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A portable application framework for energy management and information systems (EMIS) solutions using Brick semantic schema
This paper introduces a portable framework for developing, scaling and maintaining energy management and information systems (EMIS) applications using an ontology-based approach. Key contributions include an interoperable layer based on Brick schema, the formalization of application constraints pertaining metadata and data requirements, and a field demonstration. The framework allows for querying metadata models, fetching data, preprocessing, and analyzing data, thereby offering a modular and flexible workflow for application development. Its effectiveness is demonstrated through a case study involving the development and implementation of a datadriven anomaly detection tool for the photovoltaic systems installed at the Politecnico di Torino, Italy. During eight months of testing, the framework was used to tackle practical challenges including: (i) developing a machine learning-based anomaly detection pipeline, (ii) replacing data-driven models during operation, (iii) optimizing model deployment and retraining, (iv) handling critical changes in variable naming conventions and sensor availability (v) extending the pipeline from one system to additional ones
L’analisi dei flussi: l’elettorato cinquestelle si consolida, gli altri si destrutturano
Il capitolo esamina i flussi di voto che hanno alimentato i risultati del referendum costituzionale del 4 dicembre 2016 mostrando come l'elettorato del Movimento 5 stelle si sia mosso in modo pressoché compatto a favore del "No", e come gli elettori che nel 2013 votarono Pdl o Pd abbiano invece manifestato alcune spaccature dividendosi tra No, Sì e astensioni. L'analisi contestualizza i dati relativi ai flussi verificatisi in occasione del referendum all'interno dei più generali movimenti di voto degli ultimi anni traendo così indicazioni sui cambiamenti degli orientamenti dell'elettorato italiano
Presentazione
Sintetica presentazione dei contenuti del volume sul referendum costituzionale del 4 dicembre 2016 e sulle sue conseguenze sul sistema politico italian
I partiti e le campagne del No
Il capitolo esamina le campagne referendarie dei sostenitori del No alla riforma costituzionale voluta da Renzi: Forza Italia, Lega, sinistra, Movimento 5 stelle. Nelle conclusioni del capitolo si sottolinea come la campagna per il referendum costituzionale abbia aver offerto un’opportunità imperdibile a un’opposizione frammentata e, tutto sommato, debole e incapace di proporre alternative
credibili (almeno nel breve periodo): la trasformazione del referendum
in una competizione politica maggioritaria caratterizzata da forte personalizzazione e polarizzazione è servita a mettere in secondo piano le divisioni e contraddizioni delle forze antigovernative
Going Beyond Counting First Authors in Author Co-citation Analysis
The present study examines one of the fundamental aspects of author co-citation analysis (ACA) - the way co-citation
counts are defined. Co-citation counting provides the data on which all subsequent statistical analyses and mappings
are based, and we compare ACA results based on two different types of co-citation counting - the traditional type that
only counts the first one among a cited work's authors on the one hand and a non-traditional type that takes into
account the first 5 authors of a cited work on the other hand. Results indicate that the picture produced through this non-traditional author co-citation counting contains more coherent author groups and is therefore considerably clearer. However, this picture represents fewer specialties in the research field being studied than that produced through the traditional first-author co-citation counting when the same number of top-ranked authors is selected and analyzed. Reasons for these effects are discussed
Variations on the Author
“Variations on the Author” discusses two of Eduardo Coutinho’s recent films (Um Dia na Vida, from 2010, and Últimas Conversas, posthumously released in 2015) and their contribution to the general question of documentary authorship. The director’s filmography is characterized by a consistent yet self-effacing form of authorial self-inscription: Coutinho often features as an interviewer that rather than express opinions propels discourses; an interviewer that is good at listening. This mode of self-inscription characterizes him as an author who is not expressive but who is nonetheless markedly present on the screen. In Um Dia na Vida, however, Coutinho is completely absent form the image, while Últimas Conversas, on the contrary, includes a confessional prologue that moves the director from the margins to the center of his films. This article examines the ways in which these works stand out in the filmography of a director who offers new insights into the notion of cinematic authorship
Appropriate Similarity Measures for Author Cocitation Analysis
We provide a number of new insights into the methodological discussion about author cocitation analysis. We first argue that the use of the Pearson correlation for measuring the similarity between authors’ cocitation profiles is not very satisfactory. We then discuss what kind of similarity measures may be used as an alternative to the Pearson correlation. We consider three similarity measures in particular. One is the well-known cosine. The other two similarity measures have not been used before in the bibliometric literature. Finally, we show by means of an example that our findings have a high practical relevance.information science;Pearson correlation;cosine;similarity measure;author cocitation analysis
Dispelling the Myths Behind First-author Citation Counts
We conducted a full-scale evaluative citation analysis study of scholars in the XML research field to explore just how different from each other author rankings resulting from different citation counting methods actually are, and to demonstrate the capability of emerging data and tools on the Web in supporting more realistic citation counting methods. Our results contest some common arguments for the continued
use of first-author citation counts in the evaluation of scholars, such as high correlations between author rankings by first-author citation counts and other citation
counting methods, and high costs of using more realistic citation counting methods that are not well-supported by the ISI databases. It is argued that increasingly available digital full text research papers make it possible for citation analysis studies to go beyond what the ISI databases have directly supported and to employ more
sophisticated methods
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