Most cited papers in Spectroscopy and Chemometric Analyses
What are the most cited papers in Spectroscopy and Chemometric Analyses?
The most cited paper in Spectroscopy and Chemometric Analyses is "The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis" (Norden Eh Huang, Zhengwei Shen, Steven Long et al., 1998), with 23,779 citations. Next come "An Analysis of Transformations" (15,274) and "Antioxidant Determinations by the Use of a Stable Free Radical" (13,038).
Showing 50 of 99 papers. Every paper with more than 1,606 citations is listed.
| # | Paper | ||
|---|---|---|---|
| 1 | The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis Norden Eh Huang, Zhengwei Shen, Steven Long et al. · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences | 8 Mar 1998 | 23,779 |
| 2 | An Analysis of Transformations George E. P. Box, David Roxbee Cox · Journal of the Royal Statistical Society Series B (Statistical Methodology) | Jul 1964 | 15,274 |
| 3 | Antioxidant Determinations by the Use of a Stable Free Radical Marsden S. Blois · Nature | Apr 1958 | 13,038 |
| 4 | Principal component analysis Svante Wold, Kim H. Esbensen, Paul L. M. Geladi · Chemometrics and Intelligent Laboratory Systems | Aug 1987 | 11,762 |
| 5 | Principal component analysis Hervé Abdi, Lynne J. Williams · Wiley Interdisciplinary Reviews Computational Statistics | Jul 2010 | 10,890 |
| 6 | Principal component analysis: a review and recent developments Ian T. Jolliffe, Jorge F. C. L. Cadima · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences | 7 Mar 2016 | 10,078 |
| 7 | PLS-regression: a basic tool of chemometrics Svante Wold, Michael Sjöstróm, Lennart Eriksson · Chemometrics and Intelligent Laboratory Systems | Oct 2001 | 10,019 |
| 8 | An Information-Maximization Approach to Blind Separation and Blind Deconvolution Anthony J. Bell, Terrence J. Sejnowski · Neural Computation | Nov 1995 | 9,265 |
| 9 | Independent component analysis: algorithms and applications Aapo Hyvärinen, Erkki Oja · Neural Networks | Jun 2000 | 8,914 |
| 10 | Principal Component Analysis Colin R. Goodall, Ian T. Jolliffe · Technometrics | Aug 1988 | 8,697 |
| 11 | Independent component analysis, A new concept? Pierre Comon · Signal Processing | Apr 1994 | 8,300 |
| 12 | Random forest in remote sensing: A review of applications and future directions Mariana Belgiu, Lucian Drăguţ · ISPRS Journal of Photogrammetry and Remote Sensing | 14 Feb 2016 | 7,201 |
| 13 | Partial least-squares regression: a tutorial Paul L. M. Geladi, Bruce R. Kowalski · Analytica Chimica Acta | 1986 | 7,034 |
| 14 | A Simple Statistical Parameter for Use in Evaluation and Validation of High Throughput Screening Assays Ji-Hu Zhang, Thomas D.Y. Chung, Kevin R. Oldenburg · SLAS DISCOVERY | Apr 1999 | 7,022 |
| 15 | Fast and robust fixed-point algorithms for independent component analysis Aapo Hyvärinen · IEEE Transactions on Neural Networks | May 1999 | 6,400 |
| 16 | Response surface methodology (RSM) as a tool for optimization in analytical chemistry Marcos Almeida Bezerra, Ricardo Erthal Santelli, Eliane Pádua Oliveira et al. · Talanta | 22 May 2008 | 6,059 |
| 17 | PLS path modeling Michel Tenenhaus, Vincenzo Esposito Vinzi, Yves-Marie Chatelin et al. · Computational Statistics & Data Analysis | 22 Apr 2004 | 6,047 |
| 18 | A note on a general definition of the coefficient of determination N. J. D. Nagelkerke · Biometrika | 1991 | 5,805 |
| 19 | Impulse response analysis in nonlinear multivariate models Gary M. Koop, M. Hashem Pesaran, Simon Potter · Journal of Econometrics | Sep 1996 | 5,158 |
| 20 | Deep learning in agriculture: A survey Andreas Kamilaris, Francesc Xavier Prenafeta-Boldú · Computers and Electronics in Agriculture | 22 Feb 2018 | 5,070 |
| 21 | On Methods in the Analysis of Profile Data Samuel W. Greenhouse, Seymour Geisser · Psychometrika | Jun 1959 | 5,032 |
| 22 | Some distance properties of latent root and vector methods used in multivariate analysis J. C. Gower · Biometrika | 1966 | 4,152 |
| 23 | ClustVis: a web tool for visualizing clustering of multivariate data using Principal Component Analysis and heatmap Tauno Metsalu, Jaak Vilo · Nucleic Acids Research | 12 May 2015 | 4,030 |
| 24 | 'Metabonomics': understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data Jeremy Kirk Nicholson, John C. Lindon, Elaine C. Holmes · Xenobiotica | 1999 | 3,918 |
