A paradigm shift: Combined literature and ontology-driven data mining for discovering novel relations in biomedical domain
Y Sebastian, BCS Loh… - 2009 IEEE International …, 2009 - ieeexplore.ieee.org
We introduce a novel domain-driven rule discovery and evaluation algorithm based on
Swanson's logical relation approach. Over more than a decade, rules have been mined from
large biomedical datasets and been evaluated solely based on statistical properties of the
rules or user-belief specifications. This approach faces tremendous challenges to determine
novel, actionable and interesting rules. In this paper, we introduce a new paradigm in
addressing rule interestingness problem using domain knowledge. We demonstrate that …
Swanson's logical relation approach. Over more than a decade, rules have been mined from
large biomedical datasets and been evaluated solely based on statistical properties of the
rules or user-belief specifications. This approach faces tremendous challenges to determine
novel, actionable and interesting rules. In this paper, we introduce a new paradigm in
addressing rule interestingness problem using domain knowledge. We demonstrate that …
[PDF][PDF] A Paradigm Shift: Combined Literature and Ontology-Driven Data Mining for Discovering Novel Relations in...
Y Sebastian, B Loh, P Then - academia.edu
We introduce a novel domain-driven rule discovery and evaluation algorithm based on
Swanson's logical relation approach. Over more than a decade, rules have been mined from
large biomedical datasets and been evaluated solely based on statistical properties of the
rules or user-belief specifications. This approach faces tremendous challenges to determine
novel, actionable and interesting rules. In this paper, we introduce a new paradigm in
addressing rule interestingness problem using domain knowledge. We demonstrate that …
Swanson's logical relation approach. Over more than a decade, rules have been mined from
large biomedical datasets and been evaluated solely based on statistical properties of the
rules or user-belief specifications. This approach faces tremendous challenges to determine
novel, actionable and interesting rules. In this paper, we introduce a new paradigm in
addressing rule interestingness problem using domain knowledge. We demonstrate that …
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