Data Science Group – Politecnico di Milano

Publications

 

PATENTS

D. Braga, M. Brambilla, A. Campi, S. Ceri, E. Della Valle, P. Fraternali, D. Martinenghi, M. Tagliasacchi, Methods for Extracting, Merging, and Ranking Search Engine Results (Patent No US 8,180,768 B2, May 2012).

S. Ceri, A. Bozzon, M. Brambilla, Method and System of Management of Queries for Crowd Searching (Patent No US 8,825,701 B2, Sept. 2014).

BOOKS

S. Ceri, M. Brambilla (eds.): Search Computing: Challenges and Directions, Springer-Verlag LNCS 5960, 2010.

S. Ceri, M. Brambilla (eds.): Search Computing: Trends and Developments, Springer-Verlag LNCS 6585, 2011.

S. Ceri, M. Brambilla (eds.): Search Computing: Structured Integration of Web Data Sources, Springer-Verlag, LNCS 7538, November 2012.

S. Ceri, A. Bozzon, M. Brambilla, E. Della Valle, P. Fraternali, S. Quarteroni: Information Retrieval for the Web, Springer-Verlag, DCSA Series, 2013.

B. Banerjee, S. Ceri (eds): Creating Innovation Leaders, Springer-Verlag, Innovation Series, 2016.

PAPERS

Data Science

 

Marco Brambilla, Stefano Ceri, Emanuele Della Valle, Riccardo Volonterio, Felix Xavier Acero Salazar:
Extracting Emerging Knowledge from Social Media. WWW 2017: 795-804

Marco Brambilla, Stefano Ceri, Florian Daniel, Gianmarco Donetti:
Spatial Analysis of Social Media Response to Live Events: The Case of the Milano Fashion Week. WWW (Companion Volume) 2017: 1457-1462

Carlo Bernaschina, Marco Brambilla, Andrea Mauri, Eric Umuhoza:
A Big Data Analysis Framework for Model-Based Web User Behavior Analytics. ICWE 2017: 98-114

Marco Brambilla, Stefano Ceri, Florian Daniel, Gianmarco Donetti:
Temporal Analysis of Social Media Response to Live Events: The Milano Fashion Week. ICWE 2017: 134-150

Carlo Bernaschina, Marco Brambilla, Thanas Koka, Andrea Mauri, Eric Umuhoza:
Integrating Modeling Languages and Web Logs for Enhanced User Behavior Analytics. WWW (Companion Volume) 2017: 171-175

Andrea Caielli, Marco Brambilla, Stefano Ceri, and Florian Daniel:
Harvesting Knowledge from Social Networks: Extracting Typed Relationships among Entities. SoWeMine Workshop at ICWE 2017

Jordi Cabot, Robert Clarisó, Marco Brambilla, Sébastien Gerard:
A Vision towards the Cognification of Model-driven Software Engineering. GrandMDE workshop at STAF 2017

Marco Brambilla, Emanuele Della Valle, Andrea Mauri, Riccardo Tommasini:
Instrumenting Continuous Knowledge Extraction, Sharing, and Benchmarking. Enabling Decentralised Scholarly Communication workshop at ESWC 2017

Marco Brambilla, Stefano Ceri, Florian Daniel, Emanuele Della Valle:
On the quest for changing knowledge. DDI Workshop at Web Science 2016: 3:1-3:5

Michela Arnaboldi, Marco Brambilla, Beatrice Cassottana, Paolo Ciuccarelli, Simone Vantini:
How Twitter reveals Cities within Cities. Social Media and Society 2016: 13:1-13:11. http://socialmediaandsociety.org/

Marco Brambilla, Stefano Ceri, Chiara Leonardi, Andrea Mauri, Riccardo Volonterio:
Modeling and Analyzing Engagement in Social Network Challenges. WISE 2016: 140-154

Michela Arnaboldi, Marco Brambilla, Beatrice Cassottana, Paolo Ciuccarelli, Davide Ripamonti, Simone Vantini, Riccardo Volonterio:
Studying Multicultural Diversity of Cities and Neighborhoods through Social Media Language Detection. CitiLab Workshop at ICWSM 2016

Andrea Mauri, Jean-Paul Calbimonte, Daniele Dell’Aglio, Marco Balduini, Marco Brambilla, Emanuele Della Valle, Karl Aberer:
TripleWave: Spreading RDF Streams on the Web. International Semantic Web Conference (ISWC) 2016: 140-149

Crowdsearching

Marco Brambilla, Stefano Ceri, Andrea Mauri, Riccardo Volonterio: Adaptive and Interoperable Crowdsourcing. IEEE Internet Computing 19(5): 36-44, 2015.

