Description Logics and Rules for Multimodal Situational Awareness in Healthcare

被引:2
|
作者
Meditskos, Georgios [1 ]
Vrochidis, Stefanos [1 ]
Kompatsiaris, Ioannis [1 ]
机构
[1] Ctr Res & Technol Hellas, Informat Technol Inst, Thessaloniki, Greece
来源
基金
欧盟地平线“2020”;
关键词
Multimodal data; Ontologies; Rules; Situation awareness; FUSION;
D O I
10.1007/978-3-319-51811-4_58
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a framework for semantic situation understanding and interpretation of multimodal data using Description Logics (DL) and rules. More precisely, we use DL models to formally describe contex-tualised dependencies among verbal and non-verbal descriptors in multimodal natural language interfaces, while context aggregation, fusion and interpretation is supported by SPARQL rules. Both background knowledge and multimodal data, e.g. language analysis results, facial expressions and gestures recognized from multimedia streams, are captured in terms of OWL 2 ontology axioms, the de facto standard formalism of DL models on the Web, fostering reusability, adaptability and interoperability of the framework. The framework has been applied in the eminent field of healthcare, providing the models for the semantic enrichment and fusion of verbal and non-verbal descriptors in dialogue-based systems.
引用
收藏
页码:714 / 725
页数:12
相关论文
共 50 条
  • [1] Multimodal Situational Awareness for Eldercare
    Huang, Weimin
    Wai, Aung Aung Phyo
    Foo, Siang Fook
    Biswas, Jit
    Hsia, Chi-Chun
    Liou, Koujuch
    [J]. AGING FRIENDLY TECHNOLOGY FOR HEALTH AND INDEPENDENCE, 2010, 6159 : 85 - +
  • [2] Reconciling Description Logics and Rules
    Motik, Boris
    Rosati, Riccardo
    [J]. JOURNAL OF THE ACM, 2010, 57 (05)
  • [3] Combining Description Logics, Description Graphs, and Rules
    Motik, Boris
    [J]. CONCEPTUAL STRUCTURES: FROM INFORMATION TO INTELLIGENCE, 2010, 6208 : 10 - 12
  • [4] Combining Description Logics, Description Graphs, and Rules
    Motik, Boris
    [J]. FRONTIERS OF COMBINING SYSTEMS, PROCEEDINGS, 2009, 5749 : 43 - 67
  • [5] Combining Existential Rules and Description Logics
    Amarilli, Antoine
    Benedikt, Michael
    [J]. PROCEEDINGS OF THE TWENTY-FOURTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI), 2015, : 2691 - 2697
  • [6] Representing ontologies using description logics, description graphs, and rules
    Motik, Boris
    Grau, Bernardo Cuenca
    Horrocks, Ian
    Sattler, Ulrike
    [J]. ARTIFICIAL INTELLIGENCE, 2009, 173 (14) : 1275 - 1309
  • [7] Extended Situational Awareness and Resilience in Healthcare Systems
    bin Abd Hamid, Tlarris Shah
    [J]. INTERNATIONAL JOURNAL OF BEHAVIORAL SCIENCE, 2008, 3 (01): : 117 - 121
  • [8] Combining revision production rules and description logics
    Le Duc, C
    Le Thanh, N
    [J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2003, 2773 : 89 - 98
  • [9] The DatalogDL combination of deduction rules and description logics
    Mei, Jing
    Lin, Zuoquan
    Boley, Harold
    Li, Jie
    Bhavsar, Virendrakumar C.
    [J]. COMPUTATIONAL INTELLIGENCE, 2007, 23 (03) : 356 - 372
  • [10] Combining Horn rules and description logics in CARIN
    Levy, AY
    Rousset, MC
    [J]. ARTIFICIAL INTELLIGENCE, 1998, 104 (1-2) : 165 - 209