This chapter discusses Decentralized Learning Management Systems (DLMS) as a novel method of contemporary education by combining blockchain, federated learning, and distributed technologies. It analyzes the architectural design, scalability issues, and implementation obstacles of DLMS, and stresses their benefits over...
Shilpa Aarthi, R. N. Ravikumar· IGI Global eBooks· 0 citations
The development of smart classroom technology hastened the implementation of data-driven and personalized learning systems, with the significant concern of data privacy, security, and trust. In this chapter, the author introduces a combined system of Federated Learning (FL) and blockchain to implement decentralized and...
R. N. Ravikumar, Shilpa Aarthi· IGI Global eBooks· 0 citations
The AI-based learning analytics is revolutionizing STEAM learning by facilitating adaptable, information-based, and individualised learning space. The chapter discusses the application of machine learning, natural language processing and predictive analytics to multimodal data on learners to create dynamic learner prof...
Shilpa Aarthi, R. N. Ravikumar· Advances in computational in...· 0 citations
Neurodivergent factors that commonly have their effect on learning, behavior and social participation are sensory hypersensitivity, emotional dysregulation and cognitive overload. It is on this chapter, where the Emotionally Adaptive IoT Ecosystem is proposed and it takes a step beyond the simple identification of emot...
Shilpa Aarthi, R. N. Ravikumar· Advances in computational in...· 0 citations
The chapter introduces the Cognitive Drift Mapping that is a longitudinal and entropy-based approach to detecting preclinical neurodegeneration using ambient micro-behavioral IoT signals. The methodology is the description of gradual changes in daily activities in behavioral patterns such as gait speed, speech response...
Shilpa Aarthi, R. N. Ravikumar· Advances in computational in...· 0 citations
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