An ontology-driven context-aware recommender system for indoor shopping based on cellular automata

被引:0
|
作者
Francesco Orciuoli
Mimmo Parente
机构
[1] Università di Salerno,DISA
[2] Università di Salerno,MIS–Dipartimento di Scienze Aziendali Management & Innovation Systems
来源
Journal of Ambient Intelligence and Humanized Computing | 2017年 / 8卷
关键词
Ontologies; Cellular automata; Ambient intelligence; Recommender systems; Context-awareness;
D O I
暂无
中图分类号
学科分类号
摘要
Nowadays, large shopping malls provide tools to help and boost customers to buy products. Some of these tools melt down digital operations with physical ones executed by customers into blended commerce experiences. On the other hand, Ambient Intelligence (AmI) represents a paradigm focused on equipping physical environments to define ergonomic spaces for people interacting with computer-based localized services which are ubiquitously accessible. In this context, we propose a Context-Aware Recommender System to assist indoor shopping by localizing shoppers and provide them with suggestions on where to find suitable offerings related to products that meet their wishlists. Recommendations are generated by means of an Indoor Navigation System. The system lies on two well-known formal models: the Computational Ontologies and the Cellular Automata. Ontologies are based on Description Logic and defined by means of languages, methodologies and tools of the Semantic Web Stack provided by W3C. Cellular Automata is a very well known formal computational model, suitable to abstract services deployed into an AmI-based environment along with the paradigm of Pervasive Computing. The integration of the capabilities provided by such two models offers a set of desirable features like adaptivity, scalability, low-costs, and robustness.
引用
收藏
页码:937 / 955
页数:18
相关论文
共 50 条
  • [41] Kernel-Based Matrix Factorization With Weighted Regularization for Context-Aware Recommender Systems
    Patil, Vandana A.
    Chapaneri, Santosh V.
    Jayaswal, Deepak J.
    IEEE ACCESS, 2022, 10 : 75581 - 75595
  • [42] A Deep Learning Based Approach for Context-Aware Multi-Criteria Recommender Systems
    Vu, Son-Lam
    Le, Quang-Hung
    COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2023, 44 (01): : 471 - 483
  • [43] Smart Media-based Context-aware Recommender Systems for Learning: A Conceptual Framework
    Hassan, Mohammed
    Hamada, Mohamed
    2017 16TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY BASED HIGHER EDUCATION AND TRAINING (ITHET), 2017,
  • [44] Application of Graph Cellular Automata in Social Network Based Recommender System
    Malecki, Krzysztof
    Jankowski, Jaroslaw
    Rokita, Mateusz
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, 2013, 8083 : 21 - 29
  • [45] Towards an Ontology-based Context-aware Meta-model for the Software Domain
    Erfani, Mostafa
    Rilling, Juergen
    Keivanloo, Iman
    2014 38TH ANNUAL IEEE INTERNATIONAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE WORKSHOPS (COMPSACW 2014), 2014, : 696 - 701
  • [46] Ontology-Driven Instant Messaging-Based Dialogue System for Device Control
    Noguera-Arnaldos, Jose Angel
    Rodriguez-Garcia, Miguel Angel
    Luis Ochoa, Jose
    Andres Paredes-Valverde, Mario
    Alcaraz-Marmol, Gema
    Valencia-Garcia, Rafael
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2015 WORKSHOPS, 2015, 9416 : 299 - 308
  • [47] Towards an Ontology-Based Context-Aware Meta-Model for the Software Domain
    Erfani, Mostafa
    2015 22ND INTERNATIONAL CONFERENCE ON SOFTWARE ANALYSIS, EVOLUTION, AND REENGINEERING (SANER), 2015, : 605 - 606
  • [48] OntCAAC: An Ontology-Based Approach to Context-Aware Access Control for Software Services
    Kayes, A. S. M.
    Han, Jun
    Colman, Alan
    COMPUTER JOURNAL, 2015, 58 (11) : 3000 - 3034
  • [49] Put Context-Aware in Virtual Assembly: a Study of Ontology-Based Architecture and an Arithmetic
    Li, Tiemeng
    Hou, Wenjun
    Pan, Hao
    JCPC: 2009 JOINT CONFERENCE ON PERVASIVE COMPUTING, 2009, : 503 - 506
  • [50] A Review-based Context-Aware Recommender Systems: Using Custom NER and Factorization Machines
    Madani, Rabie
    Ez-zahout, Abderrahmane
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (03) : 546 - 553