All Stories

  1. AcME—Accelerated model-agnostic explanations: Fast whitening of the machine-learning black box

    Article • Expert Systems with Applications, March 2023, Elsevier

    Gian Antonio Susto

  2. Classifying Circumnutation in Pea Plants via Supervised Machine Learning

    Article • Plants, February 2023, MDPI AG

    Gian Antonio Susto

  3. Tackling Documentation Debt: A Survey on Algorithmic Fairness Datasets

    Article • October 2022, ACM (Association for Computing Machinery)

    Alessandro Fabris, Gian Antonio Susto

  4. Algorithmic fairness datasets: the story so far

    Article • Data Mining and Knowledge Discovery, September 2022, Springer Science + Business Media

    Gian Antonio Susto

  5. A Revised Isolation Forest procedure for Anomaly Detection with High Number of Data Points

    Article • September 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  6. TiWS-iForest: Isolation forest in weakly supervised and tiny ML scenarios

    Article • Information Sciences, September 2022, Elsevier

    Gian Antonio Susto

  7. A Deep Convolutional Autoencoder-Based Approach for Anomaly Detection With Industrial, Non-Images, 2-Dimensional Data: A Semiconductor Manufacturing Case Study

    Article • IEEE Transactions on Automation Science and Engineering, July 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  8. A Self-Tuning KPCA-Based Approach to Fault Detection in Chiller Systems

    Article • IEEE Transactions on Control Systems Technology, July 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  9. FORMULA: A Deep Learning Approach for Rare Alarms Predictions in Industrial Equipment

    Article • IEEE Transactions on Automation Science and Engineering, July 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  10. An Autoencoder-Based Approach for Fault Detection in Multi-Stage Manufacturing: A Sputter Deposition and Rapid Thermal Processing Case Study

    Article • IEEE Transactions on Semiconductor Manufacturing, May 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  11. Guest Editorial Process-Level Machine Learning Applications in Semiconductor Manufacturing

    Article • IEEE Transactions on Semiconductor Manufacturing, May 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  12. Identifying Faked Responses in Questionnaires with Self-Attention-Based Autoencoders

    Article • Informatics, March 2022, MDPI AG

    Gian Antonio Susto

  13. IntroVAC: Introspective Variational Classifiers for learning interpretable latent subspaces

    Article • Engineering Applications of Artificial Intelligence, March 2022, Elsevier

    Gian Antonio Susto

  14. Learning to rank from relevance judgments distributions

    Article • Journal of the Association for Information Science and Technology, March 2022, Wiley

    Gian Antonio Susto

  15. An explainable artificial intelligence approach for unsupervised fault detection and diagnosis in rotating machinery

    Article • Mechanical Systems and Signal Processing, January 2022, Elsevier

    Gian Antonio Susto

  16. A Scalable Deep Learning-Based Approach for Anomaly Detection in Semiconductor Manufacturing

    Article • December 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  17. Fault Detection of Bearing: An Unsupervised Machine Learning Approach Exploiting Feature Extraction and Dimensionality Reduction

    Article • Informatics, November 2021, MDPI AG

    Gian Antonio Susto

  18. DBAM: Making Virtual Metrology/Soft sensing with time series data scalable through Deep Learning

    Article • Control Engineering Practice, November 2021, Elsevier

    Gian Antonio Susto

  19. Uncertainty Estimation for Machine Learning Models in Multiphase Flow Applications

    Article • Informatics, September 2021, MDPI AG

    Gian Antonio Susto

  20. A Review of Tree-Based Approaches for Anomaly Detection

    Article • August 2021, Springer Science + Business Media

    Gian Antonio Susto

  21. Machine Learning-based Anomaly Detection for Particle Accelerators

    Article • August 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  22. Exploiting 2D Coordinates as Bayesian Priors for Deep Learning Defect Classification of SEM Images

    Article • IEEE Transactions on Semiconductor Manufacturing, August 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  23. Discrimination in pricing and access to Italian car insurance.

