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Franco Turini
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- affiliation: University of Pisa, Italy
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2020 – today
- 2024
- [j38]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti:
Stable and actionable explanations of black-box models through factual and counterfactual rules. Data Min. Knowl. Discov. 38(5): 2825-2862 (2024) - 2023
- [c95]Salvatore Ruggieri, José M. Álvarez, Andrea Pugnana, Laura State, Franco Turini:
Can We Trust Fair-AI? AAAI 2023: 15421-15430 - [c94]Laura State, Alejandra Bringas Colmenarejo, Andrea Beretta, Salvatore Ruggieri, Franco Turini, Stephanie Law:
The Explanation Dialogues: Understanding How Legal Experts Reason About XAI Methods. EWAF 2023 - [c93]Laura State, Salvatore Ruggieri, Franco Turini:
Declarative Reasoning on Explanations Using Constraint Logic Programming. JELIA 2023: 132-141 - [c92]Laura State, Salvatore Ruggieri, Franco Turini:
Reason to Explain: Interactive Contrastive Explanations (REASONX). xAI (1) 2023: 421-437 - [i8]Laura State, Salvatore Ruggieri, Franco Turini:
Reason to explain: Interactive contrastive explanations (REASONX). CoRR abs/2305.18143 (2023) - [i7]Patrick Mukala, Antonio Cerone, Franco Turini:
An Exploration of Learning Processes as Process Maps in FLOSS Repositories. CoRR abs/2307.07841 (2023) - [i6]Laura State, Salvatore Ruggieri, Franco Turini:
Declarative Reasoning on Explanations Using Constraint Logic Programming. CoRR abs/2309.00422 (2023) - 2021
- [j37]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. Artif. Intell. 294: 103457 (2021) - [i5]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. CoRR abs/2101.07685 (2021) - 2020
- [j36]Eirini Ntoutsi, Pavlos Fafalios, Ujwal Gadiraju, Vasileios Iosifidis, Wolfgang Nejdl, Maria-Esther Vidal, Salvatore Ruggieri, Franco Turini, Symeon Papadopoulos, Emmanouil Krasanakis, Ioannis Kompatsiaris, Katharina Kinder-Kurlanda, Claudia Wagner, Fariba Karimi, Miriam Fernández, Harith Alani, Bettina Berendt, Tina Kruegel, Christian Heinze, Klaus Broelemann, Gjergji Kasneci, Thanassis Tiropanis, Steffen Staab:
Bias in data-driven artificial intelligence systems - An introductory survey. WIREs Data Mining Knowl. Discov. 10(3) (2020) - [i4]Eirini Ntoutsi, Pavlos Fafalios, Ujwal Gadiraju, Vasileios Iosifidis, Wolfgang Nejdl, Maria-Esther Vidal, Salvatore Ruggieri, Franco Turini, Symeon Papadopoulos, Emmanouil Krasanakis, Ioannis Kompatsiaris, Katharina Kinder-Kurlanda, Claudia Wagner, Fariba Karimi, Miriam Fernández, Harith Alani, Bettina Berendt, Tina Kruegel, Christian Heinze, Klaus Broelemann, Gjergji Kasneci, Thanassis Tiropanis, Steffen Staab:
Bias in Data-driven AI Systems - An Introductory Survey. CoRR abs/2001.09762 (2020)
2010 – 2019
- 2019
- [j35]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini, Fosca Giannotti, Dino Pedreschi:
A Survey of Methods for Explaining Black Box Models. ACM Comput. Surv. 51(5): 93:1-93:42 (2019) - [j34]Riccardo Guidotti, Anna Monreale, Fosca Giannotti, Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
Factual and Counterfactual Explanations for Black Box Decision Making. IEEE Intell. Syst. 34(6): 14-23 (2019) - [c91]Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini:
