Contextualization and Personalization of Queries to Knowledge Bases Using Spreading Activation
نویسندگان
چکیده
Most taxonomies and thesauri offer their users a huge amount of structured data. However, this volume of data is often excessive, and, thus does not fulfill the needs of the users, who are trying to find specific information related to a certain concept. While there are techniques that may partially alleviate this problem (e.g. visual representation of the data), some of the effects of the information overload persist. This paper proposes a mechanism based on spreading activation for the personalization and knowledge extraction, derived from user activities. More precisely, the system extracts contextualization by using a spreading activation algorithm. The preliminary results of this approach are presented in this paper.
منابع مشابه
Personalization of Search on Structured Data
Recent research on semantic search methods has given rise to a number of large graph-based knowledge repositories which could form the basis of semantic search engines, fully capable of finding and ranking facts. Similar to traditional Web search, the ranking provided may prove to be satisfactory on average, however just as in other types of knowledge bases, personalization could be highly bene...
متن کاملModels of EFL Learners’ Vocabulary Development: Spreading Activation vs. Hierarchical Network Model
Semantic network approaches view organization or representation of internal lexicon in the form of either spreading or hierarchical system identified, respectively, as Spreading Activation Model (SAM) and Hi- erarchical Network Model (HNM). However, the validity of either model is amongst the intact issues in the literature which can be studied through basing the instruction compatible wi...
متن کاملTraining personalization with Knowledge Technologies and Contextualization
The state of the art in educational technology at the moment is limited to few technological platforms and devices which cannot allow learners to gain the most out of education content and context. In this article we will present some technologies for educational contents that will break the barrier of learning applications and will demonstrate some advanced knowledge technologies combined with...
متن کاملA Spreading Activation Framework for Ontology-Enhanced Adaptive Information Access within Organisations
This research investigates a unique Indexing Structure and Navigational Interface which integrates (1) ontology-driven knowledge-base (2) statistically derived indexing parameters, and (3) experts' feedback into a single Spreading Activation Framework to harness knowledge from heterogeneous knowledge assets. Within an organisation, organisational ontologies capture precise knowledge about organ...
متن کاملRetrieving Semantically Distant Analogies with Knowledge-Directed Spreading Activation
Techniques that traditionally have been useful for retrieving same domain analogies from small single use knowledge bases such as spreading activation and indexing on selected features are inadequate for retrieving cross domain analogies from large multi use knowledge bases In this paper we describe Knowledge Directed Spreading Activation KDSA a new method for retriev ing analogies in a large s...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013