to appear |
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51 | Zhanxing Zhu, Timo Similä, and Francesco Corona. Supervised distance preserving projections. Neural Processing Letters, to appear. To appear. |
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2013 |
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50 | Francesco Corona, Michela Mulas, Herni Haimi, Laura Sundell, Mari Heinonen, and Riku Vahala. Monitoring nitrate concentrations in the denitrifying post-filtration unit of a municipal wastewater treatment plant. Journal of Process Control, 23(2):158–170, 2013. |
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2012 |
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49 | Michela Mulas, Francesco Corona, Herni Haimi, Laura Sundell, Mari Heinonen, and Riku Vahala. Nitrate estimation in the denitrifying post-filtration unit of a municipal wastewater treatment plant: the viikinmäki case. Water Science & Technology, 65(8):1521–1529, 2012. |
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48 | Francesco Corona, Michela Mulas, Roberto Baratti, and Jose Romagnoli. Data-derived analysis and inference for an industrial deethanizer. Industrial & Engineering Chemistry Research, 51(42):13732–13742, 2012. |
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2011 |
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47 | Zhanxing Zhu, Francesco Corona, Amaury Lendasse, Roberto Baratti, and Jose Romagnoli. Local linear regression for soft-sensor design with application to an industrial deethanizer. In 18th World Congress of the International Federation of Automatic Control (IFAC), Milano, Italy, August 2011. |
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46 | Li Yao, Amaury Lendasse, and Francesco Corona. Locating anomalies using bayesian factorizations and masks. In ESANN 2011 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pages 207–212, Bruges, Belgium, 2011. |
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45 | Michela Mulas, Francesco Corona, Henri Haimi, Laura Sundell, Mari Heinonen, and Riku Vahala. Estimating nitrate concentration in the post-denitrification unit of a municipal wastewater treatment plant. In Proceedings of the 18th IFAC World Congress, volume 18, pages 6212–6217, UniversitE0 Cattolica del Sacro Cuore, Milano, Italy, 2011. |
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44 | Zhanxing Zhu, Francesco Corona, Amaury Lendasse, Roberto Baratti, and Jose Romagnoli. Local linear regression for soft-sensor design with application to an industrial deethanizer. In Proceedings of the 18th IFAC World Congress, volume 18, pages 2839–2844, UniversitE0 Cattolica del Sacro Cuore, Milano, Italy, 2011. |
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43 | Michela Mulas, Francesco Corona, Henri Haimi, Laura Sundell, Mari Heinonen, and Riku Vahala. Nitrate estimation in a denitrifying post-filtration unit of a municipal wastewater treatment plant: The viikinmäki case. In Proceedings of the IWA-Watermatex 2011 Eighth Symposium on System Analysis and Integrated Assessment, pages 444–451, 2011. |
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42 | Henri Haimi, Francesco Corona, Michela Mulas, Laura Sundell, Mari Heinonen, and Riku Vahala. Outlier detection for the denitrifying post-filtration unit of a municipal wastewater treatment plant: The viikinmäki case. In Proceedings of the IWA-Watermatex 2011 Eighth Symposium on System Analysis and Integrated Assessment, pages 793–800, 2011. |
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41 | Elia Liitiäinen, Francesco Corona, and Amaury Lendasse. On the curse of dimensionality in supervised learning of smooth regression functions. Neural Processing Letters, 34(2):133–154, 2011. |
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2010 |
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40 | Francesco Corona, Amaury Lendasse, and Elia Liitiäinen. A boundary corrected expansion of the moments of nearest neighbor distributions. Random Structures and Algorithms, 37(2):223–247, September 2010. |
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39 | Francesco Corona, Elia Liitiäinen, Amaury Lendasse, Roberto Baratti, and Lorenzo Sassu. A continuous regression function for the delaunay calibration method. In Proceedings of IFAC/DYCOPS 2010 9th International Symposium on Dynamics and Control of Process Systems, Leuven (Belgium), pages 180–185, July 5-7 2010. |
