Nicola Fanizzi

Orcid: 0000-0001-5319-7933

Affiliations:
  • University of Bari, Italy


According to our database1, Nicola Fanizzi authored at least 153 papers between 1995 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Simple and Interpretable Probabilistic Classifiers for Knowledge Graphs.
CoRR, 2024

Explanation of Link Predictions on Knowledge Graphs via Levelwise Filtering and Graph Summarization.
Proceedings of the Semantic Web - 21st International Conference, 2024

Additive Counterfactuals for Explaining Link Predictions on Knowledge Graphs.
Proceedings of the Knowledge Engineering and Knowledge Management, 2024

2023
Efficient Explanation of Predictions on DL Knowledge Graphs through Enhanced Similarity Search.
Proceedings of the 36th International Workshop on Description Logics (DL 2023) co-located with the 20th International Conference on Principles of Knowledge Representation and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning (KR 2023 and NMR 2023)., 2023

2022
Towards Interpretable Probabilistic Classification Models for Knowledge Graphs.
Proceedings of the 16th International Conference on Signal-Image Technology & Internet-Based Systems, 2022

2021
An unsupervised approach to disjointness learning based on terminological cluster trees.
Semantic Web, 2021

An Approach Based on Semantic Similarity to Explaining Link Predictions on Knowledge Graphs.
Proceedings of the WI-IAT '21: IEEE/WIC/ACM International Conference on Web Intelligence, Melbourne VIC Australia, December 14, 2021

Embedding Models for Knowledge Graphs Induced by Clusters of Relations and Background Knowledge.
Proceedings of the Inductive Logic Programming - 30th International Conference, 2021

Injecting Background Knowledge into Embedding Models for Predictive Tasks on Knowledge Graphs.
Proceedings of the Semantic Web - 18th International Conference, 2021

2020
Class expression induction as concept space exploration: From DL-Foil to DL-Focl.
Future Gener. Comput. Syst., 2020

2019
Boosting DL Concept Learners.
Proceedings of the Semantic Web - 16th International Conference, 2019

2018
Adaptive Knowledge Propagation in Web Ontologies.
ACM Trans. Web, 2018

Approximate classification with web ontologies through evidential terminological trees and forests.
Int. J. Approx. Reason., 2018

DLFoil: Class Expression Learning Revisited.
Proceedings of the Knowledge Engineering and Knowledge Management, 2018

A Framework for Tackling Myopia in Concept Learning on the Web of Data.
Proceedings of the Knowledge Engineering and Knowledge Management, 2018

2017
Tree-based models for inductive classification on the Web Of Data.
J. Web Semant., 2017

Terminological Cluster Trees for Disjointness Axiom Discovery.
Proceedings of the Semantic Web - 14th International Conference, 2017

2016
Discovering Similarity and Dissimilarity Relations for Knowledge Propagation in Web Ontologies.
J. Data Semant., 2016

Efficient energy-based embedding models for link prediction in knowledge graphs.
J. Intell. Inf. Syst., 2016

Induction of Terminological Cluster Trees.
Proceedings of the 12th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2016) co-located with the 15th International Semantic Web Conference (ISWC 2016), 2016

Leveraging the schema in latent factor models for knowledge graph completion.
Proceedings of the 31st Annual ACM Symposium on Applied Computing, 2016

Integrating New Refinement Operators in Terminological Decision Trees Learning.
Proceedings of the Knowledge Engineering and Knowledge Management, 2016

Approximating Numeric Role Fillers via Predictive Clustering Trees for Knowledge Base Enrichment in the Web of Data.
Proceedings of the Discovery Science - 19th International Conference, 2016

2015
Efficient Learning of Entity and Predicate Embeddings for Link Prediction in Knowledge Graphs.
Proceedings of the 11th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2015) co-located with the 14th International Semantic Web Conference (ISWC 2015), 2015

On the Effectiveness of Evidence-Based Terminological Decision Trees.
Proceedings of the Foundations of Intelligent Systems - 22nd International Symposium, 2015

Scalable Learning of Entity and Predicate Embeddings for Knowledge Graph Completion.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015

Inductive Classification Through Evidence-Based Models and Their Ensembles.
Proceedings of the Semantic Web. Latest Advances and New Domains, 2015

