Title :
Autonomous Decentralized Semantic Based URL Filtering System for Low Latency
Author :
Takahashi, Hironao ; Mahmood, Khalid ; Lakhani, Uzair
Author_Institution :
DTS Inc., Tokyo, Japan
Abstract :
Low latency is the key requirement for cloud based web services particularly when there are heavy processes like inference from large knowledge-base are running and multiple simulataneous requests need to be entertained. This paper proposes Autonomous Decentralized L3 cache driver based URL filtering system, that uses two knowledge bases and proposal of L3 cache, to achieve low latency with high accuracy. The system creates ontology TDB files in way that most used relationships in ontology are in separate files. Thus the system caches the most frequently used relations of the ontology to minimize the time required by the inference engine of the text categorizer. Evaluation shows L3 cache achieved significant performance improvement in terms of processing time.
Keywords :
Web services; cloud computing; inference mechanisms; knowledge based systems; ontologies (artificial intelligence); semantic Web; autonomous decentralized L3 cache driver based URL filtering system; autonomous decentralized semantic based URL filtering system; cloud based Web services; knowledge bases; ontology TDB files; text categorizer inference engine; Engines; Filtering; HTML; Ontologies; Semantics; Text categorization; Uniform resource locators; L3 cache; RESTful web service; URL filtering; autonomous decentralized system; cloud computing; text classification;
Conference_Titel :
Autonomous Decentralized Systems (ISADS), 2015 IEEE Twelfth International Symposium on
Conference_Location :
Taichung
Print_ISBN :
978-1-4799-8260-8
DOI :
10.1109/ISADS.2015.35