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38 | Maunu Toiviainen, Francesco Corona, Janne Paaso, and Pekka Teppola. Blind source separation in diffuse reflectance NIR spectroscopy using independent component analysis. Journal of Chemometrics, 24(7–8):514–522, May 2010. |
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37 | Elia Liitiäinen, Amaury Lendasse, and Francesco Corona. Residual variance estimation using a nearest neighbor statistic. Journal of Multivariate Analysis, 101(4):811–823, April 2010. |
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36 | Francesco Corona, Michela Mulas, Roberto Baratti, and Jose Romagnoli. On the topological modeling and analysis of industrial process data using the SOM. Computers and Chemical Engineering, 34(12):2022–2032, 2010. |
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2009 |
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35 | Francesco Corona, Elia Liitiäinen, Amaury Lendasse, Lorenzo Sassu, Stefano Melis, and Roberto Baratti. A SOM-based approach to estimating product properties from spectroscopic measurements. Neurocomputing, 73(1–3):71–79, December 2009. |
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34 | Elia Liitiäinen, Michel Verleysen, Francesco Corona, and Amaury Lendasse. Residual variance estimation in machine learning. Neurocomputing, 72(16–18):3692–3703, October 2009. |
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33 | Elia Liitiäinen, Amaury Lendasse, and Francesco Corona. On the statistical estimation of rényi entropies. In Proceedings of IEEE/MLSP 2009 International Workshop on Machine Learning for Signal Processing, Grenoble (France), September 2-4 2009. |
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32 | Francesco Corona, Michela Mulas, Roberto Baratti, and Jose Romagnoli. On the topological analysis of industrial process data using the SOM. In Claudio Oller do Nascimento Rita de Brito Alves and Evaristo Biscaia, editors, Computer Aided Chemical Engineering: Proceedings of PSE 2009 International Symposium on Process Systems Engineering, Salvador Bahia (Brazil), volume 27 of Computer Aided Chemical Engineering, pages 1173–1178. Elsevier, August 16-20 2009. |
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31 | Francesco Corona, Elia Liitiäinen, Amaury Lendasse, Roberto Baratti, and Lorenzo Sassu. Delaunay tessellation and topological regression: An application to estimating product properties. In Evaristo Biscaia Rita de Brito Alves, Claudio Oller do Nascimento, editor, Computer Aided Chemical Engineering: Proceedings of PSE 2009 International Symposium on Process Systems Engineering, Salvador Bahia (Brazil), volume 27 of Computer Aided Chemical Engineering, pages 1179–1184. Elsevier, August 16-20 2009. |
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30 | Francesco Corona, Michela Mulas, Roberto Baratti, and Jose Romagnoli. Data derived analysis and inference for an industrial deethanizer. In Proceedings of IFAC/ADCHEM 2009 International Symposium on Advanced Control of Chemical Processes, Istanbul (Turkey), pages 717–723, July 12-15 2009. |
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29 | Antti Sorjamaa, Francesco Corona, Yoan Miche, Paul Merlin, Bertrand Maillet, Eric Séverin, and Amaury Lendasse. Sparse linear combination of SOMs for data imputation: Application to financial database. In Risto Principe, J.C.; Miikkulainen, editor, Lecture Notes in Computer Science: Advances in Self-Organizing Maps - Proceedings of WSOM 2009 International Workshop on Self-Organizing Maps, Saint Augustine (Florida), volume 5629/2009 of Lecture Notes in Computer Science, pages 290–297. Springer Berlin / Heidelberg, June 8-10 2009. |
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28 | Antti Sorjamaa, Francesco Corona, Yoan Miche, Paul Merlin, Bertrand Maillet, and Amaury Lendasse. Linear combination of SOMs for data imputation: Application to financial problems. In Proceedings of MASHS 2009, Modèles et Apprentissage en Sciences Humaines et Sociale, Lille (France). MASHS, June 8-9 2009. |
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27 | Francesco Corona, Michela Mulas, Roberto Baratti, and Jose Romagnoli. Data analysis and inference for an industrial deethanizer. In Sandro Pierucci, editor, Chemical Engineering Transactions: Proceedings of ICHEAP9 International Conference on Chemical and Process Engineering, Rome (Italy), volume 17 of Chemical Engineering Transactions, pages 1197–1202. AIDIC, May 10-13 2009. |
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2008 |
