Johannes Kepler University of Linz

About: Johannes Kepler University of Linz is a education organization based out in Linz, Oberösterreich, Austria. It is known for research contribution in the topics: Computer science & Thin film. The organization has 6605 authors who have published 19243 publications receiving 385667 citations.

Personality-Based Active Learning for Collaborative Filtering Recommender Systems

Abstract: Recommender systems (RSs) suffer from the cold-start or new user/item problem, i.e., the impossibility to provide a new user with accurate recommendations or to recommend new items. Active learning (AL) addresses this problem by actively selecting items to be presented to the user in order to acquire her ratings and hence improve the output of the RS. In this paper, we propose a novel AL approach that exploits the user's personality - using the Five Factor Model (FFM) - in order to identify the items that the user is requested to rate. We have evaluated our approach in a user study by integrating it into a mobile, context-aware RS that provides users with recommendations for places of interest (POIs). We show that the proposed AL approach significantly increases the number of ratings acquired from the user and the recommendation accuracy.

Direct Electrical Neurostimulation with Organic Pigment Photocapacitors

Abstract: An efficient nanoscale semiconducting optoelectronic system is reported, which is optimized for neuronal stimulation: the organic electrolytic photocapacitor. The devices comprise a thin (80 nm) trilayer of metal and p-n semiconducting organic nanocrystals. When illuminated in physiological solution, these metal-semiconductor devices charge up, transducing light pulses into localized displacement currents that are strong enough to electrically stimulate neurons with safe light intensities. The devices are freestanding, requiring no wiring or external bias, and are stable in physiological conditions. The semiconductor layers are made using ubiquitous and nontoxic commercial pigments via simple and scalable deposition techniques. It is described how, in physiological media, photovoltage and charging behavior depend on device geometry. To test cell viability and capability of neural stimulation, photostimulation of primary neurons cultured for three weeks on photocapacitor films is shown. Finally, the efficacy of the device is demonstrated by achieving direct optoelectronic stimulation of light-insensitive retinas, proving the potential of this device platform for retinal implant technologies and for stimulation of electrogenic tissues in general. These results substantiate the conclusion that these devices are the first non-Si optoelectronic platform capable of sufficiently large photovoltages and displacement currents to enable true capacitive stimulation of excitable cells.

Micropatterning for quantitative analysis of protein-protein interactions in living cells

Abstract: We present a method to identify and characterize interactions between a fluorophore-labeled protein ('prey') and a membrane protein ('bait') in live mammalian cells. Cells are plated on micropatterned surfaces functionalized with antibodies to the bait extracellular domain. Bait-prey interactions are assayed through the redistribution of the fluorescent prey. We used the method to characterize the interaction between human CD4, the major co-receptor in T-cell activation, and human Lck, the protein tyrosine kinase essential for early T-cell signaling. We measured equilibrium associations by quantifying Lck redistribution to CD4 micropatterns and studied interaction dynamics by photobleaching experiments and single-molecule imaging. In addition to the known zinc clasp structure, the Lck membrane anchor in particular had a major impact on the Lck-CD4 interaction, mediating direct binding and further stabilizing the interaction of other Lck domains. In total, membrane anchorage increased the interaction lifetime by two orders of magnitude.