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Andrea Mauri, Riccardo Volonterio: Designing Complex Crowdsourcing Applications Covering Multiple Platforms and Tasks. J. Web Eng. 14(5&6): 443-473, 2015.

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Andrea Mauri, Riccardo Volonterio. 2014. Pattern-Based Specification of Crowdsourcing Applications. In Proceedings of the 14th International Conference of Web Engineering (ICWE 2014), 218 – 235

Marco Brambilla, Stefano Ceri, Andrea Mauri, Riccardo Volonterio. 2014. Community-based Crowdsourcing. In The 2nd International Workshop on the Theory and Practice of Social Machines. Proceedings of the 23nd International Conference on World Wide Web (Companion Volume).

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Andrea Mauri. 2013. Reactive Crowdsourcing. In Proceedings of the 22nd International Conference on World Wide Web (WWW 2013).

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Matteo Silvestri, Giuliano Vesci. 2013. Choosing the right crowd: expert finding in social networks. In Proceedings of 16th International Conference on Extending Database Technology (EDBT 2013). ACM, USA, 637-648.

Alessandro Bozzon, Marco Brambilla, and Stefano Ceri. 2012. Answering search queries with CrowdSearcher. In Proceedings of the 21st international conference on World Wide Web (WWW ’12). ACM, New York, NY, USA, 1009-1018.

Alessandro Bozzon, Marco Brambilla, Andrea Mauri. 2012. A Model-Driven Approach for Crowdsourcing Search. In Proceedings of the 1st Workshop on Crowdsourcing Web Search (CrowdSearch 2012). 31-35.

Big Data and Data Streams

Marco Scavuzzo, Elisabetta Di Nitto, Stefano Ceri: Interoperable Data Migration between NoSQL Columnar Databases. EDOC Workshops, 154-162, 2014.

Emanuele Della Valle, Stefan Schlobach, Markus Krötzsch, Alessandro Bozzon, Stefano Ceri, Ian Horrocks: Order matters! Harnessing a world of orderings for reasoning over massive data. J. Semantic Web 4(2): 219-231, 2013.

Stefano Ceri, Themis Palpanas, Emanuele Della Valle, Dino Pedreschi, Johann-Christoph Freytag, Roberto Trasarti: Towards mega-modeling: a walk through data analysis experiences. SIGMOD Record 42(3): 19-27, 2013.

Stefano Ceri, Emanuele Della Valle, Dino Pedreschi, Roberto Trasarti: Mega-modeling for Big Data Analytics. ER 2012: 1-15

Emanuele Della Valle, Stefano Ceri: Querying the Semantic Web: SPARQL. Handbook of Semantic Web Technologies 2011: 299-363

Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, Emanuele Della Valle, Yi Huang, Volker Tresp, Achim Rettinger, Hendrik Wermser: Deductive and Inductive Stream Reasoning for Semantic Social Media Analytics. IEEE Intelligent Systems 25(6): 32-41 (2010)

Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, Emanuele Della Valle, Michael Grossniklaus: C-SPARQL: a Continuous Query Language for RDF Data Streams. Int. J. Semantic Computing 4(1): 3-25 (2010)

Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, Emanuele Della Valle, Michael Grossniklaus: Querying RDF streams with C-SPARQL. SIGMOD Record 39(1): 20-26 (2010)

Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, Michael Grossniklaus:
An execution environment for C-SPARQL queries. EDBT 2010: 441-452

Davide Francesco Barbieri, Daniele Braga, Stefano Ceri, Emanuele Della Valle, Michael Grossniklaus:
Incremental Reasoning on Streams and Rich Background Knowledge. ESWC (1) 2010: 1-15

Search Computing

Stefano Ceri, Alessandro Bozzon, Marco Brambilla, Emanuele Della Valle, Piero Fraternali: Web Information Retrieval. Data-Centric Systems and Applications, Springer ISBN 978-3-642-39313-6, pp. I-XIV, 1-284, 2013.

