Beyond Standalone Systems: Creating an Ecosystem of Adaptive Training Services

被引:0
|
作者
Colby, Brice [1 ]
Tucker, Eric [1 ]
Siggins, Tim [1 ]
机构
[1] Soar Technol Inc, Ann Arbor, MI 48105 USA
来源
关键词
Intelligent Tutoring; Adaptive Training; Service-oriented Architecture; INTELLIGENT TUTORING SYSTEMS;
D O I
10.1007/978-3-031-60609-0_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper explores the development and initial evaluation of SoarTech Adaptive Training Services (STATS), a modular ecosystem designed to address the limitations of traditional intelligent tutoring systems (ITSs). By adopting Gibbon's [1] layers theory, STATS introduces a structured, service-based approach to ITSs, enhancing adaptability and efficiency. The paper reviews the historical evolution of ITSs, highlighting the shift from rigid architectures to modular, flexible designs. Through a case study in a basic electricity and electronics course, STATS demonstrates its practical application and potential for personalized learning. Initial feedback from 18 participants indicates positive responses towards the system's effectiveness and efficiency, though usability challenges, particularly in interface navigation, were identified. The study underscores the importance of modular design in overcoming the historical challenges of ITS development, such as domain dependence and siloed research. Future directions for STATS include deeper exploration of its layers, exploration of ethical considerations in algorithmic decision-making, and the exploration of interoperability as STATS leverages services from other frameworks like GIFT [2]. This research contributes to the ongoing discourse on the necessity of modular, adaptable ITSs in meeting diverse educational needs and advancing the field of intelligent tutoring.
引用
收藏
页码:3 / 14
页数:12
相关论文
共 50 条
  • [41] ADAPTIVE TRAINING IN WEB-BASED SERVICES
    Benetti, Elisa
    De Castro, Cristina
    EDULEARN14: 6TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES, 2014, : 1492 - 1497
  • [42] Ecosystem services valuation: a review of concepts, systems, new issues, and considerations about pollution in ecosystem services
    Zandebasiri, Mehdi
    Goujani, Hassan Jahanbazi
    Iranmanesh, Yaghoub
    Azadi, Hossein
    Viira, Ants-Hannes
    Habibi, Mohsen
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2023, 30 (35) : 83051 - 83070
  • [43] Ecosystem services valuation: a review of concepts, systems, new issues, and considerations about pollution in ecosystem services
    Mehdi Zandebasiri
    Hassan Jahanbazi Goujani
    Yaghoub Iranmanesh
    Hossein Azadi
    Ants-Hannes Viira
    Mohsen Habibi
    Environmental Science and Pollution Research, 2023, 30 : 83051 - 83070
  • [44] Valuing ecosystem services to explore scenarios for adaptive spatial planning
    Lerouge, Frederik
    Gulinck, Hubert
    Vranken, Liesbet
    ECOLOGICAL INDICATORS, 2017, 81 : 30 - 40
  • [45] Adaptive governance of recreational ecosystem services following a major hurricane
    Dunning, Kelly H.
    ECOSYSTEM SERVICES, 2021, 50
  • [46] Adaptive governance to promote ecosystem services in urban green spaces
    Olivia Odom Green
    Ahjond S. Garmestani
    Sandra Albro
    Natalie C. Ban
    Adam Berland
    Caitlin E. Burkman
    Mary M. Gardiner
    Lance Gunderson
    Matthew E. Hopton
    Michael L. Schoon
    William D. Shuster
    Urban Ecosystems, 2016, 19 : 77 - 93
  • [47] Adaptive governance to promote ecosystem services in urban green spaces
    Green, Olivia Odom
    Garmestani, Ahjond S.
    Albro, Sandra
    Ban, Natalie C.
    Berland, Adam
    Burkman, Caitlin E.
    Gardiner, Mary M.
    Gunderson, Lance
    Hopton, Matthew E.
    Schoon, Michael L.
    Shuster, William D.
    URBAN ECOSYSTEMS, 2016, 19 (01) : 77 - 93
  • [48] Quantifying multiple ecosystem services for adaptive management of green infrastructure
    Wong, Christina P.
    Jiang, Bo
    Kinzig, Ann P.
    Ouyang, Zhiyun
    ECOSPHERE, 2018, 9 (11):
  • [49] Training future experts in "biodiversity and ecosystem services":: a progress report
    Cramer, Wolfgang
    Fritsch, Uta
    Leemans, Rik
    Luetkemeier, Sabine
    Schroeter, Dagmar
    Watt, Allan
    REGIONAL ENVIRONMENTAL CHANGE, 2008, 8 (03) : 125 - 134
  • [50] Adapting the adaptive cycle: Hypotheses on the development of ecosystem properties and services
    Burkhard, Benjamin
    Fath, Brian D.
    Mueller, Felix
    ECOLOGICAL MODELLING, 2011, 222 (16) : 2878 - 2890