iCVI-ARTMAP: using incremental cluster validity indices and adaptive resonance theory reset mechanism to accelerate validation and achieve multiprototype …

LEB da Silva, N Rayapati… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This article presents an adaptive resonance theory predictive map** (ARTMAP) model,
which uses incremental cluster validity indices (iCVIs) to perform unsupervised learning …

Early detection of health changes in the elderly using in-home multi-sensor data streams

W Wu, JM Keller, M Skubic, M Popescu… - ACM Transactions on …, 2021 - dl.acm.org
The rapid aging of the population worldwide requires increased attention from healthcare
providers and the entire society. For the elderly to live independently, many health issues …

Incremental cluster validity index-guided online learning for performance and robustness to presentation order

LEB da Silva, N Rayapati… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In streaming data applications, the incoming samples are processed and discarded, and
therefore, intelligent decision-making is crucial for the performance of lifelong learning …

Temporal silhouette: validation of stream clustering robust to concept drift

F Iglesias Vázquez, T Zseby - Machine Learning, 2024 - Springer
Stream clustering is required in applications where data is generated continuously or
periodically and must be processed considering its temporal nature. In the absence of a …

Development of a 3D immersive game for games and systems requirements capture

T Hainey, G Baxter, R Holder - Proceedings of the 17th …, 2023 - books.google.com
Requirements collection and elicitation is generally recognised as an abstract and
complicated area with a reputation of being underdeveloped in computing and games …

Fuzzy-Enhanced Analysis of Streaming Clustering: Exploring Drift and Growth of Clusters

D Zou, OA Ibrahim, JM Keller - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
In this paper, we introduce four novel measures designed to assess the growth and drift of
clusters in the context of streaming data analysis: Local Incremental Drift (LID), Global …

Incremental Cluster Validity Index for Predicting Early Signs of Change in Data Streams

OA Ibrahim, M Reformat… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
In this paper, we propose an incremental version of the SD cluster validity index for
streaming data monitoring and predicting early signs of change. The proposed incremental …

Cooperative navigation of small satellites in the deep space environment

JC Davis - 2021 - scholarsmine.mst.edu
Abstract “The continued development of small satellites (SmallSats) has made them an
increasingly viable mission alternative to traditional monolithic spacecraft. Constellations …