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26 | Elia Liitiäinen, Francesco Corona, and Amaury Lendasse. On non-parametric residual variance estimation. Neural Processing Letters, 28(3):155–167, December 2008. |
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25 | Francesco Corona, Satu-Pia Reinikainen, Kari Aaljoki, Annikki Perkkiö, Elia Liitiäinen, Roberto Baratti, Amaury Lendasse, and Olli Simula. Wavelength selection using the measure of topological relevance on the self-organizing map. Journal of Chemometrics, 22(11–12):610–620, November-December 2008. |
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24 | Tuomas Kärnä, Francesco Corona, and Amaury Lendasse. Gaussian basis functions for chemometrics. Journal of Chemometrics, 22(11–12):701–707, November-December 2008. |
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23 | Elia Liitiäinen, Francesco Corona, and Amaury Lendasse. A boundary corrected expansion of the moments of nearest neighbor distributions. Technical Report TKK-ICS-R9, Helsinki University of Technology, October 18 2008. |
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22 | Elia Liitiäinen, Amaury Lendasse, and Francesco Corona. Bounds on the mean power-weighted nearest neighbour distance. Proceedings of the Royal Society A, 464(2097):2293–2301, September 2008. |
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21 | Olli Simula, Francesco Corona, Amaury Lendasse, Marja-Liisa Riekkola, Kari Hartonen, Pentti Minkkinen, Satu-Pia Reinikainen, Jarno Kohonen, Ilppo Vuorinen, Jari Hänninen, and Jukka Silén. Developing chemometrics with the tools of information sciences (CHESS) – MASIT23. In MASI Programme 2005-2009, Yearbook 2008, pages 189–222. Libris Oy, May 2008. |
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20 | Emil Eirola, Elia Liitiäinen, Amaury Lendasse, Francesco Corona, and Michel Verleysen. Using the delta test for variable selection. In M. Verleysen, editor, Proceedings of ESANN 2008, European Symposium on Artificial Neural Networks, Bruges (Belgium), pages 25–30. d-side publ. (Evere, Belgium), April 23-25 2008. |
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19 | Amaury Lendasse and Francesco Corona. Linear projection based on noise variance estimation: Application to spectral data. In M. Verleysen, editor, Proceedings of ESANN 2008, European Symposium on Artificial Neural Networks, Bruges (Belgium), pages 457–462. d-side publ. (Evere, Belgium), April 23-25 2008. |
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2007 |
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18 | Amaury Lendasse and Francesco Corona. Optimal linear projection based on noise variance estimation. In Proceedings of Chimiométrie 2007, Lyon (France), pages 165–168, November 29-30 2007. |
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17 | Amaury Lendasse, Francesco Corona, Satu-Pia Reinikainen, and Pentti Minkkinen. Functional variable selection using noise variance estimation. In Proceedings of Chimiométrie 2007, Lyon (France), pages 39–42, November 29-30 2007. |
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16 | Tuomas Kärnä, Francesco Corona, and Amaury Lendasse. Compressing spectral data using optimised gaussian basis. In Proceedings of Chimiométrie 2007, Lyon (France), pages 177–180, November 29-30 2007. |
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15 | Francesco Corona, Elia Liitiäinen, Amaury Lendasse, and Roberto Baratti. Measures of topological relevance based on the self-organizing map: Applications to process monitoring from spectroscopic measurements. In Proceedings of EANN 2007, International Conference on Engineering Applications of Neural Networks, Thessaloniki (Greece), pages 24–33, August 29-31 2007. |
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14 | Elia Liitiäinen, Francesco Corona, and Amaury Lendasse. Non-parametric residual variance estimation in supervised learning. In Francisco Sandoval et al., editor, Lecture Notes in Computer Science: Computational and Ambient Intelligence - Proceedings of IWANN 2007 International Work-Conference on Artificial Neural Networks, San Sebastian (Spain), volume 4507/2007 of Lecture Notes in Computer Science, pages 63–71. Springer-Verlag, June 20-22 2007. |
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13 | Amaury Lendasse and Francesco Corona. Optimal linear projection based on noise variance estimation: Application to spectrometric modeling. In Proceedings of SSC10 Scandinavian Symposium on Chemometrics, Lappeenranta (Finland), page 26, June 11-15 2007. |