2014
Inductive Reasoning and Machine Learning for the Semantic Web.
Semantic Web, 2014

Learning to Propagate Knowledge in Web Ontologies.
Proceedings of the 10th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2014) co-located with the 13th International Semantic Web Conference (ISWC 2014), 2014

Graph-Based Regularization for Transductive Class-Membership Prediction.
Proceedings of the Uncertainty Reasoning for the Semantic Web III, 2014

Learning Probabilistic Description Logic Concepts Under Alternative Assumptions on Incompleteness.
Proceedings of the Uncertainty Reasoning for the Semantic Web III, 2014

Towards Evidence-Based Terminological Decision Trees.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2014

A Gaussian Process Model for Knowledge Propagation in Web Ontologies.
Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

Adaptive Knowledge Propagation in Web Ontologies.
Proceedings of the Knowledge Engineering and Knowledge Management, 2014

Tackling the Class-Imbalance Learning Problem in Semantic Web Knowledge Bases.
Proceedings of the Knowledge Engineering and Knowledge Management, 2014

2013
Italian Machine Learning and Data Mining research: The last years.
Intelligenza Artificiale, 2013

Semantic Web Search and Inductive Reasoning.
Proceedings of the Uncertainty Reasoning for the Semantic Web II, 2013

Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations.
Proceedings of the Uncertainty Reasoning for the Semantic Web II, 2013

Assertion Prediction with Ontologies through Evidence Combination.
Proceedings of the Uncertainty Reasoning for the Semantic Web II, 2013

Rank prediction for semantically annotated resources.
Proceedings of the 28th Annual ACM Symposium on Applied Computing, 2013

Transductive Inference for Class-Membership Propagation in Web Ontologies.
Proceedings of the Semantic Web: Semantics and Big Data, 10th International Conference, 2013

2012
Induction of robust classifiers for web ontologies through kernel machines.
J. Web Semant., 2012

Numeric Prediction on OWL Knowledge Bases through Terminological Regression Trees.
Int. J. Semantic Comput., 2012

Mining the Semantic Web - Statistical learning for next generation knowledge bases.
Data Min. Knowl. Discov., 2012

Ontology-based semantic search on the Web and its combination with the power of inductive reasoning.
Ann. Math. Artif. Intell., 2012

A Graph Regularization Based Approach to Transductive Class-Membership Prediction.
Proceedings of the 8th International Workshop on Uncertainty Reasoning for the Semantic Web, 2012

Towards Numeric Prediction on OWL Knowledge Bases through Terminological Regression Trees.
Proceedings of the Sixth IEEE International Conference on Semantic Computing, 2012

Mining Linked Open Data through Semi-supervised Learning Methods Based on Self-Training.
Proceedings of the Sixth IEEE International Conference on Semantic Computing, 2012

Learning probabilistic Description logic concepts: under different Assumptions on missing knowledge.
Proceedings of the ACM Symposium on Applied Computing, 2012

Learning Terminological Bayesian Classifiers - A Comparison of Alternative Approaches to Dealing with Unknown Concept-Memberships.
Proceedings of the 9th Italian Convention on Computational Logic, 2012

2011
Concept Induction in Description Logics Using Information-Theoretic Heuristics.
Int. J. Semantic Web Inf. Syst., 2011

Prediction of class and property assertions on OWL ontologies through evidence combination.
Proceedings of the International Conference on Web Intelligence, Mining and Semantics, 2011

Learning Terminological Naive Bayesian Classifiers under Different Assumptions on Missing Knowledge.
Proceedings of the 7th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2011), 2011

Learning with Semantic Kernels for Clausal Knowledge Bases.
Proceedings of the Foundations of Intelligent Systems - 19th International Symposium, 2011

Inductive Classification of Semantically Annotated Resources through Reduced Coulomb Energy Networks.
Proceedings of the Semantic Services, Interoperability and Web Applications, 2011

2010
Inductive learning for the Semantic Web: What does it buy?
Semantic Web, 2010

Dl-Link: a Conceptual Clustering Algorithm for Indexing Description Logics Knowledge Bases.
Int. J. Semantic Comput., 2010

Fuzzy Clustering for Semantic Knowledge Bases.
Fundam. Informaticae, 2010

Default Logics for Plausible Reasoning with Controversial Axioms.
Proceedings of the 6th International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2010), 2010