| 25 | Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra Richard J. Barnes, M.S. Dhanoa, S.J. Lister · Applied Spectroscopy | Jul 1989 | 3,851 |
| 26 | Generalized Cross-Validation as a Method for Choosing a Good Ridge Parameter Gene Howard Golub, Michael T. Heath, Grace Wahba · Technometrics | May 1979 | 3,822 |
| 27 | Probabilistic Principal Component Analysis Michael E. Tipping, Chris Bishop · Journal of the Royal Statistical Society Series B (Statistical Methodology) | Sep 1999 | 3,779 |
| 28 | Time-frequency distributions-a review Leon W. Cohen · Proceedings of the IEEE | Jul 1989 | 3,593 |
| 29 | Least Median of Squares Regression Peter J. Rousseeuw · Journal of the American Statistical Association | Dec 1984 | 3,592 |
| 30 | Tests for Specification Errors in Classical Linear Least-Squares Regression Analysis James B. Ramsey · Journal of the Royal Statistical Society Series B (Statistical Methodology) | Jul 1969 | 3,375 |
| 31 | Machine Learning in Agriculture: A Review Konstantinos G. Liakos, Patrizia Busato, Dimitrios Moshou et al. · Sensors | 14 Aug 2018 | 3,332 |
| 32 | Investigation of equilibria in solution. Determination of equilibrium constants with the HYPERQUAD suite of programs Paul Gans, Antonio Sabatini, Angelo Vacca · Talanta | Oct 1996 | 3,268 |
| 33 | Sparse Principal Component Analysis Hui Jun Zou, Trevor Hastie, Robert John Tibshirani · Journal of Computational and Graphical Statistics | 15 May 2006 | 3,256 |
| 34 | Combining Pattern Classifiers: Methods and Algorithms Subhash Bagui · Technometrics | Nov 2005 | 3,233 |
| 35 | Ultrasound assisted extraction of food and natural products. Mechanisms, techniques, combinations, protocols and applications. A review Farid Chemat, Natacha Rombaut, Anne-Gaëlle Sicaire et al. · Ultrasonics Sonochemistry | 25 Jun 2016 | 3,214 |
| 36 | Box-Behnken design: An alternative for the optimization of analytical methods Sérgio L.C. Ferreira, Roy E. Bruns, Hilda Silva Ferreira et al. · Analytica Chimica Acta | 12 Jul 2007 | 3,195 |
| 37 | Spectrum analysis—A modern perspective Steven Kay, S.L. Marple · Proceedings of the IEEE | 1981 | 3,175 |
| 38 | Characterization and Measurement of Anthocyanins by UV‐Visible Spectroscopy M. Mónica Giusti, Ronald E. Wrolstad · Current Protocols in Food Analytical Chemistry | Apr 2001 | 3,098 |
| 39 | Nonlinear principal component analysis using autoassociative neural networks Mark A. M. Kramer · AIChE Journal | Feb 1991 | 3,075 |
| 40 | Review of the most common pre-processing techniques for near-infrared spectra Åsmund Rinnan, Frans W.J. van den Berg, Søren Balling Engelsen · TrAC Trends in Analytical Chemistry | 4 Aug 2009 | 3,050 |
| 41 | Principal component analysis Rasmus Bro, Age K. Smilde · Analytical Methods | 2014 | 2,980 |
| 42 | The biplot graphic display of matrices with application to principal component analysis K. R. Gabriel · Biometrika | 1971 | 2,897 |
| 43 | Probabilistic Independent Component Analysis for Functional Magnetic Resonance Imaging Christian F. Beckmann, Stephen M. Smith · IEEE Transactions on Medical Imaging | Feb 2004 | 2,881 |
| 44 | Partial least squares for discrimination Matthew L Barker, William S. Rayens · Journal of Chemometrics | Mar 2003 | 2,876 |
| 45 | Multicollinearity and misleading statistical results Jonghae Kim · Korean Journal of Anesthesiology | 15 Jul 2019 | 2,865 |
| 46 | Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches José M. Bioucas‐Dias, Antonio Plaza, Nicolas Dobigeon et al. · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | Apr 2012 | 2,835 |
| 47 | CONTIN: A general purpose constrained regularization program for inverting noisy linear algebraic and integral equations Stephen W. Provencher · Computer Physics Communications | Sep 1982 | 2,730 |
| 48 | Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves Anatoly A. Gitelson, Yuri Gritz †, Mark N. Merzlyak · Journal of Plant Physiology | 2003 | 2,719 |
| 49 | Adaptive control stability, convergence, and robustness Bo S. Egardt · Automatica | May 1993 | 2,717 |
| 50 | Vertex component analysis: a fast algorithm to unmix hyperspectral data José M. P. Nascimento, José M. Bioucas‐Dias · IEEE Transactions on Geoscience and Remote Sensing | Apr 2005 | 2,680 |
Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.