Studio ed integrazione di un sistema di collaborative filtering su piattaforma e-commerce business to consumer

I sistemi di raccomandazione sono una tipologia di sistemi di filtraggio delle informazioni che cercano di prevedere la valutazione o la preferenza che l'utente potrebbe dare ad un elemento. Sono diventati molto comuni in questi ultimi anni e sono utilizzati da una vasta gamma di applicazioni, le più popolari riguardano film, musica, notizie, libri, articoli di ricerca e tag di social networking. Tuttavia, ci sono anche sistemi di raccomandazione per i ristoranti, servizi finanziari, assicurazioni sulla vita e persone (siti di appuntamenti online, seguaci di Twitter). Questi sistemi, tuttora oggetto di studi, sono già applicati in un'ampia gamma di settori, come ad esempio le piattaforme di scoperta dei contenuti, utilizzate on-line per aiutare gli utenti nella ricerca di trasmissioni televisive; oppure i sistemi di supporto alle decisioni che utilizzano sistemi di raccomandazione avanzati, basati sull'apprendimento delle conoscenze, per aiutare i fruitori del servizio nella soluzioni di problemi complessi. Inoltre, i sistemi di raccomandazione sono una valida alternativa agli algoritmi di ricerca in quanto aiutano gli utenti a scoprire elementi che potrebbero non aver trovato da soli. Infatti, sono spesso implementati utilizzando motori di ricerca che indicizzano dati non tradizionali.

Laying the path to consumer-level immersive simulation environment

Since the end of the long winter of virtual reality (VR) at the beginning of the 2010 decade, many improvements have been made in terms of hardware technologies and software platforms performances and costs. Many expect such trend will continue, pushing the penetration rate of virtual reality headsets to skyrocket at some point in the future, just as mobile platforms did before. In the meantime, virtual reality is slowly transitioning from a specialized laboratory-only technology, to a consumer electronics appliance, opening interesting opportunities and challenges. In this transition, two interesting research questions amount to how 2D-based content and applications may benefit (or be hurt) by the adoption of 3D-based immersive environments and to how to proficiently support such integration. Acknowledging the relevance of the former, we here consider the latter question, focusing our attention on the diversified family of PC-based simulation tools and platforms. VR-based visualization is, in fact, widely understood and appreciated in the simulation arena, but mainly confined to high performance computing laboratories. Our contribution here aims at characterizing the simulation tools which could benefit from immersive interfaces, along with a general framework and a preliminary implementation which may be put to good use to support their transition from uniquely 2D to blended 2D/3D environments.

Genetic structuring of Eunicella singularis populations along a bathymetric gradient

Phenotypic plasticity refers to the ability of an organism to express different morphologies depending on the abiotic and biotic environment. Depth integrating many variables (e.g. temperature, light and hydrodynamics), may affect population structure and dynamics of the populations, as well as connectivity patterns and genetic diversity. Eunicella singularis is a Mediterranean arborescent gorgonian who plays an important rule as engineer species providing biomass and complexity to coralligenous habitats. It has a wide bathymetric distribution ranging from shallow rocky bottoms to deep sublittoral reefs. The species shows two depth-related morphotypes which taxonomic status is not yet clarified. The aim of the study is to analyses genetic variability and/or structuring along a vertical gradient to test the presence of the two morphotypes. Furthermore, a preliminary analyses of the phylogenetic relationship among species of the genus Eunicella has been done. Six populations of Eunicella singularis were sampled from 10 to 60 m depth in Cap de Creus and individuals belonging to Eunicella cavolinii, E. verrucosa, E. racemosa and E. stricta aphyta were collected. The genetic analyses were carried out using five microsatellite loci and ITS-1 sequence polymorphism. The results showed a reduction of genetic variability along the vertical gradient. A threshold in connectivity was observed across 30 - 40 m depth, confirming the presence of two different Eunicella singularis morphotypes. The two morphological forms could be due to phenotypic plasticity, which allowed populations to suit different environmental conditions, or to a break in gene flow that determined the isolation of the two populations and an accumulation of genetic differences. The molecular markers used were not able to clarify the phylogenetic relationship among Eunicella species and the systematic position of the two morphotypes, conversely they risen the question on the existence of single species of Mediterranean Eunicella.