Efficient Resource Retrieval from Semantic Knowledge Bases.
Proceedings of the 4th IEEE International Conference on Semantic Computing (ICSC 2010), 2010

Inductive reasoning and semantic web search.
Proceedings of the 2010 ACM Symposium on Applied Computing (SAC), 2010

Towards the induction of terminological decision trees.
Proceedings of the 2010 ACM Symposium on Applied Computing (SAC), 2010

Recovering uncertain mappings through structural validation and aggregation with the MoTo system.
Proceedings of the 2010 ACM Symposium on Applied Computing (SAC), 2010

Learning to Rank Individuals in Description Logics Using Kernel Perceptrons.
Proceedings of the Web Reasoning and Rule Systems - Fourth International Conference, 2010

Induction of Concepts in Web Ontologies through Terminological Decision Trees.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

A Refinement Operator Based Method for Semantic Grouping of Conjunctive Query Results.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

Categorize by: Deductive Aggregation of Semantic Web Query Results.
Proceedings of the Semantic Web: Research and Applications, 2010

Towards Learning to Rank in Description Logics.
Proceedings of the ECAI 2010, 2010

2009
Partitional Conceptual Clustering of Web Resources Annotated with Ontology Languages.
Proceedings of the Knowledge Discovery Enhanced with Semantic and Social Information, 2009

Metric-based stochastic conceptual clustering for ontologies.
Inf. Syst., 2009

Inductive Classification of Semantically Annotated Resources through Reduced Coulomb Energy Networks.
Int. J. Semantic Web Inf. Syst., 2009

A Semantic Similarity Measure for Expressive Description Logics
CoRR, 2009

Approximate Classification of Semantically Annotated Web Resources Exploiting Pseudo-metrics Induced by Local Models.
Proceedings of the 2009 IEEE/WIC/ACM International Conference on Web Intelligence, 2009

Combining Semantic Web Search with the Power of Inductive Reasoning.
Proceedings of the Fifth International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2009), 2009

Evidential Nearest-Neighbors Classification for Inductive ABox Reasoning.
Proceedings of the Fifth International Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2009), 2009

Fuzzy Clustering for Categorical Spaces.
Proceedings of the Foundations of Intelligent Systems, 18th International Symposium, 2009

Inductive Query Answering and Concept Retrieval Exploiting Local Models.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009

ReduCE: A Reduced Coulomb Energy Network Method for Approximate Classification.
Proceedings of the Semantic Web: Research and Applications, 2009

2008
Evolutionary Conceptual Clustering Based on Induced Pseudo-Metrics.
Int. J. Semantic Web Inf. Syst., 2008

Induction of Classifiers through Non-Parametric Methods for Approximate Classification and Retrieval with Ontologies.
Int. J. Semantic Comput., 2008

A Note on the Evaluation of Inductive Concept Classification Procedures.
Proceedings of the 5th Workshop on Semantic Web Applications and Perspectives (SWAP2008), 2008

Tractable Reasoning with Bayesian Description Logics.
Proceedings of the Scalable Uncertainty Management, Second International Conference, 2008

Approximate Measures of Semantic Dissimilarity under Uncertainty.
Proceedings of the Uncertainty Reasoning for the Semantic Web I, 2008

Statistical Learning for Inductive Query Answering on OWL Ontologies.
Proceedings of the Semantic Web - ISWC 2008, 7th International Semantic Web Conference, 2008

Non-parametric Statistical Learning Methods for Inductive Classifiers in Semantic Knowledge Bases.
Proceedings of the 2th IEEE International Conference on Semantic Computing (ICSC 2008), 2008

Classification and Retrieval through Semantic Kernels.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2008

Distance-Based Classification in OWL Ontologies.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2008

A Multi-relational Hierarchical Clustering Method for DatalogKnowledge Bases.
Proceedings of the Foundations of Intelligent Systems, 17th International Symposium, 2008

Learning with Kernels in Description Logics.
Proceedings of the Inductive Logic Programming, 18th International Conference, 2008

DL-FOIL Concept Learning in Description Logics.
Proceedings of the Inductive Logic Programming, 18th International Conference, 2008

Query Answering and Ontology Population: An Inductive Approach.
Proceedings of the Semantic Web: Research and Applications, 2008

