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  1. Ansatte

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English

Massimiliano Ruocco

Last ned pressefoto
Last ned pressefoto
Foto:

Massimiliano Ruocco

Førsteamanuensis
Institutt for datateknologi og informatikk
Fakultet for informasjonsteknologi og elektroteknikk

massimiliano.ruocco@ntnu.no
73595129 99104568 IT-bygget, 261, Gløshaugen, Sem Sælands vei 9
Google Scholar
Om Publikasjoner Undervisning Formidling

Om

Kompetanseord

  • Aktiv læring
  • Applied Artificial Intelligence
  • Artificial Intelligence
  • Dybdelæring
  • Few shot learning
  • Maskinlæring

Publikasjoner

  • Kronologisk
  • Etter kategori
  • Alle publikasjoner i Nasjonalt vitenarkiv (NVA)

2025

  • Aftab, Sofia; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2025) Improving Top-N Recommendations: Leveraging Pair-Wise Deep Learning Methods and Evaluation Metrics Contextual modeling, Pair-wise loss functions and Metric enhancement. NTNU Norges teknisk-naturvitenskapelige universitet NTNU Norges teknisk-naturvitenskapelige universitet
    Doktorgradsavhandling
  • Thiry, Zachari; Ruocco, Massimiliano; Nocente, Alessandro; Oksavik, Odne Andreas. (2025) The RICO dataset: A multivariate HVAC indoors and outdoors time-series dataset. Data in Brief
    Vitenskapelig artikkel
  • Spitieris, Michail; Ruocco, Massimiliano; Murad, Abdulmajid Abdullah Yahya; Nocente, Alessandro. (2025) PIGPVAE: physics-informed gaussian process variational autoencoders. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel

2024

  • Thiry, Zachari; Ruocco, Massimiliano; Nocente, Alessandro; Spitieris, Michail. (2024) Enhancing Indoor Temperature Forecasting through Synthetic Data in Low-Data Regime.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Clemente, Alfredo; Giljarhus, Knut Erik Teigen; Oggiano, Luca; Ruocco, Massimiliano. (2024) Rapid pedestrian-level wind field prediction for early-stage design using Pareto-optimized convolutional neural networks. Computer-Aided Civil and Infrastructure Engineering
    Vitenskapelig artikkel
  • Kristoffersen, Simen; Nordby, Peter; Ruocco, Massimiliano; Malacarne, Sara; Ortiz, Pablo. (2024) SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks. arXiv.org
    Vitenskapelig artikkel
  • Aemmer, Zack; Sørbø, Sondre; Clemente, Alfredo; Ruocco, Massimiliano. (2024) Generalization strategies for improving bus travel time prediction across networks. Journal of Urban Management
    Vitenskapelig artikkel

2023

  • Haugsdal, Espen; Malacarne, Sara; Ruocco, Massimiliano. (2023) Circle Attention: Forecasting Network Traffic by Learning Interpretable Spatial Relationships from Intersecting Circles.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Sørbø, Sondre; Ruocco, Massimiliano. (2023) Navigating the metric maze: a taxonomy of evaluation metrics for anomaly detection in time series. Data mining and knowledge discovery
    Vitenskapelig artikkel
  • Haugsdal, Espen; Aune, Erlend; Ruocco, Massimiliano. (2023) Persistence Initialization: a novel adaptation of the Transformer architecture for time series forecasting. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Aftab, Sofia; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2023) Deep Contextual Grid Triplet Network for Context-Aware Recommendation. IEEE Access
    Vitenskapelig artikkel
  • Clemente, Alfredo; Nocente, Alessandro; Ruocco, Massimiliano. (2023) Global Transformer Architecture for Indoor Room Temperature Forecasting. Journal of Physics: Conference Series (JPCS)
    Vitenskapelig artikkel

2019

  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Springer
    Vitenskapelig antologi/Konferanseserie
  • Vassøy, Bjørnar; Ruocco, Massimiliano; Silva, Eliezer de Souza da; Aune, Erlend. (2019) Time is of the essence: A joint Hierarchical RNN and Point Process model for time and item predictions.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Springer
    Vitenskapelig antologi/Konferanseserie
  • Phan, Johan; Ruocco, Massimiliano; Scibilia, Francesco. (2019) Dual active sampling on batch-incremental active learning. Communications in Computer and Information Science (CCIS)
    Vitenskapelig artikkel

2018

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

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)
    Vitenskapelig antologi/Konferanseserie

2015

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

2014

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

2013

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

2012

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2012) Exploratory Analysis on Heterogeneous Tag-Point Patterns for Ranking and Extracting Hot-Spot Related Tags.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Ruocco, Massimiliano. (2012) Context-aware image semantic extraction in the social web.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

2011

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

2010

  • Ruocco, Massimiliano; Ramampiaro, Heri. (2010) Event Clusters Detection on Flickr Images using a Suffix-Tree Structure.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

