Towards a Distributional Semantic Web Stack
نویسندگان
چکیده
The capacity of distributional semantic models (DSMs) to discover similarities over large scale heterogeneous and poorly structured data brings them as a promising universal and low-effort framework to support semantic approximation and knowledge discovery. This position paper explores the role of distributional semantics in the Semantic Web vision, based on state-of-the-art distributional-relational models, categorizing and generalizing existing approaches into a Distributional Semantic Web stack.
منابع مشابه
A Category Theoretic Model of RDF Ontology
Ontology languages are used in modelling the semantics of concepts within a particular domain and the relationships between those concepts. The Semantic Web standard provides a number of modelling languages that differ in their level of expressivity and are organized in a Semantic Web Stack in such a way that each language level builds on the expressivity of the other. There are several problem...
متن کاملOvercoming Linguistic Barriers to the Multilingual Semantic Web
I analyze Berners-Lee, Hendler, and Lassila’s description of the Semantic Web, discussing what it implies for a Multilingual Semantic Web and the barriers that the nature of language itself puts in the way of that vision. Issues raised include the mismatch between natural language lexicons and hierarchical ontologies, the limitations of a purely writer-centered view of meaning, and the benefits...
متن کاملQuery Architecture Expansion in Web Using Fuzzy Multi Domain Ontology
Due to the increasing web, there are many challenges to establish a general framework for data mining and retrieving structured data from the Web. Creating an ontology is a step towards solving this problem. The ontology raises the main entity and the concept of any data in data mining. In this paper, we tried to propose a method for applying the "meaning" of the search system, But the problem ...
متن کاملWho the FOAF knows Alice? A Needed Step Toward Semantic Web Pipes
In this paper we take a view from the bottom to RDF(S) reasoning. We discuss some issues and requirements on reasoning towards effectively building Semantic Web Pipes, aggregating RDF data from various distributed sources. If we leave out complex description logics reasoning and restrict ourselves to the RDF world, it turns out that some problems, in particular how to deal with contradicting RD...
متن کاملA Distributional Structured Semantic Space for Querying RDF Graph Data
The vision of creating a Linked Data Web brings together the challenge of allowing queries across highly heterogeneous and distributed datasets. In order to query Linked Data on the Web today, end users need to be aware of which datasets potentially contain the data and also which data model describes these datasets. The process of allowing users to expressively query relationships in RDF while...
متن کامل