Search

Your search keyword '"Ciucci, Davide"' showing total 986 results
Start Over Author "Ciucci, Davide"

Refine your results

more »

more »

more »

more »
986 results on '"Ciucci, Davide"'

2. Three-way Decisions with Evaluative Linguistic Expressions

Author

Boffa, Stefania and Ciucci, Davide

Subjects
Computer Science - Computation and Language
Abstract

We propose a linguistic interpretation of three-way decisions, where the regions of acceptance, rejection, and non-commitment are constructed by using the so-called evaluative linguistic expressions, which are expressions of natural language such as small, medium, very short, quite roughly strong, extremely good, etc. Our results highlight new connections between two different research areas: three-way decisions and the theory of evaluative linguistic expressions.

Published
2023

4. A Distributional Approach for Soft Clustering Comparison and Evaluation

Author

Campagner, Andrea, Ciucci, Davide, and Denœux, Thierry

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

The development of external evaluation criteria for soft clustering (SC) has received limited attention: existing methods do not provide a general approach to extend comparison measures to SC, and are unable to account for the uncertainty represented in the results of SC algorithms. In this article, we propose a general method to address these limitations, grounding on a novel interpretation of SC as distributions over hard clusterings, which we call \emph{distributional measures}. We provide an in-depth study of complexity- and metric-theoretic properties of the proposed approach, and we describe approximation techniques that can make the calculations tractable. Finally, we illustrate our approach through a simple but illustrative experiment., Comment: This is the extended version of article "A Distributional Approach for Soft Clustering Comparison and Evaluation", accepted at BELIEF 2022 (http://hebergement.universite-paris-saclay.fr/belief2022/). Please cite the proceedings version of the article

Published
2022

5. Responsible AI in Healthcare

Author

Cabitza, Federico, Ciucci, Davide, Pasi, Gabriella, and Viviani, Marco

Subjects
Computer Science - Computers and Society, Computer Science - Artificial Intelligence, Computer Science - Information Retrieval, Computer Science - Machine Learning
Abstract

This article discusses open problems, implemented solutions, and future research in the area of responsible AI in healthcare. In particular, we illustrate two main research themes related to the work of two laboratories within the Department of Informatics, Systems, and Communication at the University of Milano-Bicocca. The problems addressed concern, in particular, {uncertainty in medical data and machine advice}, and the problem of online health information disorder., Comment: 5 pages, 0 figures

Published
2022

8. Hexagons of Opposition in Linguistic Three-Way Decisions

Author

Boffa, Stefania, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Campagner, Andrea, editor, Urs Lenz, Oliver, editor, Xia, Shuyin, editor, Ślęzak, Dominik, editor, Wąs, Jarosław, editor, and Yao, JingTao, editor

Published
2023
Full Text
View/download PDF

9. Aggregation Operators on Shadowed Sets Deriving from Conditional Events and Consensus Operators

Author

Boffa, Stefania, Campagner, Andrea, Ciucci, Davide, Yao, Yiyu, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Campagner, Andrea, editor, Urs Lenz, Oliver, editor, Xia, Shuyin, editor, Ślęzak, Dominik, editor, Wąs, Jarosław, editor, and Yao, JingTao, editor

Published
2023
Full Text
View/download PDF

12. Rough-set Based Genetic Algorithms for Weakly Supervised Feature Selection

Author

Campagner, Andrea, Ciucci, Davide, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Ciucci, Davide, editor, Couso, Inés, editor, Medina, Jesús, editor, Ślęzak, Dominik, editor, Petturiti, Davide, editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2022
Full Text
View/download PDF

13. Comparing Hexagons of Opposition in Probabilistic Rough Set Theory

Author

Boffa, Stefania, Ciucci, Davide, Murinová, Petra, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Ciucci, Davide, editor, Couso, Inés, editor, Medina, Jesús, editor, Ślęzak, Dominik, editor, Petturiti, Davide, editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2022
Full Text
View/download PDF

19. Scikit-Weak: A Python Library for Weakly Supervised Machine Learning

Author

Campagner, Andrea, Lienen, Julian, Hüllermeier, Eyke, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yao, JingTao, editor, Fujita, Hamido, editor, Yue, Xiaodong, editor, Miao, Duoqian, editor, Grzymala-Busse, Jerzy, editor, and Li, Fanzhang, editor

Published
2022
Full Text
View/download PDF

20. Orthopartitions in Knowledge Representation and Machine Learning

Author

Ciucci, Davide, Boffa, Stefania, Campagner, Andrea, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yao, JingTao, editor, Fujita, Hamido, editor, Yue, Xiaodong, editor, Miao, Duoqian, editor, Grzymala-Busse, Jerzy, editor, and Li, Fanzhang, editor

Published
2022
Full Text
View/download PDF

21. A Correspondence Between Credal Partitions and Fuzzy Orthopartitions

Author

Boffa, Stefania, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Le Hégarat-Mascle, Sylvie, editor, Bloch, Isabelle, editor, and Aldea, Emanuel, editor

Published
2022
Full Text
View/download PDF

22. Feature Selection and Disambiguation in Learning from Fuzzy Labels Using Rough Sets

Author

Campagner, Andrea, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Ramanna, Sheela, editor, Cornelis, Chris, editor, and Ciucci, Davide, editor