Meaningful Explanations of Black Box AI Decision Systems. AAAI 2019: 9780-9784 - [c90]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini:
Global Explanations with Local Scoring. PKDD/ECML Workshops (1) 2019: 159-171 - 2018
- [i3]Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
A Survey Of Methods For Explaining Black Box Models. CoRR abs/1802.01933 (2018) - [i2]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Dino Pedreschi, Franco Turini, Fosca Giannotti:
Local Rule-Based Explanations of Black Box Decision Systems. CoRR abs/1805.10820 (2018) - [i1]Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Salvatore Ruggieri, Franco Turini:
Open the Black Box Data-Driven Explanation of Black Box Decision Systems. CoRR abs/1806.09936 (2018) - 2017
- [j33]Valerio Grossi, Andrea Romei, Franco Turini:
Survey on using constraints in data mining. Data Min. Knowl. Discov. 31(2): 424-464 (2017) - [j32]Patrick Mukala, Antonio Cerone, Franco Turini:
An empirical verification of a-priori learning models on mailing archives in the context of online learning activities of participants in free\libre open source software (FLOSS) communities. Educ. Inf. Technol. 22(6): 3207-3229 (2017) - 2016
- [c89]Binh Thanh Luong, Salvatore Ruggieri, Franco Turini:
Classification Rule Mining Supported by Ontology for Discrimination Discovery. ICDM Workshops 2016: 868-875 - [c88]Salvatore Ruggieri, Franco Turini:
A KDD Process for Discrimination Discovery. ECML/PKDD (3) 2016: 249-253 - [p7]Valerio Grossi, Dino Pedreschi, Franco Turini:
Data Mining and Constraints: An Overview. Data Mining and Constraint Programming 2016: 25-48 - 2015
- [c87]Andrea Romei, Salvatore Ruggieri, Franco Turini:
The layered structure of company share networks. DSAA 2015: 1-10 - [c86]Patrick Mukala, Antonio Cerone, Franco Turini:
Mining Learning Processes from FLOSS Mailing Archives. I3E 2015: 287-298 - [c85]Valerio Grossi, Anna Monreale, Mirco Nanni, Dino Pedreschi, Franco Turini:
Clustering Formulation Using Constraint Optimization. SEFM Workshops 2015: 93-107 - 2014
- [c84]Patrick Mukala, Antonio Cerone, Franco Turini:
OntoLiFLOSS: Ontology for Learning Processes in FLOSS Communities. SEFM Workshops 2014: 164-181 - [c83]Patrick Mukala, Antonio Cerone, Franco Turini:
Process Mining Event Logs from FLOSS Data: State of the Art and Perspectives. SEFM Workshops 2014: 182-198 - [c82]Patrick Mukala, Antonio Cerone, Franco Turini:
An Abstract State Machine (ASM) Representation of Learning Process in FLOSS Communities. SEFM Workshops 2014: 227-242 - 2013
- [j31]Andrea Romei, Salvatore Ruggieri, Franco Turini:
Discrimination discovery in scientific project evaluation: A case study. Expert Syst. Appl. 40(15): 6064-6079 (2013) - [p6]Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
The Discovery of Discrimination. Discrimination and Privacy in the Information Society 2013: 91-108 - 2012
- [j30]Barbara Furletti, Franco Turini:
Knowledge discovery in ontologies. Intell. Data Anal. 16(3): 513-534 (2012) - [j29]Andrea Bellandi, Franco Turini:
Mining Bayesian networks out of ontologies. J. Intell. Inf. Syst. 38(2): 507-532 (2012) - [j28]Valerio Grossi, Franco Turini:
