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We propose a novel cache replacement algorithm, called SACS (from Semantics Aware Caching System), that takes into account semantic information about the cached web objects in order to decide which should be removed from the cache.
As a consequence, data and information that are stored and exchanged within CPS cannot rely on the assumption that other software systems are aware of data semantics.
Our prototype of semantics-aware traffic analytics and reasoning, illustrated and experimented in Dublin Ireland, but also tested in Bologna Italy, Miami USA and Rio Brazil works and scales efficiently with real, historical together with live and heterogeneous stream data.
Our prototype of semantics-aware employee expenses analytics and reasoning, experimented with 191,346 unique Accenture employees in 2015, has demonstrated scalability and accuracy for the tasks of explaining and predicting abnormal expenses.
Starting from an analysis of the literature and of an architecture proposed in a recent survey, in this paper we first highlight the current limits in this research area, then we propose design guidelines and an improved architecture to build semantics-aware content-based recommendations.
A related position is that learners start out using pre-emption/entrenchment, and it is only after they have acquired some verb restrictions on this basis that they become aware of correlations with verb semantics that can be used to restrict subsequent generalization (e.g., Tomasello, 2003; see also Wonnacott et al., 2008; Wonnacott, 2011; Perfors et al., 2010, 2011).
As their answers to the explicit detection questions showed, the adults control group did not show any preference for morphosyntax or semantics in spite of being aware of the inconsistency.
Semantic interoperability requires unambiguous semantics.
In the interview Wednesday, Lehman said Kean and Hamilton's statement that only one Saudi government employee was "implicated" in supporting the hijackers in California and elsewhere was "a game of semantics" and that the commission had been aware of at least five Saudi government officials who were strongly suspected of involvement in the terrorists' support network.
This paper proposes a novel approach of semantics-based matchmaking, which is named process-context aware matchmaking.
The third paper of this issue: Distance-aware Selective Online Query Processing over Large Distributed Graphs by Xiaofei Zhang and Lei Chen, focuses on online selective graph queries based on the shortest path distance semantics and discusses how to eliminate redundant graph traversal by utilizing a distance-aware index constructed offline.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com