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Massimiliano Ruocco

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Massimiliano Ruocco

Adjunct Associate Professor
Department of Computer Science
Faculty of Information Technology and Electrical Engineering

massimiliano.ruocco@ntnu.no
+4773595129 +4799104568 IT-bygget, 261, Gløshaugen, Sem Sælands vei 9
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About Research Publications Outreach

About

Massimiliano is Adjunct Associate Professor at the Department of Computer Science, in the Data and Artificial Intelligent Group with a strong focus on Machine Learning and Artificial Intelligence. He has extensive expertise in deep neural networks, modern AI for time series analysis, active learning, and self-supervised learning. Massimiliano has applied his skills in various industries including energy, telecommunication, healthcare, and sports, and has experience in both hardcore machine learning as well as applied machine learning in real-world industrial cases.

Massimiliano has a deep understanding of the latest advancements in AI and is able to apply this knowledge to real-world applications. He has successfully managed projects in a variety of industries and is committed to using AI to solve complex problems and improve operations.

He is passionate about sharing his knowledge and expertise with others, and enjoys working with students to involve them in AI projects.

Current Projects:

  • ML4ITS - Machine Learning for Irregular Time Series (2021 - 2024) [Coordinator]
  • RICO -  Robust Intelligent Control (2022 - 2025) [WP Leader]
  • BARTIMAEUS - New Automatic Tool Replacement System with Intelligent Machine Vision Features for the Machining Industry (2021 -2025) [WPLeader]
  • LANDSKAPE -  Hybrid Physical-Based Deep Learning for Fast and Reliable Wind Flow Estimation (2021 -2023) [WP Leader and Scientific Coordinator]

Competencies

  • Active Learning
  • Applied Artificial Intelligence
  • Artificial Intelligence
  • Deep learning
  • Few shot learning
  • Machine learning

Research

Artifical Intelligence

Machine Learning

Deep Learning

Self-Supervised Learning

Time Series Analysis

Active Learning

Publications

  • Chronological
  • By category
  • See all publications in Cristin

2019

  • Vassøy, Bjørnar; Ruocco, Massimiliano; de Souza da Silva, Eliezer; Aune, Erlend. (2019) Time is of the essence: A joint Hierarchical RNN and Point Process model for time and item predictions. Association for Computing Machinery (ACM)
    Academic chapter/article/Conference paper
  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Communications in Computer and Information Science (CCIS) (1056)
    Academic anthology/Conference proceedings
  • Phan, Johan; Ruocco, Massimiliano; Scibilia, Francesco. (2019) Dual active sampling on batch-incremental active learning. Communications in Computer and Information Science (CCIS)
    Academic article
  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Communications in Computer and Information Science (CCIS) (1056)
    Academic anthology/Conference proceedings

2018

  • Agarwal, Basant; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2018) A deep network model for paraphrase detection in short text messages. Information Processing & Management
    Academic article

2017

  • Ruocco, Massimiliano; Skrede, Ole Steinar Lillestøl; Langseth, Helge. (2017) Inter-Session Modeling for Session-Based Recommendation. Association for Computing Machinery (ACM) Association for Computing Machinery (ACM)
    Academic anthology/Conference proceedings

2015

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2015) Geo-Temporal Distribution of Tag Terms for Event-Related Image Retrieval. Information Processing & Management
    Academic article

2014

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2014) A scalable algorithm for extraction and clustering of event-related pictures. Multimedia Tools and Applications
    Academic article

2013

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Exploring Temporal Proximity and Spatial Distribution of Terms in Web-based Search of Event-Related Images. ACM Hypertext Proceedings
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Event-Related Image Retrieval: Exploring Geographical and Temporal Distribution of User Tags. International Journal of Multimedia Information Retrieval
    Academic article

2012

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2012) Exploratory Analysis on Heterogeneous Tag-Point Patterns for Ranking and Extracting Hot-Spot Related Tags. ACM Publications
    Academic chapter/article/Conference paper
  • Ruocco, Massimiliano. (2012) Context-aware image semantic extraction in the social web. ACM Publications
    Academic chapter/article/Conference paper

2011

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2011) NTNU@MediaEval 2011 Social Event Detection Task (SED). CEUR Workshop Proceedings
    Academic article

2010

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2010) Event Clusters Detection on Flickr Images using a Suffix-Tree Structure. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper

Journal publications

  • Phan, Johan; Ruocco, Massimiliano; Scibilia, Francesco. (2019) Dual active sampling on batch-incremental active learning. Communications in Computer and Information Science (CCIS)
    Academic article
  • Agarwal, Basant; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2018) A deep network model for paraphrase detection in short text messages. Information Processing & Management
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2015) Geo-Temporal Distribution of Tag Terms for Event-Related Image Retrieval. Information Processing & Management
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2014) A scalable algorithm for extraction and clustering of event-related pictures. Multimedia Tools and Applications
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Exploring Temporal Proximity and Spatial Distribution of Terms in Web-based Search of Event-Related Images. ACM Hypertext Proceedings
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Event-Related Image Retrieval: Exploring Geographical and Temporal Distribution of User Tags. International Journal of Multimedia Information Retrieval
    Academic article
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2011) NTNU@MediaEval 2011 Social Event Detection Task (SED). CEUR Workshop Proceedings
    Academic article

Books

  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Communications in Computer and Information Science (CCIS) (1056)
    Academic anthology/Conference proceedings
  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Communications in Computer and Information Science (CCIS) (1056)
    Academic anthology/Conference proceedings
  • Ruocco, Massimiliano; Skrede, Ole Steinar Lillestøl; Langseth, Helge. (2017) Inter-Session Modeling for Session-Based Recommendation. Association for Computing Machinery (ACM) Association for Computing Machinery (ACM)
    Academic anthology/Conference proceedings

Part of book/report

  • Vassøy, Bjørnar; Ruocco, Massimiliano; de Souza da Silva, Eliezer; Aune, Erlend. (2019) Time is of the essence: A joint Hierarchical RNN and Point Process model for time and item predictions. Association for Computing Machinery (ACM)
    Academic chapter/article/Conference paper
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2012) Exploratory Analysis on Heterogeneous Tag-Point Patterns for Ranking and Extracting Hot-Spot Related Tags. ACM Publications
    Academic chapter/article/Conference paper
  • Ruocco, Massimiliano. (2012) Context-aware image semantic extraction in the social web. ACM Publications
    Academic chapter/article/Conference paper
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2010) Event Clusters Detection on Flickr Images using a Suffix-Tree Structure. IEEE (Institute of Electrical and Electronics Engineers)
    Academic chapter/article/Conference paper

Outreach

2021

  • Lecture
    Clauß, John; Ruocco, Massimiliano. (2021) Databygg-project and how we use machine learning to predict building energy use. Prosjekt Norge Prosjekt Norge Webinar 2021-11-25 -
  • Lecture
    Ruocco, Massimiliano; Malacarne, Sara. (2021) Generative Adversarial Networks for Anomaly Detection on Telco multivariate time series. Norwegian University of Science and Technology - NAIL - NORA Friday AI webinar , Trondheim 2021-11-12 - 2021-11-12

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