Open Access. Powered by Scholars. Published by Universities.®
- Institution
-
- COBRA (7)
- Virginia Commonwealth University (2)
- Wilfrid Laurier University (2)
- American University in Cairo (1)
- Binghamton University (1)
-
- Brigham Young University (1)
- Bryant University (1)
- Butler University (1)
- California State University, San Bernardino (1)
- Claremont Colleges (1)
- East Tennessee State University (1)
- LSU New Orleans (1)
- Northern Illinois University (1)
- Otterbein University (1)
- Southern Methodist University (1)
- University at Albany, State University of New York (1)
- University of Mary Washington (1)
- University of Nebraska - Lincoln (1)
- University of Nebraska Medical Center (1)
- University of Nevada, Las Vegas (1)
- University of New Mexico (1)
- Washington University in St. Louis (1)
- Western Kentucky University (1)
- Keyword
-
- Forecasting (3)
- Gene expression (2)
- Statistics (2)
- ACT Composite (1)
- Algorithm (1)
-
- Asymptotic Theory (1)
- Bag of Words (1)
- Bayes' rule (1)
- Bayesian hierarchical model (1)
- Bayesian linear regression (1)
- Beta mixture; DNA methylation; cancer; epigenetics; mixture model (1)
- Bias correction (1)
- Bioinformatics (1)
- Biomedical signal processing (1)
- Bonferroni; confidence region; discrete survival curve; Multiple Sclerosis; normal bound (1)
- Bootstrap (1)
- Bootstrapping (1)
- COVID-19 (1)
- CRIMINAL justice system -- United States (1)
- CRIMINAL sentencing (1)
- Canonical GLM (1)
- Casualty and Loss (1)
- Cluster analysis (1)
- Clustering (1)
- College Access (1)
- Common factor analysis (1)
- Complexity (1)
- Compositional data (1)
- Computer vision (1)
- Coronavirus (1)
- Publication Year
- Publication
-
- Harvard University Biostatistics Working Paper Series (2)
- Theses and Dissertations (2)
- U.C. Berkeley Division of Biostatistics Working Paper Series (2)
- Biology and Medicine Through Mathematics Conference (1)
- Business Faculty Publications (1)
-
- Butler Journal of Undergraduate Research (1)
- COBRA Preprint Series (1)
- Doctor of Business Administration Dissertations (1)
- Electrical and Computer Engineering ETDs (1)
- Electronic Theses & Dissertations (2024 - present) (1)
- Electronic Theses and Dissertations (1)
- Electronic Theses, Projects, and Dissertations (1)
- Graduate Publications & Presentations (1)
- Honors Capstones (1)
- Honors Projects in Mathematics (1)
- Johns Hopkins University, Dept. of Biostatistics Working Papers (1)
- Journal of Nonprofit Innovation (1)
- LSU New Orleans Theses and Dissertations (1)
- Mahurin Honors College Capstone Experience/Thesis Projects (1)
- Northeast Journal of Complex Systems (NEJCS) (1)
- Pitzer Senior Theses (1)
- Research and Creativity Symposium (1)
- SMU Data Science Review (1)
- The University of Michigan Department of Biostatistics Working Paper Series (1)
- Theses & Dissertations (1)
- Theses and Dissertations (Comprehensive) (1)
- Undergraduate Honors Thesis Projects (1)
- Zea E-Books Collection (1)
- Publication Type
Articles 31 - 31 of 31
Full-Text Articles in Multivariate Analysis
A New Partitioning Around Medoids Algorithm, Mark J. Van Der Laan, Katherine S. Pollard, Jennifer Bryan
A New Partitioning Around Medoids Algorithm, Mark J. Van Der Laan, Katherine S. Pollard, Jennifer Bryan
U.C. Berkeley Division of Biostatistics Working Paper Series
Kaufman & Rousseeuw (1990) proposed a clustering algorithm Partitioning Around Medoids (PAM) which maps a distance matrix into a specified number of clusters. A particularly nice property is that PAM allows clustering with respect to any specified distance metric. In addition, the medoids are robust representations of the cluster centers, which is particularly important in the common context that many elements do not belong well to any cluster. Based on our experience in clustering gene expression data, we have noticed that PAM does have problems recognizing relatively small clusters in situations where good partitions around medoids clearly exist. In this …