    Article • July 2021, ACM (Association for Computing Machinery)

    Alan Mishler, Alessandro Fabris, Gian Antonio Susto

  24. AutoSS: A Deep Learning-Based Soft Sensor for Handling Time-Series Input Data

    Article • IEEE Robotics and Automation Letters, July 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  25. A Machine Learning-based Approach for Advanced Monitoring of Automated Equipment for the Entertainment Industry

    Article • June 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  26. Incentives for Item Duplication Under Fair Ranking Policies

    Article • January 2021, Springer Science + Business Media

    Gian Antonio Susto

  27. Neural Feature Selection for Learning to Rank

    Article • January 2021, Springer Science + Business Media

    Gian Antonio Susto

  28. Enhancing Scalability of Virtual Metrology: A Deep Learning-Based Approach for Domain Adaptation

    Article • December 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  29. Interpretable Anomaly Detection for Knowledge Discovery in Semiconductor Manufacturing

    Article • December 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  30. Gender stereotype reinforcement: Measuring the gender bias conveyed by ranking algorithms

    Article • Information Processing & Management, November 2020, Elsevier

    Gian Antonio Susto

  31. Proximal Deterministic Policy Gradient

    Article • October 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  32. Sensor Fusion and Machine Learning Techniques to Improve Water Cut Measurements Accuracy In Multiphase Application

    Article • October 2020, Society of Petroleum Engineers (SPE)

    Gian Antonio Susto

  33. Optimizing Microbiota Profiles for Athletes

    Article • Exercise and Sport Sciences Reviews, October 2020, Wolters Kluwer Health

    Gian Antonio Susto

  34. Self-Diagnosis of Multiphase Flow Meters through Machine Learning-Based Anomaly Detection

    Article • Energies, June 2020, MDPI AG

    Gian Antonio Susto

  35. Sparse Logistic Regression: Comparison of Regularization and Bayesian Implementations

    Article • Algorithms, June 2020, MDPI AG

    Gian Antonio Susto

  36. Directional adversarial training for cost sensitive deep learning classification applications

    Article • Engineering Applications of Artificial Intelligence, May 2020, Elsevier

    Gian Antonio Susto

  37. A Methodology for Efficient Dynamic Spatial Sampling and Reconstruction of Wafer Profiles

    Article • April 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  38. A Machine Learning-Based System for Self-Diagnosis Multiphase Flow Meters

    Article • January 2020, Society of Petroleum Engineers (SPE)

    Gian Antonio Susto

  39. Concluding Remarks

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  40. Hyperparameter Tuning of the Model for Hunger State Classification

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  41. Image Processing Features Extraction on Fish Behaviour

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  42. Induced Start Dynamic Sampling for Wafer Metrology Optimization

    Article • IEEE Transactions on Automation Science and Engineering, January 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  43. Introduction

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  44. Monitoring and Feeding Integration of Demand Feeder Systems

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  45. Time-Series Identification on Fish Feeding Behaviour

    Article • January 2020, Springer Science + Business Media

    Gian Antonio Susto

  46. β-Variational Classifiers Under Attack

    Article • IFAC-PapersOnLine, January 2020, Elsevier

    Gian Antonio Susto

  47. DeepVM: A Deep Learning-based approach with automatic feature extraction for 2D input data Virtual Metrology

    Article • Journal of Process Control, December 2019, Elsevier

    Gian Antonio Susto

  48. Laundry Fabric Classification in Vertical Axis Washing Machines Using Data-Driven Soft Sensors

    Article • Energies, October 2019, MDPI AG

    Gian Antonio Susto

  49. Detection of Insulin Pump Malfunctioning to Improve Safety in Artificial Pancreas Using Unsupervised Algorithms

    Article • Journal of Diabetes Science and Technology, October 2019, SAGE Publications

    Gian Antonio Susto

  50. Machine Learning-Based Soft Sensors for the Estimation of Laundry Moisture Content in Household Dryer Appliances

    Article • Energies, October 2019, MDPI AG

    Gian Antonio Susto

  51. Explainable Machine Learning in Industry 4.0: Evaluating Feature Importance in Anomaly Detection to Enable Root Cause Analysis

