13 research outputs found
Digital aging in romanian public libraries
In the past years, libraries have become vibrant community places where people
of all ages and from all social strata access technology in order to solve personal
problems and live better lives. Since 2009 the Progress Foundation works with
public libraries across Romania in order to introduce Digital Storytelling (DS) as
a permanent library service, to train librarians and library users in this
methodology, especially senior citizens and third sector organization
representatives, working with vulnerable citizens.
However, DS in libraries is not a new activity. Conrad (2013) examines the way
in which storytelling can contribute to the documentation of local history, while
some research has been carried out already on why participants in DS workshops
carried out in Romanian libraries choose to tell a certain story (Crisan and
Dunford, 2014).
The initial format of the DS workshop has been changed by the Romanian
librarians based on the first round of implementation, the feedback from the
elderly participants and by comparison with how other partners implement their
DS workshops. This has led us to putting together a lessons learned document
emphasizing what we have done right, and what needed change for future
implementation. These lessons and the path that lead us to changes in facilitation
techniques and in the quality of the stories will be the focus of our presentation.info:eu-repo/semantics/publishedVersio
RekomGNN: Visualizing, Contextualizing and Evaluating Graph Neural Networks Recommendations
Content recommendation tasks increasingly use Graph Neural Networks, but it
remains challenging for machine learning experts to assess the quality of their
outputs. Visualization systems for GNNs that could support this interrogation
are few. Moreover, those that do exist focus primarily on exposing GNN
architectures for tuning and prediction tasks and do not address the challenges
of recommendation tasks. We developed RekomGNN, a visual analytics system that
supports ML experts in exploring GNN recommendations across several dimensions
and making annotations about their quality. RekomGNN straddles the design space
between Neural Network and recommender system visualization to arrive at a set
of encoding and interaction choices for recommendation tasks. We found that
RekomGNN helps experts make qualitative assessments of the GNN's results, which
they can use for model refinement. Overall, our contributions and findings add
to the growing understanding of visualizing GNNs for increasingly complex
tasks
A Hybrid Heuristic for Solving the Triangulation Problem
The Triangulation Problem consists in finding a simultaneous permutation of rows and columns of a given square matrix, so that the sum of the upper-diagonal entries is maximal. The researchers study this problem intensively, as it has major applications in broad domains. A new hybrid Ant Colony Optimization algorithm is introduced. The algorithm starts with a greedy search procedure. It is followed by an improved version of the Ant Colony System mixed with a problem-specific local search.<br /><br />
Romania TSP instance with GPS coordinates and GEOM norm
Traveling Salesman Problem (TSP) instance with GPS coordinates of 2950 real settlements from Romania
On the Resilience of an Ant-based System in Fuzzy Environments. An Empirical Study
The current work describes an empirical study conducted in order to
investigate the behavior of an optimization method in a fuzzy environment.
MAX-MIN Ant System, an efficient implementation of a heuristic method is used
for solving an optimization problem derived from the Traveling Salesman Problem
(TSP). Several publicly-available symmetric TSP instances and their fuzzy
variants are tested in order to extract some general features. The entry data
was adapted by introducing a two-dimensional systematic degree of fuzziness,
proportional with the number of nodes, the dimension of the instance and also
with the distances between nodes, the scale of the instance. The results show
that our proposed method can handle the data uncertainty, showing good
resilience and adaptability.Comment: This paper has been withdrawn by the author due to copyright
Low-Cost Internet-of-Things Water-Quality Monitoring System for Rural Areas
Water is a vital source for life and natural environments. This is the reason why water sources should be constantly monitored in order to detect any pollutants that might jeopardize the quality of water. This paper presents a low-cost internet-of-things system that is capable of measuring and reporting the quality of different water sources. It comprises the following components: Arduino UNO board, Bluetooth module BT04, temperature sensor DS18B20, pH sensor—SEN0161, TDS sensor—SEN0244, turbidity sensor—SKU SEN0189. The system will be controlled and managed from a mobile application, which will monitor the actual status of water sources. We propose to monitor and evaluate the quality of water from five different water sources in a rural settlement. The results show that most of the water sources we have monitored are proper for consumption, with a single exception where the TDS values are not within proper limits, as they outperform the maximum accepted value of 500 ppm
The influence of far-red light on attributes of green bell pepper fruits (Capsicum annuum l.) during storage
Green bell peppers fruits, stored for 1 month at 8oC and 455% relative humidity in Far-Red light (FRL) and darkness respectively, were investigated in terms of physical, chemical and microbiological parameters. The exposure to FRL slows down the water loss from fruits by stimulating the surface wax biosynthesis into a higher specific amount and hydrophobic nature and reducing the apertures, diameters of the pericarp cells, intercellular walls and dermal layer thicknesses. The higher level of catalase enzyme in the FRL-exposed fruits resulted in lower chilling injury index in comparison with the one in fruits exposed to darkness. FRL has favorable effect on chlorophyll and carotenoids accumulation rates. The multiplication of yeasts and molds on the surface of FRL-exposed bell peppers was significantly delayed as compared to the multiplication on the surface of the darkness-exposed bell peppers