Conceptual Clustering and Its Application to Concept Drift and Novelty Detection.
Proceedings of the Semantic Web: Research and Applications, 2008

On the Influence of Description Logics Ontologies on Conceptual Similarity.
Proceedings of the Knowledge Engineering: Practice and Patterns, 2008

Evolutionary Clustering in Description Logics: Controlling Concept Formation and Drift in Ontologies.
Proceedings of the Database and Expert Systems Applications, 19th International Conference, 2008

2007
An algorithm based on counterfactuals for concept learning in the Semantic Web.
Appl. Intell., 2007

Semantic Nearest Neighbor Search in OWL Ontologies.
Proceedings of the 4th Italian Semantic Web Workshop, Dipartimento di Informatica - Universita' degli Studi di Bari, 2007

Efficient Discovery of Services Specified in Description Logics Languages.
Proceedings of the SMR<sup>2</sup> 2007 Workshop on Service Matchmaking and Resource Retrieval in the Semantic Web (SMRR 2007) co-located with ISWC 2007 + ASWC 2007, 2007

Evolutionary Conceptual Clustering of Semantically Annotated Resources.
Proceedings of the First IEEE International Conference on Semantic Computing (ICSC 2007), 2007

Approximate Query Answering and Ranking for Semantic Knowledge Bases.
Proceedings of the Fifteenth Italian Symposium on Advanced Database Systems, 2007

Instance-based retrieval by analogy.
Proceedings of the 2007 ACM Symposium on Applied Computing (SAC), 2007

A Hierarchical Clustering Method for Semantic Knowledge Bases.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2007

Inductive Concept Retrieval and Query Answering with Semantic Knowledge Bases Through Kernel Methods.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2007

Induction of Optimal Semantic Semi-distances for Clausal Knowledge Bases.
Proceedings of the Inductive Logic Programming, 17th International Conference, 2007

Conceptual Clustering Applied to Ontologies.
Proceedings of the Mining Complex Data, ECML/PKDD 2007 Third International Workshop, 2007

Induction of Optimal Semi-distances for Individuals based on Feature Sets.
Proceedings of the 2007 International Workshop on Description Logics (DL2007), 2007

Randomized metric induction and evolutionary conceptual clustering for semantic knowledge bases.
Proceedings of the Sixteenth ACM Conference on Information and Knowledge Management, 2007

A Hierarchical Clustering Procedure for Semantically Annotated Resources.
Proceedings of the AI*IA 2007: Artificial Intelligence and Human-Oriented Computing, 2007

Instance-Based Query Answering with Semantic Knowledge Bases.
Proceedings of the AI*IA 2007: Artificial Intelligence and Human-Oriented Computing, 2007

2006
Multistrategy Operators for Relational Learning and Their Cooperation.
Fundam. Informaticae, 2006

Reasoning by Analogy in Description Logics Through Instance-based Learning.
Proceedings of the SWAP 2006, 2006

Analogical Reasoning in Description Logics.
Proceedings of the Second ISWC Workshop on Uncertainty Reasoning for the Semantic Web, 2006

A dissimilarity measure for ALC concept descriptions.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

Lazy Learning from Terminological Knowledge Bases.
Proceedings of the Foundations of Intelligent Systems, 16th International Symposium, 2006

A Declarative Kernel for <i>ALC</i> Concept Descriptions.
Proceedings of the Foundations of Intelligent Systems, 16th International Symposium, 2006

Tractable Feature Generation Through Description Logics with Value and Number Restrictions.
Proceedings of the Advances in Applied Artificial Intelligence, 2006

2005
A Dissimilarity Measure for the ALC Description Logic.
Proceedings of the SWAP 2005, 2005

A Counterfactual-Based Learning Algorithm for Description Logic.
Proceedings of the AI*IA 2005: Advances in Artificial Intelligence, 2005

2004
Incremental learning and concept drift in INTHELEX.
Intell. Data Anal., 2004

Knowledge-Intensive Induction of Terminologies from Metadata.
Proceedings of the Semantic Web, 2004

Downward Refinement in the ALN Description Logic.
Proceedings of the 4th International Conference on Hybrid Intelligent Systems (HIS 2004), 2004

