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
  Doctoral dissertation
• 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
  Academic article
• 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
  Academic article

2024

• Thiry, Zachari; Ruocco, Massimiliano; Nocente, Alessandro; Spitieris, Michail. (2024) Enhancing Indoor Temperature Forecasting through Synthetic Data in Low-Data Regime.
  Academic chapter/article/Conference paper
• 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
  Academic article
• 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
  Academic article
• Aemmer, Zack; Sørbø, Sondre; Clemente, Alfredo; Ruocco, Massimiliano. (2024) Generalization strategies for improving bus travel time prediction across networks. Journal of Urban Management
  Academic article

2023

• Haugsdal, Espen; Malacarne, Sara; Ruocco, Massimiliano. (2023) Circle Attention: Forecasting Network Traffic by Learning Interpretable Spatial Relationships from Intersecting Circles.
  Academic chapter/article/Conference paper
• 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
  Academic article
• 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
  Academic article
• Aftab, Sofia; Ramampiaro, Heri; Langseth, Helge; Ruocco, Massimiliano. (2023) Deep Contextual Grid Triplet Network for Context-Aware Recommendation. IEEE Access
  Academic article
• Clemente, Alfredo; Nocente, Alessandro; Ruocco, Massimiliano. (2023) Global Transformer Architecture for Indoor Room Temperature Forecasting. Journal of Physics: Conference Series (JPCS)
  Academic article

2019

• Bach, Kerstin; Ruocco, Massimiliano. (2019) Nordic Artificial Intelligence Research and Development: Third Symposium of the Norwegian AI Society, NAIS 2019. Springer Springer
  Academic anthology/Conference proceedings
• 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.
  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 Springer
  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

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) Event-Related Image Retrieval: Exploring Geographical and Temporal Distribution of User Tags. International Journal of Multimedia Information Retrieval
  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

2012

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