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All Publications
Journals
- L. Kalra, X. Zhao, A.J. Soto, E. Milios. "Detection of Daily Living Activities Using a Two-Stage Markov Model", Journal of Ambient Intelligence and Smart Environments. In press.
- D. Palomba, M.J. Martínez, I. Ponzoni, M.F. Díaz, G.E. Vazquez, A.J. Soto. "QSPR Models for Predicting Log Pliver Values for Volatile Organic Compounds Combining Statistical Methods and Domain Knowledge", Molecules. Vol 17, 12, 14937-14953, 2012. [paper][bibtex]
- A.J. Soto, G.E. Vazquez, M. Strickert, I. Ponzoni. "Target-Driven Subspace Mapping Methods and Their Applicability Domain Estimation", Molecular Informatics. Vol 30, 9, 779-789, 2011. [paper][bibtex]
- A.J. Soto. "On the Use of Machine Learning Methods for Modern Drug Discovery". PhD thesis summary. AI Communications. Vol 24, 99-100. IOS Press, 2011. [paper][bibtex]
- A.J. Soto, R.L. Cecchini, G.E. Vazquez, I. Ponzoni. "Multi-Objective Feature Selection in QSAR using a Machine Learning Approach". QSAR & Combinatorial Science. Vol 28, 11-12, 1509-1523, 2009.[paper][bibtex]
- A.J. Soto, R.L. Cecchini, G.E Vazquez, I. Ponzoni. "An Evolutionary Approach for Feature Selection applied to ADMET Prediction". Ibero American Journal of Artificial Intelligence. Vol 12, 37,55-63, 2008.[paper][bibtex]
Journal Abstracts
- A.J. Soto, M. Strickert, G.E. Vazquez. "Adaptive matrix metrics for molecular descriptor assessment in QSPR classification". Journal of Cheminformatics. Vol 2 (Suppl 1):P47, 2010. [paper][bibtex]
Conferences
- A. Srivastava, A.J. Soto, E. Milios. "A Graph-based Topic Extraction Method enabling Simple Interactive Customization". 13th ACM Symposium on Document Engineering (DocEng). September 10-13, 2013; Florence, Italy.
- A. Srivastava, A.J. Soto, E. Milios. "Text Clustering using One-Mode Projection of Document-Word Bipartite Graphs''. 28th ACM Symposium on Applied Computing. March 18-22, 2013; Coimbra, Portugal.[paper][bibtex]
- R. Kiros, A.J. Soto, E. Milios, V. Keselj. "Representation learning for Sparse, High-Dimensional Multi-Label Classification". In: Jing Tao Yao et al (Eds.). Lecture Notes in Computer Science, Springer-Verlag. 8th International Conference on Rough Sets and Current Trends in Computing 2012. August 17-20, 2012. Chengdu, China.[paper][bibtex]
- L. Kalra, X. Zhao, A.J. Soto, E. Milios. "A Two-Stage Corrective Markov Model for Activities of Daily Living Detection''. In: P. Novais et al. (Eds.) Advances in Intelligent and Soft Computing. Vol 153/2012, 171-179, Springer-Verlag. 3rd International Symposium on Ambient Intelligence. March 28-30, 2012; Salamanca, Spain.[paper][bibtex]
- A.J. Soto, M. Strickert, G.E. Vazquez, E. Milios. "Subspace Mapping of Noisy Text Documents". In: Cory Butz, Pawan Lingras (Eds.) Lecture Notes in Artificial Intelligence, Vol. 6657, 377-383. Springer-Verlag Berlin Heidelberg. Canadian Conference on Artificial Intelligence 2011. May 25-27, 2011; St. John's, Canada.[paper][bibtex]
- A.J. Soto, M. Strickert, G.E. Vazquez, E. Milios. "Adaptive Visualization of Text Documents Incorporating Domain Knowledge". Challenges of Data Visualization. NIPS 2010 Workshop. December 11, 2010; Whistler, Canada.[paper][bibtex]
- M. Strickert, A.J. Soto, G.E Vazquez. "Adaptive matrix distances aiming at optimum regression subspaces". European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning - ESANN 2010. April 28-30, 2010; Bruges, Belgium.[paper][bibtex]
- A.J. Soto, I. Ponzoni, G.E. Vazquez. "Segregating Confident Predictions of Chemicals' Properties for Virtual Screening of Drugs". In: S. Omatu et al. (Eds.) Lecture Notes in Computer Science, Vol. 5518, 1005-1012. Springer-Verlag Berlin Heidelberg. 3rd International Workshop on Practical Applications of Computational Biology and Bioinformatics - IWPACBB 2009. June 10-12, 2009; Salamanca, Spain.[paper][bibtex]
- A.J. Soto, R.L. Cecchini, D. Palomba, G.E. Vazquez, I. Ponzoni. "An Evolutionary Approach for Multi-Objective Feature Selection in ADMET Prediction". 34th Latin American Conference on Informatics - CLEI 2008. September 8-12, 2008; Santa Fe, Argentina.[paper][bibtex]
- A.J. Soto, R.L. Cecchini, G.E Vazquez, I. Ponzoni. "A Wrapper-based Feature Selection Method for ADMET Prediction using Evolutionary Computing". In: E. Marchiori, J.H. Moore (Eds.) Lecture Notes in Computer Science, Vol. 4973, 188-199. Springer-Verlag Berlin Heidelberg. Sixth European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics - EvoBIO 2008. March 26-28, 2008; Napoli, Italy.[paper][bibtex]
- A.J. Soto, I. Ponzoni, G.E. Vazquez. "Predicting Physicochemical Properties for Drug Design Using Clustering and Neural Network Learning". Brazilian Symposium on Bioinformatics 2007. August 29-31, 2007; Angra dos Reis, Brazil.[paper][bibtex]
- R.L. Cecchini, A.J. Soto, G.E. Vazquez, I. Ponzoni. "A Genetic Algorithm for Detection of Relevant Descriptors in ADMET Prediction". Brazilian Symposium on Bioinformatics 2007.August 29-31, 2007; Angra dos Reis, Brazil.[paper][bibtex]
Local Journals
- G.G. Vignolo, J.A. Vázquez, A.J. Soto. "Thermal Compensation System for Stress Measuring on Structural Elements". Ibero American Journal of Mechanical Engineering. In press.