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12 | Francesco Corona, Elia Liitiäinen, and Amaury Lendasse. Using functional representations in spectrophotoscopic variables selection and regression. In Proceedings of SSC10 Scandinavian Symposium on Chemometrics, Lappeenranta (Finland), page 29, June 11-15 2007. |
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11 | Francesco Corona, Lorenzo Sassu, Stefano Melis, and Roberto Baratti. Measure of topological relevance for soft sensing product properties. In Proceedings of IFAC/DYCOPS 2007 International Symposium on Dynamics and Control of Process Systems, Cancun (Mexico), pages 175–180, June 6-8 2007. |
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10 | Elia Liitiäinen, Francesco Corona, and Amaury Lendasse. Nearest neighbor distributions and noise variance estimation. In M. Verleysen, editor, Proceedings of ESANN 2007, European Symposium on Artificial Neural Networks, Bruges (Belgium), pages 67–72. d-side publ. (Evere, Belgium), April 25-27 2007. |
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9 | Olli Simula, Amaury Lendasse, Francesco Corona, Satu-Pia Reinikainen, Marja-Liisa Riekkola, Kari Hartonen, Ilppo Vuorinen, and Jukka Silén. Developing chemometrics with the tools of information sciences (CHESS) 96 MASIT23. In MASI Programme 2005-2009, Yearbook 2007, pages 201–221. Libris Oy, March 2007. |
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8 | Francesco Corona and Amaury Lendasse. Variable scaling for time series prediction. In Proceedings of ESTSP 2007, European Symposium on Time Series Prediction, Espoo (Finland), pages 69–76, February 7-9 2007. |
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2006 |
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7 | Amaury Lendasse, Francesco Corona, Jin Hao, Nima Reyhani, and Michel Verleysen. Determination of the mahalanobis matrix using non-parametric noise estimations. In M. Verleysen, editor, Proceedings of ESANN 2006, European Symposium on Artificial Neural Networks, Bruges (Lille), pages 227–232, Bruges, Belgium, April 26-28 2006. |
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2005 |
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6 | Francesco Corona and Amaury Lendasse. Input selection and function approximation using the self-organizing map: An application to spectrometric modeling. In Proceedings of WSOM 2005 International Workshop on Self-Organizing Maps, Paris (France), pages 653–660, September 5-8 2005. |
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5 | Francesco Corona, Alberto Servida, and Stefania Tronci. Analysis and monitoring of air emissions using neural techniques. In Proceedings of EANN 2005 International Conference on Engineering Applications of Neural Networks, Lille (France), pages 101–108, August 24-26 2005. |
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4 | Stefania Tronci, Francesco Corona, Massimiliano Grosso, R. Calento, and Francesca Murena. Comparing neural networks and regression models for air quality management. In Proceedings of EANN 2005 International Conference on Engineering Applications of Neural Networks, Lille (France), pages 93–100, August 24-26 2005. |
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3 | Francesco Corona, Stefania Tronci, Paolo Bragatto, Paolo Pittiglio, Alberto Servida, Claudio Codevico, and Roberto Baratti. Application of neural soft sensing techniques to emission monitoring from multiple combustion processes. In Chemical Engineering Transactions: Proceedings of ICHEAP7 International Conference on Chemical and Process Engineering, Giardini di Naxos (Italy), volume 6, pages 167–172. AIDIC, May 15-18 2005. |
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2 | Francesco Corona, Stefania Tronci, Paolo Bragatto, Paolo Pittiglio, Alberto Servida, Claudio Codevico, and Roberto Baratti. Application of neural soft sensing techniques to emission monitoring from multiple combustion processes. In AIDIC Conference Series, volume 7, pages 59–66. AIDIC, 2005. |
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2004 |
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1 | Fabio Callero, Paolo Moretti, Christian Parisi, Alberto Servida, Francesco Corona, Paolo Bragatto, and Claudio Codevico. Potentials of soft sensors for continuous emission monitoring systems. In Proceedings of CEM 2004 International Conference on Emission Monitoring, Milan (Italy), June 9-11 2004. |
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