Stefania Montani

Orcid: 0000-0002-5992-6735

Affiliations:
  • University of Eastern Piedmont, Alessandria, Italy


According to our database1, Stefania Montani authored at least 146 papers between 1998 and 2024.

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

Timeline

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Bibliography

2024
Towards an educational tool for supporting neonatologists in the delivery room.
CoRR, 2024

2023
Towards Action-State Process Model Discovery.
Data, 2023

Applying the SIM Tool in Clinical Practice: a Case Study in Neonatal Resuscitation Simulation.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 27th International Conference KES-2023, 2023

Improving Stroke Trace Classification Explainability Through Counterexamples.
Proceedings of the Artificial Intelligence in Medicine, 2023

Structural Positional Encoding for Knowledge Integration in Transformer-based Medical Process Monitoring.
Proceedings of the 2nd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2023) co-located with the 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023), 2023

2022
Novel deep learning architectures for haemodialysis time series classification.
Int. J. Knowl. Based Intell. Eng. Syst., 2022

Explainable process trace classification: An application to stroke.
J. Biomed. Informatics, 2022

Integrating ISA and Part-of Domain Knowledge into Process Model Discovery.
Future Internet, 2022

AS-SIM: An Approach to Action-State Process Model Discovery.
Proceedings of the Foundations of Intelligent Systems - 26th International Symposium, 2022

2021
An Inception-Based Architecture for Haemodialysis Time Series Classification.
Proceedings of the Artificial Intelligence Applications and Innovations. AIAI 2021 IFIP WG 12.5 International Workshops, 2021

2020
Process Trace Classification for Stroke Management Quality Assessment.
Proceedings of the Case-Based Reasoning Research and Development, 2020

Deep Feature Extraction for Representing and Classifying Time Series Cases: Towards an Interpretable Approach in Haemodialysis.
Proceedings of the Thirty-Third International Florida Artificial Intelligence Research Society Conference, 2020

2019
Discovering Knowledge Embedded in Bio-medical Databases: Experiences in Food Characterization and in Medical Process Mining.
Proceedings of the Innovations in Big Data Mining and Embedded Knowledge, 2019

Workshop preface.
Proceedings of the Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), 2019

Workshop preface.
Proceedings of the Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), 2019

Deep Learning for Haemodialysis Time Series Classification.
Proceedings of the Artificial Intelligence in Medicine: Knowledge Representation and Transparent and Explainable Systems, 2019

2018
Leveraging semantic labels for multi-level abstraction in medical process mining and trace comparison.
J. Biomed. Informatics, 2018

Interactive mining and retrieval from process traces.
Expert Syst. Appl., 2018

From Semantically Abstracted Traces to Process Mining and Process Model Comparison.
Proceedings of the AI*IA 2018 - Advances in Artificial Intelligence, 2018

2017
TEEM: Technology-Enhanced Emergency Management for Supporting Data Communication During Patient Transportation.
Int. J. Mob. Comput. Multim. Commun., 2017

Multi-level abstraction for trace comparison and process discovery.
Expert Syst. Appl., 2017

A telemedicine support for improving medical emergency management.
EAI Endorsed Trans. Ambient Syst., 2017

Towards Semantic Process Mining Through Knowledge-Based Trace Abstraction.
Proceedings of the Data-Driven Process Discovery and Analysis, 2017

Semantic Trace Comparison at Multiple Levels of Abstraction.
Proceedings of the Case-Based Reasoning Research and Development, 2017

Recent Themes in Case-Based Reasoning and Knowledge Discovery.
Proceedings of the Thirtieth International Florida Artificial Intelligence Research Society Conference, 2017

Knowledge-Based Trace Abstraction for Semantic Process Mining.
Proceedings of the Artificial Intelligence in Medicine, 2017

Multi-level Interactive Medical Process Mining.
Proceedings of the Artificial Intelligence in Medicine, 2017

2016
Trace retrieval for business process operational support.
Expert Syst. Appl., 2016

A Context-aware Miner for Medical Processes.
Proceedings of the Workshops Proceedings for the Twenty-fourth International Conference on Case-Based Reasoning (ICCBR 2016), Atlanta, Georgia, USA, October 31, 2016

TEEM: A Mobile App for Technology-Enhanced Emergency Management.
Proceedings of the Internet of Things Technologies for HealthCare, 2016

2015
A knowledge-intensive approach to process similarity calculation.
Expert Syst. Appl., 2015

A time series retrieval tool for sub-series matching.
Appl. Intell., 2015

Mining the Log-Tree of Process Traces: Current Approach and Future Perspectives.
Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence, 2015

Trace Retrieval as a Tool for Operational Support in Medical Process Management.
Proceedings of the Workshop Proceedings from The Twenty-Third International Conference on Case-Based Reasoning (ICCBR 2015), 2015

A Hybrid Approach to the Verification of Computer Interpretable Guidelines.
Proceedings of the Foundations of Biomedical Knowledge Representation, 2015

2014
Retrieval and clustering for supporting business process adjustment and analysis.
Inf. Syst., 2014

Process-oriented case-based reasoning.
Inf. Syst., 2014

Synergistic case-based reasoning in medical domains.
Expert Syst. Appl., 2014

Preface for the special section on case-based reasoning in the health sciences.
Expert Syst. Appl., 2014

Improving structural medical process comparison by exploiting domain knowledge and mined information.
Artif. Intell. Medicine, 2014