Stream mining: a novel architecture for ensemble-based classification. Knowl. Inf. Syst. 30(2): 247-281 (2012) - [c81]Andrea Romei, Salvatore Ruggieri, Franco Turini:
Discovering Gender Discrimination in Project Funding. ICDM Workshops 2012: 394-401 - [c80]Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
A study of top-k measures for discrimination discovery. SAC 2012: 126-131 - 2011
- [j27]Andrea Romei, Franco Turini:
Inductive database languages: requirements and examples. Knowl. Inf. Syst. 26(3): 351-384 (2011) - [c79]Andrea Romei, Franco Turini:
Programming the KDD Process using XQuery. KDIR 2011: 131-139 - [c78]Valerio Grossi, Franco Turini:
An Adaptive Selective Ensemble for Data Streams Classification. ICAART (1) 2011: 136-145 - [c77]Valerio Grossi, Franco Turini:
Data Streams Classification: A Selective Ensemble with Adaptive Behavior. ICAART (Revised Selected Papers) 2011: 208-223 - [c76]Barbara Furletti, Franco Turini:
What Else Can Be Extracted from Ontologies? Influence Rules. ICSOFT (Selected Papers) 2011: 270-285 - [c75]Barbara Furletti, Franco Turini:
Mining Influence Rules out of Ontologies. ICSOFT (2) 2011: 323-333 - [c74]Rilwan O. Basanya, Adegboyega K. Ojo, Tomasz Janowski, Franco Turini:
Mining Collaboration Opportunities to Support Joined-Up Government. PRO-VE 2011: 359-366 - [c73]Binh Luong Thanh, Salvatore Ruggieri, Franco Turini:
k-NN as an implementation of situation testing for discrimination discovery and prevention. KDD 2011: 502-510 - 2010
- [j26]Salvatore Ruggieri, Dino Pedreschi, Franco Turini:
Integrating induction and deduction for finding evidence of discrimination. Artif. Intell. Law 18(1): 1-43 (2010) - [j25]Andrea Romei, Franco Turini:
XML data mining. Softw. Pract. Exp. 40(2): 101-130 (2010) - [j24]Salvatore Ruggieri, Dino Pedreschi, Franco Turini:
Data mining for discrimination discovery. ACM Trans. Knowl. Discov. Data 4(2): 9:1-9:40 (2010) - [c72]Binh Luong Thanh, Franco Turini:
Association Analysis of Semi-structured Data for Discrimination Discovery in Business. DMIN 2010: 193-199 - [c71]Andrea Romei, Franco Turini:
XQuake - An XQuery-like Language for Mining XML Data. ICAART (1) 2010: 20-27 - [c70]Andrea Romei, Franco Turini:
Language Support to XML Data Mining: A Case Study. ICAART (Revised Selected Papers) 2010: 25-38 - [c69]Salvatore Ruggieri, Dino Pedreschi, Franco Turini:
DCUBE: discrimination discovery in databases. SIGMOD Conference 2010: 1127-1130
2000 – 2009
- 2009
- [c68]Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
Integrating induction and deduction for finding evidence of discrimination. ICAIL 2009: 157-166 - [c67]Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
Measuring Discrimination in Socially-Sensitive Decision Records. SDM 2009: 581-592 - [p5]Michele Berlingerio, Francesco Bonchi, Michele Curcio, Fosca Giannotti, Franco Turini:
Mining Clinical, Immunological, and Genetic Data of Solid Organ Transplantation. Biomedical Data and Applications 2009: 211-236 - 2008
- [j23]Alessandra Raffaetà, Tommaso Ceccarelli, Dominique Centeno, Fosca Giannotti, Alessandro Massolo, Christine Parent, Chiara Renso, Stefano Spaccapietra, Franco Turini:
An Application of Advanced Spatio-Temporal Formalisms to Behavioural Ecology. GeoInformatica 12(1): 37-72 (2008) - [c66]Franco Turini:
