PhD Thesis

F. Petroni:
"Mining at scale with latent factor models for matrix completion."
Sapienza University of Rome, 2016. [pdf][presentation]
 

Journal

A. Anagnostopoulos, F. Petroni, M. Sorella:
"Targeted interest-driven advertising in cities using Twitter." [pdf][bib]
In: Data Mining and Knowledge Discovery, Special Issue on Data Mining for Smart Cities, 2017. 
 
F. Petroni, L. Querzoni, R. Beraldi, M. Paolucci:
"Exploiting User Feedback for Online Filtering in Event-based Systems." [pdf][bib]
In: Future Generation Computer Systems (FGCS), 2017.
 
M. Del Vicario, A. Bessi, F. Zollo, F. Petroni, A. Scala, G. Caldarelli, H.E. Stanley, W. Quattrociocchi:
"The spreading of misinformation online." [pdf][bib]
Proceedings of the National Academy of Sciences (PNAS), 2016. 
 
F. Petroni, L. Querzoni, R. Beraldi, M. Paolucci:
"LCBM: Statistics-Based Parallel Collaborative Filtering." [pdf][bib
In: Journal of Systems and Software (JSS), 2016.
 
A. Bessi, F. Petroni, M. Del Vicario, F. Zollo, A. Anagnostopoulos, A. Scala, G. Caldarelli, W. Quattrociocchi:
"Homophily and polarization in the age of misinformation." [pdf][bib]
In: The European Physical Journal Special Topics (EPJ-Special Topics), 2016.
 

Conference 

F. Petroni, V. Plachouras, T. Nugent and J. L. Leidner:
"attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines."
In: Proceedings of the 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT), 2018. To appear. [source code]
 
V. Plachouras, F. Petroni, T. Nugent and J. L. Leidner:
"A Comparison of Two Paraphrase Models for Taxonomy Augmentation."
In: Proceedings of the 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT), 2018. To appear.
 
T. Nugent, F. Petroni, N. Raman, L. Carstens and J. L. Leidner:
"A Comparison of Classification Models for Natural Disaster and Critical Event Detection from News."
In: Workshop on Data Science for Emergency Management (DSEM), 2017. [pdf] [bib]
 
A. Bessi, F. Zollo, M. Del Vicario, A. Scala, F. Petroni, B. Gonçcalves, W. Quattrociocchi:
"Everyday the Same Picture: Popularity and Content Diversity." [pdf] [bib]
In: Workshop on Complex Networks (CompleNet), 2017.
 
A. Anagnostopoulos, F. Petroni, M. Sorella:
"Targeted Interest-Driven Advertising in Cities Using Twitter." [pdf][bib] 
In: Proceedings of the 10th International AIII Conference on Web and Social Media (ICWSM), 2016.
 
F. Petroni, L. Querzoni, R. Beraldi, M. Paolucci:
"Exploiting User Feedback for Online Filtering in Event-based Systems." [pdf][bib]
In: Proceedings of the 31st ACM/SIGAPP Symposium on Applied Computing (SAC), 2016.
 
F. Petroni, L. Querzoni, K. Daudjee, S. Kamali and G. Iacoboni:
"HDRF: Stream-Based Partitioning for Power-Law Graphs." [pdf][bib][presentation][source code]
In: Proceedings of the 24th ACM International Conference on Information and Knowledge Management (CIKM), 2015.
HDRF has been integrated in GraphLab PowerGraph!
 
F. Petroni, L. Del Corro and R. Gemulla:
"CORE: Context-Aware Open Relation Extraction with Factorization Machines." [pdf][bib] [presentation][source code]
In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2015. 
 
A. Bessi, F. Petroni, M. Del Vicario, F. Zollo, A. Anagnostopoulos, A. Scala, G. Caldarelli, W. Quattrociocchi:
"Viral Misinformation: The Role of Homophily and Polarization." [pdf] [bib]
In: Proceedings of the 24th International Conference on World Wide Web Companion (WWW Companion Volume), 2015.

F. Petroni and L. Querzoni:
"GASGD: Stochastic Gradient Descent for Distributed Asynchronous Matrix Completion via Graph Partitioning." [pdf] [bib] [presentation][source code][video]
In: Proceedings of the 8th ACM Conference on Recommender Systems (RecSys), 2014.
 
F. Petroni, L. Querzoni, R. Beraldi, M. Paolucci:
"LCBM: Statistics-Based Parallel Collaborative Filtering." [pdf] [bib] [presentation][source code]
In: Proceedings of the 17th International Conference on Business Information Systems (BIS), 2014.
 
F. Petroni and L. Querzoni:
"HSIENA: a hybrid publish/subscribe system." [pdf] [bib] [presentation][source code]
In: Proceedings of the 1st International Workshop on Dependable and Secure Computing for Large-scale Complex Critical Infrastructures (DESEC-LCCI), 2012.