Networked Multimedia Information Systems Laboratory

Diego Marcheggiani

Post-doctoral Fellow

Past Members

Journal articles

1Esuli A., Marcheggiani D., Sebastiani F. An enhanced CRFs-based system for information extraction from radiology reports. In: Journal of Biomedical Informatics, vol. 46 (3) pp. 425 - 435. Elsevier, 2013.        

2Esuli A., Marcheggiani D., Sebastiani F. Extracting information from free-text mammography reports. In: ERCIM News, vol. 82 pp. 60 - 61. Ercim, 2010.  


1Berardi G., Esuli A., Marcheggiani D. Word Embeddings Go to Italy: A Comparison of Models and Training Datasets. In: IIR - 6th Italian Information Retrieval Workshop (Cagliari, Italy, 25-26 May 2015). Atti, article n. 11. Paolo Boldi, Reffaele Perego, Fabrizio Sebastiani (eds.). (CEUR Workshop Proceedings, vol. 1404)., 2015.     
2Jimenez Zafra S., Berardi G., Esuli A., Marcheggiani D., Martin-Valdivia M. T., Moreo Fernández A. A Multi-lingual Annotated Dataset for Aspect-Oriented Opinion Mining. In: EMNLP - Conference on Empirical Methods in Natural Language Processing (Lisbon, September 17-21 2015). Proceedings, pp. 2533 - 2538. The Association for Computational Linguistics, 2015.     

3Marcheggiani D., Thierry A. An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences. In: EMNLP - Conference on Empirical Methods in Natural Language Processing (Doha, Qatar, 25-29 /10 2014). Proceedings, pp. 898 - 906. Association for Computational Linguistics, 2014.     
4Marcheggiani D., Tackstrom O., Esuli A., Sebastiani F. Hierarchical multi-label conditional random fields for aspect-oriented opinion mining. In: ECIR 2014 - Advances in Information Retrieval. 36th European Conference on Information Retrieval (Amsterdam, The Netherlands, 13-16 April 2014). Proceedings, pp. 273 - 285. Maarten de Rijke, Tom Kenter, Arjen P. de Vries, ChengXiang Zhai, Franciska de Jong, Kira Radinsky, Katja Hofmann (eds.). (Lecture Notes in Computer Science, vol. 8416). Springer Verlag, 2014.        

5Berardi G., Esuli A., Marcheggiani D. ISTI@ TREC Microblog track 2012: real-time filtering through supervised learning. In: TREC 2012 - 21th Text Retrieval Conference (Gaithersburg, US, 6-9 Novembre 2012). Proceedings, article n. 29. NIST - National Institute of Standards and Technology, 2012.     
6Berardi G., Esuli A., Gordea S., Marcheggiani D., Sebastiani F. Metadata enrichment services for the Europeana digital library. In: TPDL 2012 - Theory and Practice of Digital Libraries. Second International Conference (Paphos, Cyprus, 23-27 September 2012). Proceedings, pp. 508 - 511. Panayiotis Zaphiris, George Buchanan, Edie Rasmussen, Fernando Loizides (eds.). (Lecture Notes in Computer Science, vol. 7489). Springer, 2012.        

7Berardi G., Esuli A., Marcheggiani D., Sebastiani F. ISTI @ TREC Microblog Track 2011: Exploring the Use of Hashtag Segmentation and Text Quality Ranking. In: TREC 2011 - 20th Text Retrieval Conference (Gaithersburg, US, November 15-18 2011). Proceedings, article n. 39. Ellen M. Voorhees and Lori P. Buckland (eds.). National Institute of Standards and Technology, USA, 2011.     

8Esuli A., Marcheggiani D., Sebastiani F. ISTI@SemEval-2 Task 8: boosting-based multiway relation classification. In: SEMEVAL'10 - 5th International Workshop on Semantic Evaluation (Uppsala, Sweden, 15-16 July 2010). Proceedings, pp. 218 - 221. Katrin Erk, Carlo Strapparava (eds.). Association for Computational Linguistics, 2010.  
9Esuli A., Marcheggiani D., Sebastiani F. Sentence-based active learning strategies for information extraction. In: IIR 2010 - 1st Italian Information Retrieval Workshop (Padova, IT, 27-28 January 2010). Atti, pp. 41 - 45. Massimo Melucci, Stefano Mizzaro, Gabriela Pasi (eds.). (CEUR Workshop Proceedings, vol. 560). RWTH Aachen University, 2010.  

Technical reports

1Bardi A., Candela L., Coro G., Dellepiane M., Esuli A., Gabrielli L., Gotta A., Lucchese C., Marcheggiani D., Nardini F. M., Palumbo F., Pietroni N., Rossetti G. ISTI Young Research Award 2015. Technical report, 2015.  

2Esuli A., Baccianella S., Marcheggiani D., Sebastiani F., Gordea S. ASSETS - Specification of ingestion services. Advanced Service Search and Enhancing Technological Solutions for the European Digital Library. Deliverable D.2.1.1, 2011.     


1Marcheggiani D. Beyond Linear Chain: A Journey through Conditional Random Fields for Information Extraction from Text. Dipartimento di Informatica, Universita' Ca Foscari, Venezia. Ph.D. Dissertation, 2014.  


1Marcheggiani D., Sebastiani F. Low-quality training data in information extraction. In: MLDAS 2015 - Machine Learning and Data Analytics Symposium (Doha, Qatar, 8-9 March 2015).   

2Marcheggiani D., Sebastiani F. On the effects of low-quality training data on information extraction from clinical reports. In: IIR 2014 - 5th Italian Information Retrieval Workshop (Roma, Italy, 20-21 January 2014).