- I. Ponzoni, A.J. Soto, G.E. Vazquez. "Activity Cycle Diagrams and its Application on Discrete Event Simulations". Investigación Operativa. Vol 29, 145-160, 2008.
Local Conferences / Short Papers
- D. Palomba, M.J. Martinez, I. Ponzoni, M. Díaz, G.E. Vazquez, A.J. Soto. "Prediction of blood to liver coefficients for volatile organic compounds: a cheminformatics approach''. 3rd Argentine Congress on Bioinformatics and Computational Biology - CABBC 2012. September 26-28, 2012; Oro Verde, Argentina.
- A.J. Soto, G.E. Vazquez, M. Strickert, I. Ponzoni. "Confidence Assessment of Candidate Drug Property Predictions by Subspace Mapping Methods''. ISCB Latin America. March 17-21, 2012; Santiago, Chile.
- A.J. Soto, I. Ponzoni, G.E. Vazquez. "Identifying the Applicability Domain of QSPR Models using Machine Learning Methods". 1st International Conference on Bioinformatics (SoIBio), pp 48. September 26-28, 2010; Chillán, Chile.
- A.J. Soto, M. Strickert, G.E. Vazquez. "A mapping method for linking chemical compounds to biological and physicochemical properties in drug discovery". ISCB Latin America. March 13-16, 2010; Montevideo, Uruguay.
- A.J. Soto, R.L Cecchini, G.E. Vazquez, I. Ponzoni. "A new method for multi-objective selection of molecular descriptors for QSAR/QSPR". ISCB Latin America. March 13-16, 2010; Montevideo, Uruguay.
- A.J. Soto, J. Martinez, R.L. Cecchini, G.E. Vazquez, Ignacio Ponzoni. "A Prototype Software Tool for Selection of Relevant Descriptors in QSAR Models". 1st Argentine Congress on Bioinformatics and Computational Biology - CABBC 2010. May 12-14, 2010; Quilmes, Argentina.
- A.J. Soto, I. Ponzoni, G.E. Vazquez. "On defining applicability domains for prediction models in chemoinformatics". 1st Argentine Congress on Bioinformatics and Computational Biology - CABBC 2010. May 12-14, 2010; Quilmes, Argentina.
- A.J. Soto, M. Strickert, G.E. Vazquez. "Adaptive matrix metrics for molecular descriptor assessment in QSPR classication". 5th German Conference on Chemoinformatics. November 8-10, 2009; Goslar, Germany.1
- M. Strickert, A.J. Soto, J. Keilwagen, G.E. Vazquez. "Towards matrix-based selection of feature pairs for efficient ADMET prediction". 10th Argentine Symposium on Artificial Intelligence - ASAI 2009, August 24-25, 2009; Mar del Plata, Argentina.
- A.J. Soto, D. Palomba, M. Diaz, G.E. Vazquez, I. Ponzoni. "Computational Intelligence Methods on Chemical Compound Clusters". XVII Congress on Numerical Methods and their Applications - ENIEF 2008. November 10-13, 2008; San Luis, Argentina.
- A.J. Soto, R.L. Cecchini, I. Ponzoni, G.E. Vazquez. "Computational Intelligence Methods for Physicochemical Property Prediction". 9th Latin American Conference on Physical Organic Chemistry. September 30 - October 5, 2007; Los Cocos, Argentina.
- A.J. Soto, R.L. Cecchini, G.E. Vazquez, I. Ponzoni. "Feature Selection for ADMET Prediction using Genetic Algorithms". 9th Argentine Symposium on Artificial Intelligence - ASAI 2007. August 27-28, 2007; Mar del Plata, Argentina.2
- A.J Soto, I. Ponzoni, G.E. Vazquez. "Numerical Analysis of Different Similarity Criteria on Clustering Algorithms". XV Congress on Numerical Methods and their Applications - ENIEF 2006. November 7-10, 2006; Santa Fe, Argentina.
- A.J Soto, I. Ponzoni, G.E Vazquez. "Parallel Distributed Solving of Linear Equations using a Graph Decomposition Technique". VIII Congress on Computational Mechanics - MECOM 2005. November 16-18, 2005; Buenos Aires, Argentina.
- A.J. Soto, I. Ponzoni, G.E. Vazquez. "A Novel Parallel Distributed Algorithm for System of Linear Equations Solving". XIV Congress on Numerical Methods and their Applications - ENIEF 2004. November 8-11, 2004; Bariloche, Argentina
1 Article selected for a Journal Abstract 2 Article selected for a Journal Article.
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