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LAK Dataset

The Learning Analytics and Knowledge (LAK) Dataset represents an unprecedented corpus which exposes a near complete collection of bibliographic resources for a specific research discipline, namely the connected areas of Learning Analytics and Educational Data Mining. Covering over five years of scientific literature from the most relevant conferences and journals, the dataset provides Linked Data about bibliographic metadata as well as full text of the paper body.

The dataset has been designed following established Linked Data pattern, reusing established vocabularies and providing links to established schemas and entity coreferences in related datasets.

The goal is to facilitate research, analysis and smart explorative applications. Data  arise from actual learning processes in any domain that is used within LA research and practice. This might involve datasets that facilitate further methodological development or that are of direct utility for learning analytics, including datasets that:

• Enrich learning analytics or educational data mining scenarios
• Help evaluation of learning analytics, educational data mining, or related tools and methods
• Provide a challenging test case for algorithmic or model development
• Provide a scenario for visualization techniques
• Express data in an existing or emerging data standard, either as a collection of reference examples or as a test case for interoperability (i.e., to test whether sufficient meaning can be reconstructed without knowledge of the source system)
• Specific combinations of datasets designed to test a particular theory or hypothesis, accompanied by explanatory rationale and any research findings already derived, to aid replication studies and theoretical development

Given the temporal and topic coverage of the dataset, being a near-complete corpus of research publications of a particular discipline, it facilitates scientometric investigations, for instance, about the evolution of a scientific field over time, or correlations with other disciplines, what is documented through its usage in a wide range of scientific studies and applications.

The LAK Dataset  Website (https://solaresearch.org/initiatives/dataset/) provides access to the LAK Dataset as well as the associated LAK Data Challenge and contains the latest information about the data itself as well as latest calls and updates related to the LAK Data Challenges.

Further details can be also find here:

http://www.semantic-web-journal.net/content/facilitating-scientometrics-learning-analytics-and-educational-data-mining-lak-dataset-3

 

Information

Categories: Basic metadata Learning resource data Provenance and authority

Tags: Data Mining journals Learning analytics

Source: Get LAK dataset

License:

ID:6f8c8368-9eac-44b6-a277-753ee2d40289

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