Silvia Quarteroni, Marco Brambilla, Stefano Ceri: A bottom-up, knowledge-aware approach to integrating and querying web data services. ACM-TWEB 7(4): 19, 2013.

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Davide Mazza: Exploratory search framework for Web data sources. J. VLDB, 22(5): 641-663, 2013.

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Silvia Quarteroni: A Framework for Integrating, Exploring, and Searching Location-Based Web Data. IEEE Internet Computing 15(6): 24-31, 2011.

Alessandro Bozzon, Marco Brambilla, Stefano Ceri, Piero Fraternali: Liquid query: multi-domain exploratory search on the web. World Wide Web, 161-170, 2010.

see also: http://www.search-computing.it/publications

Genomics

Ceri S, Masseroli M, Weitschek E, eds. Genomic big data management, modeling and computing. Special Session at the Int. Conf. on Intelligent Systems for Molecular Biology (ISMB), July 8-12, 2016; Orlando, FL. (Accepted)

Ceri S, Kaitoua A, Masseroli M, Pinoli P, Venco F. Data management for next generation genomic computing. In: Proceedings of the 19th International Conference on Extending Database Technology / 19th International Conference on Database Theory, EDBT/ICDT 2016 Joint Conference, March 15-18, 2016; Bordeaux, FR. 2016. p. 1-6.

Canakoglu A, Ceri S, Masseroli M. Biomolecular annotation integration and querying to help unveiling new biomedical knowledge. In: Rojas I, Ortuño F, editors. Proceedings of the 4th International Work-Conference on Bioinformatics and Biomedical Engineering (WBBIO 2016), April 20-22, 2016; Granada, SP. 2016. p. 1-12.

Ceri S, Kaitoua A, Pinoli P, Masseroli M. Genomic data modeling for interoperability and next generation genomic data management. In: Rojas I, Ortuño F, editors. Proceedings of the 4th International Work-Conference on Bioinformatics and Biomedical Engineering (WBBIO 2016), April 20-22, 2016; Granada, SP. 2016. p. 1-4.

F. Cumbo, G. Fiscon, M. Masseroli, S. Ceri, E. Weitschek: TCGA2BED: extracting, extending, integrating, and querying The Cancer Genome Atlas. BMC Bioinformatics (submitted), 2016.

Michele Bertoni, Stefano Ceri, Abdulrahman Kaitoua, Pietro Pinoli: Evaluating cloud frameworks on genomic applications. Big Data 2015: 193-202

Domeniconi G, Masseroli M, Moro G, Pinoli P. Cross-organism learning method to discover new gene functionalities. Computer Methods and Programs in Biomedicine 2015 (in stampa).

Fernandez JD, Lenzerini M, Ceri S, Masseroli M, Venco F. Ontology-based search of genomic metadata. IEEE/ACM Transactions on Computational Biology and Bioinformatics 2015 (in stampa). DOI: 10.1109/TCBB.2015.2495179

Masseroli M, Canakoglu A, Ceri S. Integration and querying of genomic and proteomic semantic annotations for biomedical knowledge extraction. IEEE/ACM Transactions on Computational Biology and Bioinformatics 2015 (in stampa). DOI: 10.1109/TCBB.2015.2453944

Masseroli M, Canakoglu A, Quigliatti M. Detection of gene annotations and protein-protein interaction associated disorders through transitive relationships between integrated annotations. BMC Genomics 2015; 16(Suppl 6):S5, p. 1-16.

Jalili V, Matteucci M, Masseroli M, Morelli MJ. Using combined evidence from replicates to evaluate ChIP-seq peaks. Bioinformatics 2015; 31(17): 2761-2769. DOI: 10.1093/bioinformatics/btv293

Pinoli P, Chicco D, Masseroli M. Computational algorithms to predict Gene Ontology annotations. BMC Bioinformatics 2015; 16(Suppl 6): S4, p. 1-15.

