Keyword

unsupervised classification

Description: A data analysis method that groups observations into classes or clusters without using predefined labels, often applied to imagery.

Primary topic: Remote-Sensing Image Classification (23%)

OpenAlex ID: keywords/unsupervised-classification

Data clustering

1999 · A. K. Jain, M. N. Murty, et al. · ACM Computing Surveys · 13,208

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Statistical pattern recognition: a review

2000 · A.K. Jain, P.W. Duin, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 6,783

Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews

2002 · Peter Peter, Turney · 3,633

Multivariate Data Analysis

2017 · Srikanta Mishra, Akhil Datta-Gupta · Elsevier eBooks · 2,997

Remote Sensing Digital Image Analysis: An Introduction

1999 · John A. Richards · 2,866

Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data

2000 · T. R. Loveland, B. C. Reed, et al. · International Journal of Remote Sensing · 2,581

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Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types

2014 · Diego Adhemar Jaitin, Ephraim Kenigsberg, et al. · Science · 1,792

Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews

2002 · Turney, Peter D. · arXiv (Cornell University) · 1,788

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Unsupervised optimal fuzzy clustering

1989 · I. Gath, A.B. Geva · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1,642

Data Clustering: Theory, Algorithms, and Applications

2007 · Guojun Gan, Chaoqun Ma, et al. · Society for Industrial and Applied Mathematics eBooks · 1,567

Statistical Pattern Recognition

2002 · Andrew R. Webb · Wiley eBooks · 1,459

Satellite remote sensing of wetlands

2002 · Stacy L. Ozesmi, Marvin E. Bauer · Wetlands Ecology and Management · 1,096

Monitoring land-cover changes: A comparison of change detection techniques

1999 · J.-F. Mas · International Journal of Remote Sensing · 1,066

Pattern Recognition Principles

2024 · Taskin Kavzoglu, Brandt Tso, et al. · CRC Press eBooks · 1,053

Bayesian classification (AutoClass): theory and results

1996 · Peter Cheeseman, John Stutz · 974

Unsupervised classification using polarimetric decomposition and the complex Wishart classifier

1999 · Jong-Sen Lee, M.R. Grunes, et al. · IEEE Transactions on Geoscience and Remote Sensing · 881

Physical Human Activity Recognition Using Wearable Sensors

2015 · Ferhat Attal, Samer Mohammed, et al. · Sensors · 800

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Poor-prognosis colon cancer is defined by a molecularly distinct subtype and develops from serrated precursor lesions

2013 · Felipe De Sousa E Melo, Xin Wang, et al. · Nature Medicine · 771

Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution

1994 · J. S. LEE, M. R. GRUNES, et al. · International Journal of Remote Sensing · 751

Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data

2011 · Qingling Zhang, Karen C. Seto · Remote Sensing of Environment · 713

Independent Component Analysis: Theory and Applications

2013 · Te-Won Lee · 708

Clustering ensembles: models of consensus and weak partitions

2005 · A. Topchy, A.K. Jain, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 675

Cluster Validation by Prediction Strength

2005 · Robert Tibshirani, Guenther Walther · Journal of Computational and Graphical Statistics · 647

The IGBP-DIS global 1km land cover data set, DISCover: First results

1997 · T. R. Loveland, A. S. Belward · International Journal of Remote Sensing · 639

Benthic habitat mapping: A review of progress towards improved understanding of the spatial ecology of the seafloor using acoustic techniques

2011 · Craig J. Brown, Stephen J. Smith, et al. · Estuarine Coastal and Shelf Science · 632

Works count: 8,211

Citation count: 141,400