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Clustering biological data with SOMs: On topology preservation in non-linear dimensional reduction 由 Diego H. Milone, Georgina Stegmayer, Laura Kamenetzky, Mariana G. López, Fernando Carrari

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Dimensionality Reduction and Visualization in Principal Component Analysis 由 Gordana Ivosev, Lyle Burton, R. F. Bonner

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Accelerometer Data Reduction: A Comparison of Four Reduction Algorithms on Select Outcome Variables 由 Louise C. Mâsse, Bernard F. Fuemmeler, Cheryl B. Anderson, Charles E. Matthews, Stewart G. Trost, Diane Catellier, Margarita S. Treuth

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Rank Ordering Plate Data Facilitates Data Visualization and Normalization in High-Throughput Screening 由 Chand S. Mangat, Amrita Bharat, Sebastian S. Gehrke, Eric D. Brown

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The Faraday rotation measures of extragalactic radio sources 由 M. Simard‐Normandin, P. P. Kronberg, S. Button

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Data reduction for spectral clustering to analyze high throughput flow cytometry data 由 Habil Zare, Parisa Shooshtari, Arvind Gupta, Ryan R. Brinkman

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Ovarian cancer identification based on dimensionality reduction for high-throughput mass spectrometry data 由 Jiangsheng Yu, Stefano Ongarello, Roman Fiedler, Xujing Chen, Gianna Toffolo, Claudio Cobelli, Zlatko Trajanoski

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Multicomponent analysis in clinical chemistry by use of rapid scanning fluorescence spectroscopy. 由 Isiah M. Warner, J. B. Callis, Ernest R. Davidson, George Christian

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Driving the Model to Its Limit: Profile Likelihood Based Model Reduction 由 Tim Maiwald, Helge Hass, Bernhard Steiert, Joep Vanlier, Raphael Engesser, Andreas Raue, Friederike Kipkeew, Hans H. Bock, Daniel Kaschek, Clemens Kreutz, Jens Timmer

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Dimension reduction methods for microarray data: a review 由 Rabia Musheer Aziz, Chandan Kumar Verma, Namita Srivastava

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Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior 由 Yixing Huang, Alexander Preuhs, Günter Lauritsch, Michael Manhart, Xiaolin Huang, Andreas Maier

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Redundancy reduction for improved display and analysis of body surface potential maps. II. Temporal compression. 由 A K Evans, R L Lux, M J Burgess, R F Wyatt, J A Abildskov

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CGHregions: Dimension Reduction for Array CGH Data with Minimal Information Loss 由 Mark A. van de Wiel, Wessel N. van Wieringen

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Towards a comprehensive evaluation of dimension reduction methods for transcriptomic data visualization 由 Haiyang Huang, Yingfan Wang, Cynthia Rudin, Edward P. Browne

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Comparative analysis of dimension reduction methods for cytometry by time-of-flight data 由 Kaiwen Wang, Yuqiu Yang, Fangjiang Wu, Bing Song, Xinlei Wang, Tao Wang

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