    Article • October 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  52. Probabilistic Word Embeddings in Neural IR

    Article • September 2019, ACM (Association for Computing Machinery)

    Gian Antonio Susto

  53. Hunger classification of Lates calcarifer by means of an automated feeder and image processing

    Article • Computers and Electronics in Agriculture, August 2019, Elsevier

    Gian Antonio Susto

  54. What are the Most Informative Data for Virtual Metrology? A use case on Multi-Stage Processes Fault Prediction

    Article • August 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  55. A Deep Learning-based Approach to Anomaly Detection with 2-Dimensional Data in Manufacturing

    Article • July 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  56. Robot kinematic structure classification from time series of visual data

    Article • June 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  57. Supervised Lexicon Extraction for Emotion Classification

    Article • May 2019, ACM (Association for Computing Machinery)

    Gian Antonio Susto

  58. A Machine Learning-based Soft Sensor for Laundry Load Fabric Typology Estimation in Household Washer-Dryers

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Gian Antonio Susto

  59. A Random Forest-based Approach for Hand Gesture Recognition with Wireless Wearable Motion Capture Sensors

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Gian Antonio Susto

  60. A deep learning approach for anomaly detection with industrial time series data: a refrigerators manufacturing case study

    Article • Procedia Manufacturing, January 2019, Elsevier

    Gian Antonio Susto

  61. Deep Learning-based Production Forecasting in Manufacturing: a Packaging Equipment Case Study

    Article • Procedia Manufacturing, January 2019, Elsevier

    Gian Antonio Susto

  62. Machine Learning approaches for Anomaly Detection in Multiphase Flow Meters

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Gian Antonio Susto

  63. Fault Detection in Artificial Pancreas: A Model-Free approach

    Article • December 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  64. A Methodology for Efficient Dynamic Spatial Sampling and Reconstruction of Wafer Profiles

    Article • IEEE Transactions on Automation Science and Engineering, October 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  65. A Fraud Detection Decision Support System via Human On-Line Behavior Characterization and Machine Learning

    Article • September 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  66. A Computer Vision-Inspired Deep Learning Architecture for Virtual Metrology Modeling With 2-Dimensional Data

    Article • IEEE Transactions on Semiconductor Manufacturing, August 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  67. A Soft Sensing Approach for Clothes Load Estimation in Consumer Washing Machines

    Article • August 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  68. Soft Sensors for Estimating Laundry Weight in Household Heat Pump Tumble Dryers

    Article • August 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  69. Machine Learning-based Laundry Weight Estimation for Vertical Axis Washing Machines

    Article • June 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  70. A hidden-Gamma model-based filtering and prediction approach for monotonic health factors in manufacturing

    Article • Control Engineering Practice, May 2018, Elsevier

    Gian Antonio Susto

  71. A machine learning approach for gesture recognition with a lensless smart sensor system

    Article • March 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  72. Time-Series Classification Methods: Review and Applications to Power Systems Data

    Article • January 2018, Elsevier

    Gian Antonio Susto

  73. A Convolutional Autoencoder Approach for Feature Extraction in Virtual Metrology

    Article • Procedia Manufacturing, January 2018, Elsevier

    Gian Antonio Susto

  74. A Dynamic Sampling Approach for Cost Reduction in Semiconductor Manufacturing

    Article • Procedia Manufacturing, January 2018, Elsevier

    Gian Antonio Susto

  75. Data-Driven Anomaly Recognition for Unsupervised Model-Free Fault Detection in Artificial Pancreas

    Article • IEEE Transactions on Control Systems Technology, January 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  76. On Optimising Spatial Sampling Plans for Wafer Profile Reconstruction ⁎ ⁎The second author gratefully acknowledges the financial support provided by Irish Manufacturing Research (IMR) for this research.

