Towards Semantic Recommendation of Biodiversity Datasets based on Linked Open Data

نویسندگان

  • Felicitas Löffler
  • Bahar Sateli
  • René Witte
  • Birgitta König-Ries
چکیده

Conventional content-based filtering methods recommend documents based on extracted keywords. They calculate the similarity between keywords and user interests and return a list of matching documents. In the long run, this approach often leads to overspecialization and fewer new entries with respect to a user’s preferences. Here, we propose a semantic recommender system using Linked Open Data for the user profile and adding semantic annotations to the index. Linked Open Data allows recommendations beyond the content domain and supports the detection of new information. One research area with a strong need for the discovery of new information is biodiversity. Due to their heterogeneity, the exploration of biodiversity data requires interdisciplinary collaboration. Personalization, in particular in recommender systems, can help to link the individual disciplines in biodiversity research and to discover relevant documents and datasets from various sources. We developed a first prototype for our semantic recommender system in this field, where a multitude of existing vocabularies facilitate our approach.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Towards Semantic Interoperability in Biodiversity Monitoring

Ontology based applications offer big opportunities in data management in regard to interoperability of spatial datasets. This work demonstrates a data management application, which mainly focuses on the semantics of biodiversity monitoring data. It suggests a possibility of interoperable data management of remote sensing based biodiversity data with the help of semantic formalization and ontol...

متن کامل

Adding Biodiversity Datasets from Argentinian Patagonia to the Web of Data

This poster presents a framework to publish biodiversity data from Argentinian Patagonia as Linked Open Data (LOD). These datasets contains information of biological species (mammals, plants, parasites, among others) that have been collected by researchers from the Centro Nacional Patagónico (CENPAT), and have initially been made available as Darwin Core Archive (DwC-A).

متن کامل

Developing a BIM-based Spatial Ontology for Semantic Querying of 3D Property Information

With the growing dominance of complex and multi-level urban structures, current cadastral systems, which are often developed based on 2D representations, are not capable of providing unambiguous spatial information about urban properties. Therefore, the concept of 3D cadastre is proposed to support 3D digital representation of land and properties and facilitate the communication of legal owners...

متن کامل

Beyond INSPIRE: An Ontology for Biodiversity Metadata Records

Managing research data often requires the creation or reuse of specialised metadata schemas to satisfy the metadata requirements of each research group. Ontologies present several advantages over metadata schemas. In particular, they can be shared and improved upon more easily, providing the flexibility required to establish relationships between datasets and concepts from distinct domains. In ...

متن کامل

Use of Semantic Similarity and Web Usage Mining to Alleviate the Drawbacks of User-Based Collaborative Filtering Recommender Systems

  One of the most famous methods for recommendation is user-based Collaborative Filtering (CF). This system compares active user’s items rating with historical rating records of other users to find similar users and recommending items which seems interesting to these similar users and have not been rated by the active user. As a way of computing recommendations, the ultimate goal of the user-ba...

متن کامل

ذخیره 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 2014