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Data Mining Algorithms in Practice

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

On Additive Approximate Submodularity

Author(s): Chierichetti, Flavio; Dasgupta, Anirban; Kumar, Ravi
Published in: Issue 1, 2020
Publisher: Arxiv

Motivo (opens in new window)

Author(s): Marco Bressan, Stefano Leucci, Alessandro Panconesi
Published in: Proceedings of the VLDB Endowment, Issue 12/11, 2019, Page(s) 1651-1663, ISSN 2150-8097
Publisher: VLDB
DOI: 10.14778/3342263.3342640

Rumor Spreading and Conductance (opens in new window)

Author(s): Flavio Chierichetti, George Giakkoupis, Silvio Lattanzi, Alessandro Panconesi
Published in: Journal of the ACM, Issue 65/4, 2018, Page(s) 1-21, ISSN 0004-5411
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3173043

Motif Counting Beyond Five Nodes (opens in new window)

Author(s): Marco Bressan, Flavio Chierichetti, Ravi Kumar, Stefano Leucci, Alessandro Panconesi
Published in: ACM Transactions on Knowledge Discovery from Data, Issue 20/2, 2018, Page(s) 1-25, ISSN 1556-4681
Publisher: Special Interest Group on Computer Graphics, Association for Computing Machinery
DOI: 10.1145/3186586

Mallows Models for Top-k Lists

Author(s): Flavio Chierichetti, Anirban Dasgupta, Shahrzad Haddadan, Ravi Kumar, Silvio Lattanzi
Published in: Advances in Neural Information Processing Systems 31 (NeurIPS 2018), Issue 2018, 2018
Publisher: Edited by: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett

Asymptotic Behavior of Sequence Models (opens in new window)

Author(s): Flavio Chierichetti, Ravi Kumar, Andrew Tomkins
Published in: Proceedings of The Web Conference 2020, 2020, Page(s) 2824-2830, ISBN 9781450370233
Publisher: ACM
DOI: 10.1145/3366423.3380044

MaxHedge: Maximising a Maximum Online

Author(s): Stephen Pasteris, Fabio Vitale, Kevin Chan, Shiqiang Wang, Mark Herbster
Published in: "International Conference on Artificial Intelligence and Statistics, Apr 2019, Naha, Okinawa, Japan. ⟨10.11843⟩", Issue 3, 2019
Publisher: MLR

On Similarity Prediction and Pairwise Clustering

Author(s): S. Pasteris, Fabio Vitale, C. Gentile, M. Herbster
Published in: ALT 2018 - 29th International Conference on Algorithmic Learning Theory, Apr 2018, Lanzarote, Spain. 83, pp.1 - 28, 2018, Issue 10, 2019
Publisher: JMLR

Fair Clustering Through Fairlets

Author(s): Flavio Chierichetti, Ravi Kumar, Silvio Lattanzi, Sergei Vassilvitskii
Published in: Advances in Neural Information Processing Systems, Issue 30, 2017
Publisher: Curran Associates, Inc.

Discrete Choice, Permutations, and Reconstruction (opens in new window)

Author(s): Flavio Chierichetti, Ravi Kumar, Andrew Tomkins
Published in: SODA, 2018, Page(s) 576-586
Publisher: Society for Industrial and Applied Mathematics
DOI: 10.1137/1.9781611975031.38

On the Complexity of Sampling Vertices Uniformly from a Graph (opens in new window)

Author(s): Flavio Chierichetti, Shahrzad Haddadan
Published in: Proceedings of 45th International Colloquium on Automata, Languages, and Programming (ICALP 2018), Issue 2018, 2018
Publisher: Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik
DOI: 10.4230/LIPIcs.ICALP.2018.149

Learning a Mixture of Two Multinomial Logits

Author(s): Flavio Chierichetti, Ravi Kumar, Andrew Tomkins
Published in: ICML, 2018
Publisher: PMLR

The Distortion of Locality Sensitive Hashing (opens in new window)

Author(s): Flavio Chierichetti, Ravi Kumar, Alessandro Panconesi, Erisa Terolli
Published in: Proceedings of the 8th Innovations in Theoretical Computer Science Conference (ITCS 2017), Issue 2017, 2017
Publisher: Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik
DOI: 10.4230/LIPIcs.ITCS.2017.54

Songs of a Future Past - An Experimental Study of Online Persuaders

Author(s): Marzia Antenore, Alessandro Panconesi, Erisa Terolli
Published in: Proceedings of the International AAAI Conference on Web and Social Media, Issue 2018, 2018
Publisher: Association for the Advancement of Artificial Intelligence

Counting Graphlets - Space vs Time (opens in new window)

Author(s): Marco Bressan, Flavio Chierichetti, Ravi Kumar, Stefano Leucci, Alessandro Panconesi
Published in: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining - WSDM '17, 2017, Page(s) 557-566, ISBN 9781-450346757
Publisher: ACM Press
DOI: 10.1145/3018661.3018732

On Sampling Nodes in a Network (opens in new window)

Author(s): Flavio Chiericetti, Anirban Dasgupta, Ravi Kumar, Silvio Lattanzi, Tamás Sarlós
Published in: Proceedings of the 25th International Conference on World Wide Web - WWW '16, 2016, Page(s) 471-481, ISBN 9781-450341431
Publisher: ACM Press
DOI: 10.1145/2872427.2883045

The Limits of Popularity-Based Recommendations, and the Role of Social Ties (opens in new window)

Author(s): Marco Bressan, Stefano Leucci, Alessandro Panconesi, Prabhakar Raghavan, Erisa Terolli
Published in: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '16, 2016, Page(s) 745-754, ISBN 9781-450342322
Publisher: ACM Press
DOI: 10.1145/2939672.2939797

On the Power Laws of Language - Word Frequency Distributions (opens in new window)

Author(s): Flavio Chierichetti, Ravi Kumar, Bo Pang
Published in: Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval - SIGIR '17, 2017, Page(s) 385-394, ISBN 9781-450350228
Publisher: ACM Press
DOI: 10.1145/3077136.3080821

Algorithms for ℓp Low-Rank Approximation

Author(s): Flavio Chierichetti, Sreenivas Gollapudi, Ravi Kumar, Silvio Lattanzi, Rina Panigrahy, David P. Woodruff
Published in: Proceedings of the 34th International Conference on Machine Learning, Issue PMLR 70, 2017, Page(s) 806-814
Publisher: MLR Press

A Reduction for Efficient LDA Topic Reconstruction

Author(s): Matteo Almanza, Flavio Chierichetti, Alessandro Panconesi, Andrea Vattani
Published in: Advances in Neural Information Processing Systems 31 (NeurIPS 2018), Issue 2018, 2018
Publisher: Edited by: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett

Matroids, Matchings, and Fairness

Author(s): Flavio Chierichetti, Ravi Kumar, Silvio Lattanzi, Sergei Vassilvtiskii
Published in: Proceedings of Machine Learning Research, Issue 89, 2019, Page(s) 2212-2220
Publisher: MLR

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