The Semantics of Ugo Montanari. Concurrency, Graphs and Models 2008: 804-805 - [c65]Miriam Baglioni, Andrea Bellandi, Barbara Furletti, Laura Spinsanti, Franco Turini:
Ontology-Based Business Plan Classification. EDOC 2008: 365-371 - [c64]Fosca Giannotti, Dino Pedreschi, Franco Turini:
Mobility, Data Mining and Privacy the Experience of the GeoPKDD Project. PinKDD 2008: 25-32 - [c63]Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
Discrimination-aware data mining. KDD 2008: 560-568 - [p4]Dino Pedreschi, Francesco Bonchi, Franco Turini, Vassilios S. Verykios, Maurizio Atzori, Bradley A. Malin, Bart Moelans, Yücel Saygin:
Privacy Protection: Regulations and Technologies, Opportunities and Threats. Mobility, Data Mining and Privacy 2008: 101-119 - [p3]Salvatore Rinzivillo, Franco Turini, Vania Bogorny, Christine Körner, Bart Kuijpers, Michael May:
Knowledge Discovery from Geographical Data. Mobility, Data Mining and Privacy 2008: 243-265 - 2007
- [j22]Andrea Romei, Matteo Sciolla, Franco Turini, Marlis Valentini:
KDDML-G: a grid-enabled knowledge discovery system. Concurr. Comput. Pract. Exp. 19(13): 1785-1809 (2007) - [j21]Salvatore Rinzivillo, Franco Turini:
Knowledge discovery from spatial transactions. J. Intell. Inf. Syst. 28(1): 1-22 (2007) - [c62]Michele Berlingerio, Francesco Bonchi, Fosca Giannotti, Franco Turini:
Mining Clinical Data with a Temporal Dimension: A Case Study. BIBM 2007: 429-436 - [c61]Michele Berlingerio, Francesco Bonchi, Fosca Giannotti, Franco Turini:
Time-Annotated Sequences for Medical Data Mining. ICDM Workshops 2007: 133-138 - 2006
- [j20]Andrea Romei, Salvatore Ruggieri, Franco Turini:
KDDML: A middleware language and system for knowledge discovery in databases. Data Knowl. Eng. 57(2): 179-220 (2006) - [c60]Franco Turini, Miriam Baglioni, Barbara Furletti, Salvatore Rinzivillo:
Examples of Integration of Induction and Deduction in Knowledge Discovery. Reasoning, Action and Interaction in AI Theories and Systems 2006: 307-326 - [c59]Andrea Romei, Matteo Sciolla, Franco Turini, Marlis Valentini:
Distributed Knowledge Discovery with the Parallel KDDML System. Parallel and Distributed Computing and Networks 2006: 204-211 - 2005
- [j19]Andrea Bracciali, Antonio Brogi, Franco Turini:
A framework for specifying and verifying the behaviour of open systems. J. Log. Algebraic Methods Program. 63(2): 215-240 (2005) - [c58]Salvatore Rinzivillo, Franco Turini:
Extracting spatial association rules from spatial transactions. GIS 2005: 79-86 - [c57]Maurizio Atzori, Paolo Mancarella, Franco Turini:
Memory-Aware Frequent k-Itemset Mining. KDID 2005: 38-54 - [c56]Miriam Baglioni, Barbara Furletti, Franco Turini:
DrC4.5: Improving C4.5 by means of prior knowledge. SAC 2005: 474-481 - [c55]Andrea Romei, Salvatore Ruggieri, Franco Turini:
KDDML: a middleware language and system for knowledge discovery in databases. SEBD 2005: 208-219 - 2004
- [j18]Paolo Mancarella, Alessandra Raffaetà, Chiara Renso, Franco Turini:
Integrating knowledge representation and reasoning in Geographical Information Systems. Int. J. Geogr. Inf. Sci. 18(4): 417-447 (2004) - [j17]Fosca Giannotti, Giuseppe Manco, Franco Turini:
Specifying Mining Algorithms with Iterative User-Defined Aggregates. IEEE Trans. Knowl. Data Eng. 16(10): 1232-1246 (2004) - [c54]Salvatore Rinzivillo, Franco Turini:
Classification in Geographical Information Systems. PKDD 2004: 374-385 - [c53]Mirco Nanni, Alessandra Raffaetà, Chiara Renso, Franco Turini:
Deductive and Inductive Reasoning on Trajectories. SEBD 2004: 98-105 - [c52]Mirco Nanni, Alessandra Raffaetà, Chiara Renso, Franco Turini:
Deductive and Inductive Reasoning on Spatio-Temporal Data. INAP/WLP 2004: 98-115 - [p2]Fosca Giannotti, Giuseppe Manco, Franco Turini:
Towards a Logic Query Language for Data Mining. Database Support for Data Mining Applications 2004: 76-94 - 2003
- [c51]Alessandra Raffaetà, Chiara Renso, Franco Turini:
Qualitative Spatial Reasoning in a Logical Framework. AI*IA 2003: 78-90 - [c50]Maurizio Atzori, Paolo Mancarella, Franco Turini:
Abduction in Classification Tasks. AI*IA 2003: 213-224 - [c49]Miriam Baglioni, Franco Turini:
MQL: An Algebraic Query Language for Knowledge Discovery. AI*IA 2003: 225-236 - [c48]Miriam Baglioni, U. Ferrara, Andrea Romei, Salvatore Ruggieri, Franco Turini:
Preprocessing and Mining Web Log Data for Web Personalization. AI*IA 2003: 237-249 - [e2]Amedeo Cappelli, Franco Turini:
AI*IA 2003: Advances in Artificial Intelligence, 8th Congress of the Italian Association for Artificial Intelligence, Pisa, Italy, September 23-26, 2003, Proceedings. Lecture Notes in Computer Science 2829, Springer 2003, ISBN 3-540-20119-X [contents] - 2002
- [c47]Paolo Baldan, Paolo Mancarella, Alessandra Raffaetà, Franco Turini:
MuTACLP: A Language for Temporal Reasoning with Multiple Theories. Computational Logic: Logic Programming and Beyond 2002: 1-40 - [c46]Alessandra Raffaetà, Franco Turini, Chiara Renso:
Enhancing GISs for spatio-temporal reasoning. ACM-GIS 2002: 42-48 - [c45]Amedeo Cappelli, Maria Novella Catarsi, Patrizia Michelassi, Lorenzo Moretti, Miriam Baglioni, Franco Turini, M. Tavoni:
Knowledge Mining and Discovery for Searching in Literary Texts. LREC 2002 - [c44]Alessandra Raffaetà, Chiara Renso, Franco Turini:
Qualitative Reasoning in a Spatio-Temporal Language. SEBD 2002: 105-118 - 2001
- [c43]Fosca Giannotti, Giuseppe Manco, Franco Turini:
Specifying Mining Algorithms with Iterative User-Defined Aggregates: A Case Study. PKDD 2001: 128-139 - [c42]Andrea Bracciali, Antonio Brogi, Franco Turini:
Coordinating interaction patterns. SAC 2001: 159-165 - [c41]Fosca Giannotti, Alessandra Raffaetà, Chiara Renso, Franco Turini:
Complex Reasoning on Geographical Data. SEBD 2001: 331-338 - 2000
- [j16]Domenico Aquilino, Patrizia Asirelli, A. Formuso, Chiara Renso, Franco Turini:
Using MedLan to Integrate Geographical Data. J. Log. Program. 43(1): 3-14 (2000) - [c40]Antonio Brogi, Simone Contiero, Franco Turini:
On the Interplay between Reactivity and Computation. CL-2000 Workshop on Computational Logic in Multi-Agent Systems 2000: 66- - [c39]Paolo Mancarella, Gianluca Nerbini, Alessandra Raffaetà, Franco Turini:
MuTACLP: A Language for Declarative GIS Analysis. Computational Logic 2000: 1002-1016 - [c38]Piero Alcamo, Francesco Domenichini, Franco Turini:
An XML Based Environment in Support of the Overall KDD Process. FQAS 2000: 413-424
1990 – 1999
- 1999
- [j15]Antonio Brogi, Chiara Renso, Franco Turini:
