance both self-assessed and attributed traits. In line with the state-of-the art of Personality Computing, these latter are predicted with higher effectiveness (correlation up to 0.68 between actual and predicted traits)

Privileged Machine Learning for Prediction

University of Technology Sydney. Faculty of Engineering and Information Technology.Machine learning for prediction suffers from asymmetric distribution, such as posterior information, future information and hidden information. With some additional information only available in training, how to learn a machine learning model with them remains a key challenge. Despite recent advances in important domains such as vision and medicine, the standard learning under privileged information paradigm does not offer a satisfactory solution for learning variational privileged information. This thesis introduces how to learn under variational privileged information by leveraging asymmetric distribution and machine learning algorithms, specifically via 1) semi-supervised learning, 2) adversarial learning, 3) multi-task learning, 4) slack variable learning in support vector regression

Recovery From Design

Through research, inquiry, and an evaluation of Recovery By Design, a ‘design therapy’ program that serves people with mental illness, substance use disorders, and developmental disabilities, it is my assertion that the practice of design has therapeutic potential and can aid in the process of recovery. To the novice, the practices of conception, shaping form, and praxis have empowering benefit especially when guided by Conditional and Transformation Design methods together with an emphasis on materiality and vernacular form

Unveiling the multimedia unconscious: implicit cognitive processes and multimedia content analysis

One of the main findings of cognitive sciences is that automatic processes of which we are unaware shape, to a significant extent, our perception of the environment. The phenomenon applies not only to the real world, but also to multimedia data we consume every day. Whenever we look at pictures, watch a video or listen to audio recordings, our conscious attention efforts focus on the observable content, but our cognition spontaneously perceives intentions, beliefs, values, attitudes and other constructs that, while being outside of our conscious awareness, still shape our reactions and behavior. So far, multimedia technologies have neglected such a phenomenon to a large extent. This paper argues that taking into account cognitive effects is possible and it can also improve multimedia approaches. As a supporting proof-of-concept, the paper shows not only that there are visual patterns correlated with the personality traits of 300 Flickr users to a statistically significant extent, but also that the personality traits (both self-assessed and attributed by others) of those users can be inferred from the images these latter post as "favourite"

Learning, Arts, and the Brain: The Dana Consortium Report on Arts and Cognition

Reports findings from multiple neuroscientific studies on the impact of arts training on the enhancement of other cognitive capacities, such as reading acquisition, sequence learning, geometrical reasoning, and memory

Inequality in digital personas - e-portfolio curricula, cultural repertoires and social media

Digital and electronic learning portfolios (e-portfolios) are playing a growing role in supporting admission to tertiary study and employment by visual creatives. Despite the growing importance of digital portfolios, we know very little about how professionals or students use theirs. This thesis contributes to knowledge by describing how South African high school students curated varied e-portfolio styles while developing disciplinary personas as visual artists. The study documents the technological and material inequalities between these students at two schools in Cape Town. By contrast to many celebratory accounts of contemporary new media literacies, it provides cautionary case studies of how young people’s privileged or marginalized circumstances shape their digital portfolios as well. A four-year longitudinal action research project (2009-2013) enabled the recording and analysis of students’ development as visual artists via e-portfolios at an independent (2009-2012) and a government school (2012-2013). Each school represented one of the two types of secondary schooling recognised by the South African government. All student e-portfolios were analysed along with producers’ dissimilar contexts. Teachers often promoted highbrow cultural norms entrenched by white, English medium schooling. The predominance of such norms could disadvantage socially marginalized youths and those developing repertoires in creative industry, crafts or fan art. Furthermore, major technological inequalities caused further exclusion. Differences in connectivity and infrastructure between the two research sites and individuals’ home environments were apparent. While the project supported the development of new literacies, the intervention nonetheless inadvertently reproduced the symbolic advantages of privileged youths. Important distinctions existed between participants’ use of media technologies. Resourceintensive communications proved gatekeepers to under-resourced students and stopped them fully articulating their abilities in their e-portfolios. Non-connected students had the most limited exposure to developing a digital hexis while remediating artworks, presenting personas and benefiting from online affinity spaces. By contrast, well-connected students created comprehensive showcases curating links to their productions in varied affinity groups. Male teens from affluent homes were better positioned to negotiate their classroom identities, as well as their entrepreneurial and other personas. Cultural capital acquired in their homes, such as media production skills, needed to resonate with the broader ethos of the school in its class and cultural dimensions. By contrast, certain creative industry, fan art and craft productions seemed precluded by assimilationist assumptions. At the same time, young women grappled with the risks and benefits of online visibility. An important side effect of validating media produced outside school is that privileged teens may amplify their symbolic advantages by easily adding distinctive personas. Under-resourced students must contend with the dual challenges of media ecologies as gatekeepers and an exclusionary cultural environment. Black teens from working class homes were faced with many hidden infrastructural and cultural challenges that contributed to their individual achievements falling short of similarly motivated peers. Equitable digital portfolio education must address both infrastructural inequality and decolonisation