RepOSE : A System for Debugging is-a Structure in Networked Taxonomies
نویسندگان
چکیده
Introduction. Developing ontologies is not an easy task and often the resulting on-tologies are not consistent or complete. Such ontologies, although often useful, lead to problems when used in semantically-enabled applications. Wrong conclusions may be derived or valid conclusions may be missed. RepOSE (Repair of Ontological Structure Environment) tackles the problem of debugging the is-a structure of a fundamental kind of ontologies, i.e. taxonomies. It is a system that supports domain experts in detecting and repairing wrong and missing is-a relations. Using this system we have debugged the ontologies of the Anatomy track of OAEI 2010: MA (2744 concepts and 1807 asserted is-a relations) and NCI-A (3304 concepts and 3761 asserted is-a relations). The debugging took ca 5 hours and resulted in 107 new is-a relations added to MA and 64 to NCI-A, together with 3 asserted is-a relations removed from MA and 12 from NCI-A. System. The input to RepOSE is an ontology network consisting of taxonomies (to be debugged) and correct mappings between the taxonomies. The debugging process consists of the phases of detecting and validating possible defects, and repairing wrong and missing is-a relations. The whole process is driven by the end user (domain expert). At any time during the process, the user can switch between different ontologies, start earlier phases, or switch between the repairing of wrong and missing is-a relations. The process ends when there are no more defects or defect suggestions to deal with. In the current version of RepOSE we have focused on detecting defects using the knowledge inherent in the network. (Other approaches are complementary and can also be used.) RepOSE suggests defects in the form of possibly missing is-a relations which are then validated by a domain expert. This gives us missing and wrong is-a relations. For these defects RepOSE computes repairing actions, i.e. is-a relations to add to and remove from the ontologies such that the missing is-a relations will be derivable from their host ontologies and the wrong is-a relations will not be derivable from the ontology network. To our knowledge, this is the first system that deals with both missing and wrong is-a relations in networked ontologies, and where the repairing of missing is-a relations is more advanced than just adding them to the ontologies. Detection and validation. In RepOSE, the user loads the ontologies and mappings. Then the user can choose an ontology and click Generate Candidate …
منابع مشابه
Debugging the missing is-a structure within taxonomies networked by partial reference alignments
With the proliferation of ontologies and their use in semantically-enabled applications, the issue of finding and repairing defects in ontologies has become increasingly important. Current work mostly targets debugging semantic defects in ontologies. In our work, we focus on another kind of severe defects, modeling defects, which require domain knowledge to detect and resolve. In particular, we...
متن کاملA unified approach for debugging is-a structure and mappings in networked taxonomies
BACKGROUND With the increased use of ontologies and ontology mappings in semantically-enabled applications such as ontology-based search and data integration, the issue of detecting and repairing defects in ontologies and ontology mappings has become increasingly important. These defects can lead to wrong or incomplete results for the applications. RESULTS We propose a unified framework for d...
متن کاملRobust Model for Networked Control System with Packet Loss
The Networked Control System in modern control widely uses to decrease the implementation cost and increasing the performance. NCS in addition to its advantages is inevitable. Nevertheless they suffer of some limitations and deficiencies. Packet loss is one of the main limitations which affect the control system in different conditions and finally may lead to system instability. For this reason...
متن کاملA System for Aligning Taxonomies and Debugging Taxonomies and Their Alignments
With the increased use of ontologies in semantically-enabled applications, the issues of debugging and aligning ontologies have become increasingly important. The quality of the results of such applications is directly dependent on the quality of the ontologies and mappings between the ontologies they employ. A key step towards achieving high quality ontologies and mappings is discovering and r...
متن کاملReduction of Computational Complexity in Finite State Automata Explosion of Networked System Diagnosis (RESEARCH NOTE)
This research puts forward rough finite state automata which have been represented by two variants of BDD called ROBDD and ZBDD. The proposed structures have been used in networked system diagnosis and can overcome cominatorial explosion. In implementation the CUDD - Colorado University Decision Diagrams package is used. A mathematical proof for claimed complexity are provided which shows ZBDD ...
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 2011