Incremental cluster validity indices for online learning of hard partitions: Extensions and comparative study

LEB Da Silva, NM Melton, DC Wunsch - IEEE Access, 2020 - ieeexplore.ieee.org
learning applications. Therefore, interest has grown in providing online alternatives for
validation. This paper extends the incremental cluster validity index (iCVI) family by presenting …

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

LEB da Silva, N Rayapati… - … Networks and Learning …, 2022 - ieeexplore.ieee.org
online learning by incorporating: 1) online normalization, online complement coding, and
online … prune-and-reassign heuristics during online learning; 3) summary statistics associated …

Online cluster validity indices for streaming data

M Moshtaghi, JC Bezdek, SM Erfani, C Leckie… - arXiv preprint arXiv …, 2018 - arxiv.org
… Exponential fading memory is a common approach in online learning methods. In this
approach a forgetting factor 0 < λ < 1 is included in the incremental estimations so that the data …

Online cluster validity indices for performance monitoring of streaming data clustering

M Moshtaghi, JC Bezdek, SM Erfani… - … Journal of Intelligent …, 2019 - Wiley Online Library
… Exponential fading memory is a common approach in online learning methods. In this
approach, a forgetting factor urn:x-wiley:08848173:media:int22064:int22064-math-0118 is …

Developing an instrument to assess student readiness for online learning: A validation study

BJ Dray, PR Lowenthal, MJ Miszkiewicz… - Distance …, 2011 - Taylor & Francis
… in online learning as well as reports of high attrition rates in it, understanding student readiness
for online learning … The first two phases address translation validity, while the third phase …

Towards cluster validity index evaluation and selection

A Filchenkov, S Muravyov… - 2016 IEEE Artificial …, 2016 - ieeexplore.ieee.org
… Abstract-In this work, we address the hard clustering problem. We study how well clustering
algorithm efficacy measures (clustering validity indices) can reflect the clustering quality. We …

Autoclust: A framework for automated clustering based on cluster validity indices

Y Poulakis, C Doulkeridis… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
… internal cluster validity indices 1v1,v2,...l and the Adjusted Rand Index (ARI) and learn a …
To this end we train a Regression model RM(v1,v2,...) that takes cluster validity indices as input …

Analysis of incremental cluster validity for big data applications

OA Ibrahim, Y Wang, JM Keller - International Journal of Uncertainty …, 2018 - World Scientific
Validity Indices (iCVIs) could be applied for monitoring the performance of an online clustering
… In this paper, we study the internal incremental Davies-Bouldin (iDB) cluster validity index …

Assessment validity and learning analytics as prerequisites for ensuring student‐centred learning design

B Divjak, B Svetec, D Horvat… - British journal of …, 2023 - Wiley Online Library
… to align it with the intended learning outcomes (LO). We present a model for ensuring
assessment validity which supports this constructive alignment and uses learning analytics (LA). …

Clustering performance analysis using a new correlation-based cluster validity index

N Wiroonsri - Pattern Recognition, 2024 - Elsevier
… one optimal number of clusters. That number is … cluster validity index based on a correlation
between an actual distance between a pair of data points and a centroid distance of clusters