Concept Formation in Expressive Description Logics.
Proceedings of the Machine Learning: ECML 2004, 2004

Induction and Revision of Terminologies.
Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

2003
Incremental Multistrategy Learning for Document Processing.
Appl. Artif. Intell., 2003

An Exhaustive Matching Procedure for the Improvement of Learning Efficiency.
Proceedings of the Inductive Logic Programming: 13th International Conference, 2003

Spaces of Theories with Ideal Refinement Operators.
Proceedings of the IJCAI-03, 2003

A Methodology for the Induction of Ontological Knowledge from Semantic Annotations.
Proceedings of the AI*IA 2003: Advances in Artificial Intelligence, 2003

2002
Minimal Generalizations under OI-Implication.
Proceedings of the Foundations of Intelligent Systems, 13th International Symposium, 2002

Cooperation of Multiple Strategies for Automated Learning in Complex Environments.
Proceedings of the Foundations of Intelligent Systems, 13th International Symposium, 2002

Multistrategy Learning of Rules for Automated Classification of Cultural Heritage Material.
Proceedings of the Digital Libraries: People, 2002

Object Identity as Search Bias for Pattern Spaces.
Proceedings of the 15th European Conference on Artificial Intelligence, 2002

2001
A Generalization Model Based on OI-implication for Ideal Theory Refinement.
Fundam. Informaticae, 2001

Learning Interaction Models in a Digital Library Service.
Proceedings of the User Modeling 2001, 8th International Conference, 2001

OI-implication: Soundness and Refutation Completeness.
Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence, 2001

Document Classification and Interpretation through the Inference of Logic-Based Models.
Proceedings of the Research and Advanced Technology for Digital Libraries, 2001

Learning Logic Models for Automated Text Categorization.
Proceedings of the AI*IA 2001: Advances in Artificial Intelligence, 2001

User Profiling in an Application of Electronic Commerce.
Proceedings of the AI*IA 2001: Advances in Artificial Intelligence, 2001

2000
Multistrategy Theory Revision: Induction and Abduction in INTHELEX.
Mach. Learn., 2000

Refining Logic Theories under OI-Implication.
Proceedings of the Foundations of Intelligent Systems, 12th International Symposium, 2000

Ideal Theory Refinement under Object Identity.
Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), Stanford University, Stanford, CA, USA, June 29, 2000

Interaction Profiling in Digital Libraries through Learning Tools.
Proceedings of the Research and Advanced Technology for Digital Libraries, 2000

Intelligent Information Retrieval in a Digital Library Service.
Proceedings of the First DELOS Network of Excellence Workshop on Information Seeking, 2000

Learning from Parsed Sentences with INTHELEX.
Proceedings of the Fourth Conference on Computational Natural Language Learning, 2000

1999
An Adaptive Visual Environment for Digital Libraries.
Int. J. Digit. Libr., 1999

A Learning Server for Inducing User Classification Rules in a Digital Library Service.
Proceedings of the Foundations of Intelligent Systems, 11th International Symposium, 1999

Conceptual Change in Learning Naive Physics: The Computational Model as a Theory Revision Process.
Proceedings of the AI*IA 99:Advances in Artificial Intelligence, 1999

1998
Adding Machine Learning and Knowledge Intensive Techniques to a Digital Library Service.
Int. J. Digit. Libr., 1998

Interfacce adattative per WWW: il caso di IDL.
Proceedings of the Atti del Sesto Convegno Nazionale Sistemi Evolluti per Basi di Dati, 1998

Interacting With IDL: The Adaptive Visual Interface.
Proceedings of the Research and Advanced Technology for Digital Libraries, 1998

1997
A Logic Framework for the Incremental Inductive Synthesis of Datalog Theories.
Proceedings of the Logic Programming Synthesis and Transformation, 1997

Machine Learning + On-line Libraries = IDL.
Proceedings of the Research and Advanced Technology for Digital Libraries. First European Conference, 1997

IDL: A Prototypical Intelligent Digital Library Service.
Proceedings of the AI*IA 97: Advances in Artificial Intelligence, 1997

1995
Revision of Logical Theories.
Proceedings of the Topics in Artificial Intelligence, 1995

Downward Refinement of Hierarchical Datalog Theories.
Proceedings of the 1995 Joint Conference on Declarative Programming, 1995


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