Davide Ballabio

Overview

Best Publications

• Classification tools in chemistry. Part 1: linear models. PLS-DA

  Davide Ballabio;Viviana Consonni

  1291
  Citations

• Comparison of different approaches to define the applicability domain of QSAR models.

  F Sahigara;K Mansouri;D Ballabio;A Mauri

  610
  Citations

• Evaluation of model predictive ability by external validation techniques

  Viviana Consonni;Davide Ballabio;Roberto Todeschini

  416
  Citations

• Multivariate comparison of classification performance measures

  Davide Ballabio;Francesca Grisoni;Francesca Grisoni;Roberto Todeschini

  317
  Citations

• Quantitative structure-activity relationship models for ready biodegradability of chemicals.

  Kamel Mansouri;Tine Ringsted;Davide Ballabio;Roberto Todeschini

  257
  Citations

• A MATLAB toolbox for Principal Component Analysis and unsupervised exploration of data structure

  Davide Ballabio

  250
  Citations

• Evaluation of different storage conditions of extra virgin olive oils with an innovative recognition tool built by means of electronic nose and electronic tongue

  M. S. Cosio;D. Ballabio;S. Benedetti;Carmelina Gigliotti

  204
  Citations

• Geographical origin and authentication of extra virgin olive oils by an electronic nose in combination with artificial neural networks

  Maria S. Cosio;Davide Ballabio;Simona Benedetti;Carmelina Gigliotti

  202
  Citations

• Prediction of Italian red wine sensorial descriptors from electronic nose, electronic tongue and spectrophotometric measurements by means of Genetic Algorithm regression models

  S. Buratti;D. Ballabio;S. Benedetti;M.S. Cosio

  202
  Citations

• CoMPARA: Collaborative Modeling Project for Androgen Receptor Activity.

  Kamel Mansouri;Nicole Kleinstreuer;Ahmed M. Abdelaziz;Domenico Alberga

  200
  Citations

• Particle size, chemical composition, seasons of the year and urban, rural or remote site origins as determinants of biological effects of particulate matter on pulmonary cells.

  M.G. Perrone;Maurizio Gualtieri;V. Consonni;L. Ferrero

  178
  Citations

• A MATLAB toolbox for Self Organizing Maps and supervised neural network learning strategies

  Davide Ballabio;Mahdi Vasighi

  174
  Citations

• The Kohonen and CP-ANN toolbox: A collection of MATLAB modules for Self Organizing Maps and Counterpropagation Artificial Neural Networks

  Davide Ballabio;Viviana Consonni;Roberto Todeschini

  147
  Citations

• Multivariate Classification for Qualitative Analysis

  Davide Ballabio;Roberto Todeschini

  145
  Citations

• CATMoS: Collaborative Acute Toxicity Modeling Suite.

  Kamel Mansouri;Agnes L. Karmaus;Jeremy Fitzpatrick;Grace Patlewicz

  128
  Citations

• Defining a novel k-nearest neighbours approach to assess the applicability domain of a QSAR model for reliable predictions

  Faizan Sahigara;Davide Ballabio;Roberto Todeschini;Viviana Consonni

  121
  Citations

• Beware of Unreliable Q2! A Comparative Study of Regression Metrics for Predictivity Assessment of QSAR Models.

  Roberto Todeschini;Davide Ballabio;Francesca Grisoni

  110
  Citations

• Amperometric electronic tongue for food analysis

  Matteo Scampicchio;Davide Ballabio;Alessandra Arecchi;Stella M. Cosio

  107
  Citations

• A novel variable reduction method adapted from space-filling designs

  Davide Ballabio;Viviana Consonni;Andrea Mauri;Magalie Claeys-Bruno

  105
  Citations

• Locally centred Mahalanobis distance: a new distance measure with salient features towards outlier detection.

  Roberto Todeschini;Davide Ballabio;Viviana Consonni;Faizan Sahigara

  104
  Citations

• Classification of GC‐MS measurements of wines by combining data dimension reduction and variable selection techniques

  Davide Ballabio;Thomas Hjort Skov;Riccardo Leardi;Rasmus Bro

  79
  Citations

• Genetic Algorithms for architecture optimisation of Counter-Propagation Artificial Neural Networks

  Davide Ballabio;Mahdi Vasighi;Viviana Consonni;Mohsen Kompany-Zareh

  76
  Citations

• Machine Learning Consensus To Predict the Binding to the Androgen Receptor within the CoMPARA Project.

  Francesca Grisoni;Viviana Consonni;Davide Ballabio

  38
  Citations

• Integrated QSAR Models to Predict Acute Oral Systemic Toxicity

  Davide Ballabio;Francesca Grisoni;Viviana Consonni;Roberto Todeschini

  37
  Citations

• A QSTR-based expert system to predict sweetness of molecules

  Cristian Rojas;Roberto Todeschini;Davide Ballabio;Andrea Mauri

  37
  Citations

• CAIMAN (Classification and Influence Matrix Analysis) : A new approach to the classification based on leverage-scaled functions

  R. Todeschini;D. Ballabio;V. Consonni;A. Mauri

  36
  Citations

• Self-Organizing Map and Relational Perspective Mapping for the Accurate Visualization of High-Dimensional Hyperspectral Data.

  Wil Gardner;Wil Gardner;Ruqaya Maliki;Suzanne M. Cutts;Benjamin W. Muir

  36
  Citations

• Development of models for predicting toxicity from sediment chemistry by partial least squares-discriminant analysis and counter-propagation artificial neural networks.

  Manuel Alvarez-Guerra;Davide Ballabio;José Manuel Amigo;Rasmus Bro

  32
  Citations

• On the application of chemometrics for the study of acoustic-mechanical properties of crispy bakery products

  Laura Piazza;Jiabril Gigli;Davide Ballabio

  28
  Citations