Masseroli M, Pinoli P, Venco F, Kaitoua A, Jalili V, Palluzzi F, Muller H, Ceri S. GenoMetric Query Language: A novel approach to large-scale genomic data management. Bioinformatics 2015; 31(12): 1881-1888. DOI: 10.1093/bioinformatics/btv048

Domeniconi G, Masseroli M, Moro G, Pinoli P. Random perturbations and term weighted Gene Ontology annotations for discovering gene unknown functionalities. In: Fred A, Dietz J, Aveiro D, Liu K, Filipe J, editors. Knowledge Discovery, Knowledge Engineering and Knowledge Management. ISBN 978-3-662-46548-6. Heidelberg, D: Springer; 2015. p. 181-197. Communications in Computer and Information Science; vol 553.

Chicco D, Masseroli M. Validation procedures for predicted Gene Ontology annotations. In: Angelini C, Decarli A, Bongcam-Rudloff E, editors. Proceedings of the 12th International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, CIBB 2015, Sep 10-12, 2015; Napoli, IT. Salerno, IT: Università di Salerno; 2015. p. 1-6. Proceedings of CIBB; vol. 12.

G. Domeniconi, M. Masseroli, G. Moro, P.Pinoli. Discovering new gene functionalities from random perturbations of known gene ontological annotations. In: Fred A, Filipe J, editors. Proceedings of the 6th International Conference on Knowledge Discovery and Information Retrieval – KDIR 2014, Oct 21-24, 2014; Roma, IT. ISBN 978-989-758-048-2. Lisbon, PT: SCITEPRESS – Science and Technology Publications; 2014. p. 107-116.

Vaskin Y, Masseroli M, Pinoli P, Venco F, Kaitoua A, Jalili V, Palluzzi F, Muller H, Ceri S. GMQL Services – generic, easy-to-use infrastructure for genomic data retrieval and processing. In: Milanesi L, Mauri G, Masseroli M, editors. BITS 2015: 12th Annual Meeting of the Bioinformatics Italian Society; Jun 3-5, 2015; Milano, IT. Roma, IT: BITS; 2015. p. 255-256.

Cumbo F, Fiscon G, Ceri S, Masseroli M, Weitschek E. The Cancer Genome Atlas data querying tool. In: Milanesi L, Mauri G, Masseroli M, editors. BITS 2015: 12th Annual Meeting of the Bioinformatics Italian Society; Jun 3-5, 2015; Milano, IT. Roma, IT: BITS; 2015. p. 120-121.

Palluzzi F, Masseroli M, Pinoli P, Venco F, Kaitoua A, Jalili V, Muller H, Ceri S. GenoMetric Query Language applications to the integrative evaluation of heterogeneous genomic data. In: Milanesi L, Mauri G, Masseroli M, editors. BITS 2015: 12th Annual Meeting of the Bioinformatics Italian Society; Jun 3-5, 2015; Milano, IT. Roma, IT: BITS; 2015. p. 57-58.

Jalili V, Matteucci M, Masseroli M, Morelli M. Using replicates to evaluate ChIP-seq peaks. In: Helmer-Citterich M, Pizzi E, Tramontano A, editors. BITS 2014: 11th Annual Meeting of the Bioinformatics Italian Society; Feb 26-28, 2014; Roma, IT. Roma, IT: BITS; 2014. NGS-GTN23. p. 150-151.

Palluzzi F, Canakoglu A, Chicco D, Ceri S, Masseroli M. Bio-SeCo & GPDW: Bio Search Computing & Genomic and Proteomic Data Warehouse. In: Masseroli M, Milanesi L, editors. 1° Bioinformatics, Computational Biology and System Biology Lombardy Day (BioLom 2013); November 27, 2013; Milan, IT. Milan, IT: Politecnico di Milano; 2013. p. 10.

Ceri S, Masseroli M. Disclosing genome properties with Genometric Query Language. In: Masseroli M, Milanesi L, editors. 1° Bioinformatics, Computational Biology and System Biology Lombardy Day (BioLom 2013); November 27, 2013; Milan, IT. Milan, IT: Politecnico di Milano; 2013. p. 8-9.

Palluzzi F, Venco F, Dahal S, Masseroli M, Ceri S. Integration oriented modelling of Next Generation Sequencing data. In: Fogolari F, Policriti A, editors. BITS 2013: 10th Annual Meeting of the Bioinformatics Italian Society; May 21-23, 2013; Udine, IT. Udine, IT: IGA; 2013. p. 79.