Tidsskriftspublikasjoner

  • Thiry, Zachari; Ruocco, Massimiliano; Nocente, Alessandro; Oksavik, Odne Andreas. (2025) The RICO dataset: A multivariate HVAC indoors and outdoors time-series dataset. Data in Brief
    Vitenskapelig artikkel
  • Spitieris, Michail; Ruocco, Massimiliano; Murad, Abdulmajid Abdullah Yahya; Nocente, Alessandro. (2025) PIGPVAE: physics-informed gaussian process variational autoencoders. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Clemente, Alfredo; Giljarhus, Knut Erik Teigen; Oggiano, Luca; Ruocco, Massimiliano. (2024) Rapid pedestrian-level wind field prediction for early-stage design using Pareto-optimized convolutional neural networks. Computer-Aided Civil and Infrastructure Engineering
    Vitenskapelig artikkel
  • Kristoffersen, Simen; Nordby, Peter; Ruocco, Massimiliano; Malacarne, Sara; Ortiz, Pablo. (2024) SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks. arXiv.org
    Vitenskapelig artikkel
  • Aemmer, Zack; Sørbø, Sondre; Clemente, Alfredo; Ruocco, Massimiliano. (2024) Generalization strategies for improving bus travel time prediction across networks. Journal of Urban Management
    Vitenskapelig artikkel
  • Sørbø, Sondre; Ruocco, Massimiliano. (2023) Navigating the metric maze: a taxonomy of evaluation metrics for anomaly detection in time series. Data mining and knowledge discovery
    Vitenskapelig artikkel
  • Haugsdal, Espen; Aune, Erlend; Ruocco, Massimiliano. (2023) Persistence Initialization: a novel adaptation of the Transformer architecture for time series forecasting. Applied Intelligence - The International Journal of Research on Intelligent Systems for Real Life Complex Problems
    Vitenskapelig artikkel
  • Aftab, Sofia; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2023) Deep Contextual Grid Triplet Network for Context-Aware Recommendation. IEEE Access
    Vitenskapelig artikkel
  • Clemente, Alfredo; Nocente, Alessandro; Ruocco, Massimiliano. (2023) Global Transformer Architecture for Indoor Room Temperature Forecasting. Journal of Physics: Conference Series (JPCS)
    Vitenskapelig artikkel
  • Phan, Johan; Ruocco, Massimiliano; Scibilia, Francesco. (2019) Dual active sampling on batch-incremental active learning. Communications in Computer and Information Science (CCIS)
    Vitenskapelig artikkel
  • Agarwal, Basant; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2018) A deep network model for paraphrase detection in short text messages. Information Processing & Management
    Vitenskapelig artikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2015) Geo-Temporal Distribution of Tag Terms for Event-Related Image Retrieval. Information Processing & Management
    Vitenskapelig artikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2014) A scalable algorithm for extraction and clustering of event-related pictures. Multimedia Tools and Applications
    Vitenskapelig artikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Event-Related Image Retrieval: Exploring Geographical and Temporal Distribution of User Tags. International Journal of Multimedia Information Retrieval
    Vitenskapelig artikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2013) Exploring Temporal Proximity and Spatial Distribution of Terms in Web-based Search of Event-Related Images. ACM Hypertext Proceedings
    Vitenskapelig artikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2011) NTNU@MediaEval 2011 Social Event Detection Task (SED). CEUR Workshop Proceedings
    Vitenskapelig artikkel

Bøker

  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Springer
    Vitenskapelig antologi/Konferanseserie
  • Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Porc. of Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Springer
    Vitenskapelig antologi/Konferanseserie
  • 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)
    Vitenskapelig antologi/Konferanseserie

Del av bok/rapport

  • Thiry, Zachari; Ruocco, Massimiliano; Nocente, Alessandro; Spitieris, Michail. (2024) Enhancing Indoor Temperature Forecasting through Synthetic Data in Low-Data Regime.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Haugsdal, Espen; Malacarne, Sara; Ruocco, Massimiliano. (2023) Circle Attention: Forecasting Network Traffic by Learning Interpretable Spatial Relationships from Intersecting Circles.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Vassøy, Bjørnar; Ruocco, Massimiliano; Silva, Eliezer de Souza da; Aune, Erlend. (2019) Time is of the essence: A joint Hierarchical RNN and Point Process model for time and item predictions.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2012) Exploratory Analysis on Heterogeneous Tag-Point Patterns for Ranking and Extracting Hot-Spot Related Tags.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Ruocco, Massimiliano. (2012) Context-aware image semantic extraction in the social web.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
  • Ruocco, Massimiliano; Ramampiaro, Heri. (2010) Event Clusters Detection on Flickr Images using a Suffix-Tree Structure.
    Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

Rapport

  • Aftab, Sofia; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2025) Improving Top-N Recommendations: Leveraging Pair-Wise Deep Learning Methods and Evaluation Metrics Contextual modeling, Pair-wise loss functions and Metric enhancement. NTNU Norges teknisk-naturvitenskapelige universitet NTNU Norges teknisk-naturvitenskapelige universitet
    Doktorgradsavhandling

Undervisning

Emner

  • IT3105 - Kunstig intelligens programmering
  • TDT4136 - Introduksjon til kunstig intelligens

Formidling

2021

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

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