    Article • IFAC-PapersOnLine, January 2018, Elsevier

    Gian Antonio Susto

  77. WS4ABSA: An NMF-Based Weakly-Supervised Approach for Aspect-Based Sentiment Analysis with Application to Online Reviews

    Article • January 2018, Springer Science + Business Media

    Gian Antonio Susto

  78. Deep learning for virtual metrology: Modeling with optical emission spectroscopy data

    Article • September 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  79. A multivariate symbolic approach to activity recognition for wearable applications

    Article • IFAC-PapersOnLine, July 2017, Elsevier

    Gian Antonio Susto

  80. A dynamic sampling strategy based on confidence level of virtual metrology predictions

    Article • May 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  81. Anomaly Detection through on-line Isolation Forest: An application to plasma etching

    Article • May 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  82. A Dynamic Sampling strategy based on confidence level of Virtual Metrology predictions

    Article • May 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  83. Anomaly detection through on-line isolation Forest: An application to plasma etching

    Article • May 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  84. Anomaly Detection Approaches for Semiconductor Manufacturing

    Article • Procedia Manufacturing, January 2017, Elsevier

    Gian Antonio Susto

  85. Dealing with time-series data in Predictive Maintenance problems

    Article • September 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  86. Supervised Aggregative Feature Extraction for Big Data Time Series Regression

    Article • IEEE Transactions on Industrial Informatics, June 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  87. A parsimonious approach for activity recognition with wearable devices: An application to cross-country skiing

    Article • June 2016, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  88. Home Automation Oriented Gesture Classification From Inertial Measurements

    Article • IEEE Transactions on Automation Science and Engineering, October 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  89. Slow release drug dissolution profile prediction in pharmaceutical manufacturing: A multivariate and machine learning approach

    Article • August 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  90. Machine Learning for Predictive Maintenance: A Multiple Classifier Approach

    Article • IEEE Transactions on Industrial Informatics, June 2015, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  91. Multi-step virtual metrology for semiconductor manufacturing: A multilevel and regularization methods-based approach

    Article • Computers & Operations Research, January 2015, Elsevier

    Gian Antonio Susto

  92. A machine learning based approach for gesture recognition from inertial measurements

    Article • December 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  93. An adaptive machine learning decision system for flexible predictive maintenance

    Article • August 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  94. Insight extraction for semiconductor manufacturing processes

    Article • August 2014, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  95. Root Cause Analysis by a Combined Sparse Classification and Monte Carlo Approach

    Article • IFAC Proceedings Volumes, January 2014, Elsevier

    Gian Antonio Susto

  96. Prediction of integral type failures in semiconductor manufacturing through classification methods

    Article • September 2013, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  97. A predictive maintenance system for integral type faults based on support vector machines: An application to ion implantation

    Article • August 2013, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  98. Virtual metrology enabled early stage prediction for enhanced control of multi-stage fabrication processes

    Article • August 2013, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  99. Learning from time series: Supervised Aggregative Feature Extraction

    Article • December 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  100. A Predictive Maintenance System for Epitaxy Processes Based on Filtering and Prediction Techniques

    Article • IEEE Transactions on Semiconductor Manufacturing, November 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  101. Least angle regression for semiconductor manufacturing modeling

    Article • October 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  102. A virtual metrology system based on least angle regression and statistical clustering

    Article • Applied Stochastic Models in Business and Industry, September 2012, Wiley

    Gian Antonio Susto

  103. An information-theory and Virtual Metrology-based approach to Run-to-Run semiconductor manufacturing control

    Article • August 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  104. Multistep virtual metrology approaches for semiconductor manufacturing processes

    Article • August 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  105. A predictive maintenance system based on regularization methods for ion-implantation

    Article • May 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  106. Optimal tuning of epitaxy pyrometers

    Article • May 2012, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  107. A Virtual Metrology system for predicting CVD thickness with equipment variables and qualitative clustering

    Article • September 2011, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  108. A Predictive Maintenance System for Silicon Epitaxial Deposition

    Article • August 2011, Institute of Electrical & Electronics Engineers (IEEE)

    Gian Antonio Susto

  109. Control of PDE–ODE cascades with Neumann interconnections

    Article • Journal of the Franklin Institute, February 2010, Elsevier

    Gian Antonio Susto