Dynamic composition of parameterised logic modules. Comput. Lang. 25(4): 211-242 (1999) - [j14]Paolo Mancarella, Alessandra Raffaetà, Franco Turini:
Knowledge representation with multiple logical theories and time. J. Exp. Theor. Artif. Intell. 11(1): 47-76 (1999) - [j13]Antonio Brogi, Simone Contiero, Franco Turini:
Programming by Combining General Logic Programs. J. Log. Comput. 9(1): 7-24 (1999) - [c37]Fosca Giannotti, Giuseppe Manco, Dino Pedreschi, Franco Turini:
Experiences with a Logic-Based Knowledge Discovery Support Environment. AI*IA 1999: 202-213 - [c36]Paolo Mancarella, Alessandra Raffaetà, Franco Turini:
Temporal Annotated Constraint Logic Programming with Multiple Theories. DEXA Workshop 1999: 501-508 - [c35]Fosca Giannotti, Giuseppe Manco, Dino Pedreschi, Franco Turini:
Experiences with a Logic-based knowledge discovery Support Environment. 1999 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery 1999 - [c34]Fosca Giannotti, Giuseppe Manco, Mirco Nanni, Dino Pedreschi, Franco Turini:
Integration of Deduction and Induction for Mining Supermarket Sales Data. SEBD 1999: 117-131 - 1998
- [c33]Antonio Brogi, Simone Contiero, Franco Turini:
The Use of Renaming in Composing General Programs. LOPSTR 1998: 124-142 - [c32]Patrizia Asirelli, Chiara Renso, Franco Turini:
The Constraint Operator of MedLan: Its Efficient Implementation and Use. IICIS 1998: 41-55 - 1997
- [j12]Domenico Aquilino, Patrizia Asirelli, Chiara Renso, Franco Turini:
Applying Restriction Constraints to Deductive Databases. Ann. Math. Artif. Intell. 19(1-2): 3-25 (1997) - [c31]Antonio Brogi, Simone Contiero, Franco Turini:
Composing General Logic Programs. LPNMR 1997: 274-289 - [c30]Paolo Mancarella, Alessandra Raffaetà, Franco Turini:
Time in a Multi-Theory Logical Framework. TIME 1997: 62-68 - 1996
- [c29]Giuseppe Manco, Alessandra Raffaetà, Franco Turini:
Modeling Object Dynamics in Object-Oriented Logic Programming. APPIA-GULP-PRODE 1996: 567-580 - [c28]Danilo Montesi, Chiara Renso, Franco Turini:
Using Temporary Integrity Constraints to Optimize Databases. FAPR 1996: 430-435 - [c27]Domenico Aquilino, Chiara Renso, Franco Turini:
Towards Declarative GIS Analysis. ACM-GIS 1996: 98-104 - [c26]Patrizia Asirelli, Chiara Renso, Franco Turini:
Language Extensions for Semantic Integration of Deductive Databases. Logic in Databases 1996: 415-434 - 1995
- [j11]Antonio Brogi, Franco Turini:
Fully Abstract Composition Semantics for an Algebra of Logic Programs. Theor. Comput. Sci. 149(2): 201-209 (1995) - [c25]Danilo Montesi, Franco Turini:
Integrity Constraints Evolution in Deductive Databases. GULP-PRODE 1995: 160-168 - [c24]Paolo Mancarella, Alessandra Raffaetà, Franco Turini:
LOO: An Object Oriented Logic Programming Language. GULP-PRODE 1995: 271-282 - [c23]Giuseppe Manco, Franco Turini:
A Structural (Meta-Logical) Semantics for Linear Objects. GULP-PRODE 1995: 421-434 - [c22]Domenico Aquilino, Patrizia Asirelli, Chiara Renso, Franco Turini:
An Operator for Composing Deductive Databases with Theories of Constraints. LPNMR 1995: 57-70 - 1994
- [j10]Antonio Brogi, Paolo Mancarella, Dino Pedreschi, Franco Turini:
Modular Logic Programming. ACM Trans. Program. Lang. Syst. 16(4): 1361-1398 (1994) - [c21]