Published
2021
Full Text
View/download PDF

23. Possibility Distributions Generated by Intuitionistic -Fuzzy Sets

Author

Boffa, Stefania, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Ramanna, Sheela, editor, Cornelis, Chris, editor, and Ciucci, Davide, editor

Published
2021
Full Text
View/download PDF

24. Three-Way Decision for Handling Uncertainty in Machine Learning: A Narrative Review

Author

Campagner, Andrea, Cabitza, Federico, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bello, Rafael, editor, Miao, Duoqian, editor, Falcon, Rafael, editor, Nakata, Michinori, editor, Rosete, Alejandro, editor, and Ciucci, Davide, editor

Published
2020
Full Text
View/download PDF

25. Approximate Reaction Systems Based on Rough Set Theory

Author

Campagner, Andrea, Ciucci, Davide, Dorigatti, Valentina, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bello, Rafael, editor, Miao, Duoqian, editor, Falcon, Rafael, editor, Nakata, Michinori, editor, Rosete, Alejandro, editor, and Ciucci, Davide, editor

Published
2020
Full Text
View/download PDF

30. A giant with feet of clay: on the validity of the data that feed machine learning in medicine

Author

Cabitza, Federico, Ciucci, Davide, and Rasoini, Raffaele

Subjects
Computer Science - Learning, Statistics - Machine Learning, 68Q32, I.2.6
Abstract

This paper considers the use of Machine Learning (ML) in medicine by focusing on the main problem that this computational approach has been aimed at solving or at least minimizing: uncertainty. To this aim, we point out how uncertainty is so ingrained in medicine that it biases also the representation of clinical phenomena, that is the very input of ML models, thus undermining the clinical significance of their output. Recognizing this can motivate both medical doctors, in taking more responsibility in the development and use of these decision aids, and the researchers, in pursuing different ways to assess the value of these systems. In so doing, both designers and users could take this intrinsic characteristic of medicine more seriously and consider alternative approaches that do not "sweep uncertainty under the rug" within an objectivist fiction, which everyone can come up by believing as true.

Published
2017

32. Three–Way Classification: Ambiguity and Abstention in Machine Learning

Author

Campagner, Andrea, Cabitza, Federico, Ciucci, Davide, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Mihálydeák, Tamás, editor, Min, Fan, editor, Wang, Guoyin, editor, Banerjee, Mohua, editor, Düntsch, Ivo, editor, Suraj, Zbigniew, editor, and Ciucci, Davide, editor

Published
2019
Full Text
View/download PDF

34. Feature Reduction in Superset Learning Using Rough Sets and Evidence Theory

Author

Campagner, Andrea, Ciucci, Davide, Hüllermeier, Eyke, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Lesot, Marie-Jeanne, editor, Vieira, Susana, editor, Reformat, Marek Z., editor, Carvalho, João Paulo, editor, Wilbik, Anna, editor, Bouchon-Meunier, Bernadette, editor, and Yager, Ronald R., editor

Published
2020
Full Text
View/download PDF

35. A Formal Learning Theory for Three-Way Clustering

Author

Campagner, Andrea, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Davis, Jesse, editor, and Tabia, Karim, editor

Published
2020
Full Text
View/download PDF

36. Ensemble Learning, Social Choice and Collective Intelligence : An Experimental Comparison of Aggregation Techniques

Author

Campagner, Andrea, Ciucci, Davide, Cabitza, Federico, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Torra, Vicenç, editor, Narukawa, Yasuo, editor, Nin, Jordi, editor, and Agell, Núria, editor

Published
2020
Full Text
View/download PDF

46. Fuzzification of Ordinal Classes. The Case of the HL7 Severity Grading

Author

Cabitza, Federico, Ciucci, Davide, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Ciucci, Davide, editor, Pasi, Gabriella, editor, and Vantaggi, Barbara, editor

Published
2018
Full Text
View/download PDF

47. A Giant with Feet of Clay: On the Validity of the Data that Feed Machine Learning in Medicine

Author

Cabitza, Federico, Ciucci, Davide, Rasoini, Raffaele, Spagnoletti, Paolo, Series Editor, De Marco, Marco, Series Editor, Pouloudi, Nancy, Series Editor, Te'eni, Dov, Series Editor, vom Brocke, Jan, Series Editor, Winter, Robert, Series Editor, Baskerville, Richard, Series Editor, Cabitza, Federico, editor, Batini, Carlo, editor, and Magni, Massimo, editor

Published
2019
Full Text
View/download PDF

48. New Frontiers in Explainable AI: Understanding the GI to Interpret the GO

Author

Cabitza, Federico, Campagner, Andrea, Ciucci, Davide, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Holzinger, Andreas, editor, Kieseberg, Peter, editor, Tjoa, A Min, editor, and Weippl, Edgar, editor

Published
2019
Full Text
View/download PDF

49. Programmed Inefficiencies in DSS-Supported Human Decision Making

Author

Cabitza, Federico, Campagner, Andrea, Ciucci, Davide, Seveso, Andrea, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Torra, Vicenç, editor, Narukawa, Yasuo, editor, Pasi, Gabriella, editor, and Viviani, Marco, editor

Published
2019
Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results