Knowledge-Intensive Medical Process Similarity.
Proceedings of the Knowledge Representation for Health Care - 6th International Workshop, 2014

Advances in the GINSENG Project.
Proceedings of the 2014 IEEE International Conference on Healthcare Informatics, 2014

2013
Supporting Flexible, Efficient, and User-Interpretable Retrieval of Similar Time Series.
IEEE Trans. Knowl. Data Eng., 2013

Extending BCDM to Cope with Proposals and Evaluations of Updates.
IEEE Trans. Knowl. Data Eng., 2013

Managing proposals and evaluations of updates to medical knowledge: Theory and applications.
J. Biomed. Informatics, 2013

Supporting a distributed execution of clinical guidelines.
Comput. Methods Programs Biomed., 2013

Flexible case-based retrieval for comparative genomics.
Appl. Intell., 2013

Mining and Retrieving Medical Processes to Assess the Quality of Care.
Proceedings of the Case-Based Reasoning Research and Development, 2013

Towards a Second Generation of Computer Interpretable Guidelines.
Proceedings of the DATA 2013 - Proceedings of the 2nd International Conference on Data Technologies and Applications, Reykjavík, Iceland, 29, 2013

Improving Process Model Retrieval by Accounting for Gateway Nodes: an Ongoing Work.
Proceedings of the Workshop AI Meets Business Processes 2013 co-located with the 13th Conference of the Italian Association for Artificial Intelligence (AI*IA 2013), 2013

2012
A dynamic Bayesian network based framework to evaluate cascading effects in a power grid.
Eng. Appl. Artif. Intell., 2012

Special section: Dependable system modelling and analysis.
Eng. Appl. Artif. Intell., 2012

Report on the Eighteenth International Conference on Case-Based Reasoning.
AI Mag., 2012

Retrieval and Clustering for Business Process Monitoring: Results and Improvements.
Proceedings of the Case-Based Reasoning Research and Development, 2012

Flexible and Efficient Retrieval of Haemodialysis Time Series.
Proceedings of the Process Support and Knowledge Representation in Health Care, 2012

2011
A Modular Database Architecture Enabled to Comparative Sequence Analysis.
Trans. Large Scale Data Knowl. Centered Syst., 2011

Supporting Knowledge-Based Decision Making in the Medical Context: The GLARE Approach.
Int. J. Knowl. Based Organ., 2011

How to use contextual knowledge in medical case-based reasoning systems: A survey on very recent trends.
Artif. Intell. Medicine, 2011

Advances in case-based reasoning in the health sciences.
Artif. Intell. Medicine, 2011

Flexible, Efficient and Interactive Retrieval for Supporting In-silico Studies of Endobacteria.
Proceedings of the IEEE 23rd International Conference on Tools with Artificial Intelligence, 2011

Conformance Checking of Executed Clinical Guidelines in Presence of Basic Medical Knowledge.
Proceedings of the Business Process Management Workshops, 2011

2010
Supporting reliability engineers in exploiting the power of Dynamic Bayesian Networks.
Int. J. Approx. Reason., 2010

Adopting model checking techniques for clinical guidelines verification.
Artif. Intell. Medicine, 2010

Prototype-based management of business process exception cases.
Appl. Intell., 2010

Supporting Human Interaction and Human Resources Coordination in Distributed Clinical Guidelines.
Proceedings of the MEDINFO 2010, 2010

A Case-Based Approach to Business Process Monitoring.
Proceedings of the Artificial Intelligence in Theory and Practice III, 2010

Case-Based Decision Support in Time Dependent Medical Domains.
Proceedings of the Artificial Intelligence in Theory and Practice III, 2010

Flexible Genome Retrieval for Supporting In-Silico Studies of Endobacteria-AMFs.
Proceedings of the E-Health - First IMIA/IFIP Joint Symposium, 2010

Intelligent Data Interpretation and Case Base Exploration through Temporal Abstractions.
Proceedings of the Case-Based Reasoning. Research and Development, 2010

2009
An intensional approach to qualitative and quantitative periodicity-dependent temporal constraints.
Int. J. Intell. Syst., 2009

A CBR-Based, Closed-Loop Architecture for Temporal Abstractions Configuration.
Comput. Intell., 2009

Case-Based Reasoning for Managing Noncompliance with Clinical Guidelines.
Comput. Intell., 2009

Introduction to the Special Issue on Case-Based Reasoning in the Health Sciences.
Comput. Intell., 2009

Extending the JColibri Open Source Architecture for Managing High-Dimensional Data and Large Case Bases.
Proceedings of the ICTAI 2009, 2009

Multi-level Abstractions and Multi-dimensional Retrieval of Cases with Time Series Features.
Proceedings of the Case-Based Reasoning Research and Development, 2009

Analysis of the GLARE and GPROVE Approaches to Clinical Guidelines.
Proceedings of the Knowledge Representation for Health-Care: Data, 2009

A Hybrid Approach to Clinical Guideline and to Basic Medical Knowledge Conformance.
Proceedings of the Artificial Intelligence in Medicine, 2009

Modeling Clinical Guidelines through Petri Nets.
Proceedings of the Artificial Intelligence in Medicine, 2009

2008
Radyban: A tool for reliability analysis of dynamic fault trees through conversion into dynamic Bayesian networks.
Reliab. Eng. Syst. Saf., 2008

Special session on Bayesian networks in dependability.
Reliab. Eng. Syst. Saf., 2008

Achieving self-healing in service delivery software systems by means of case-based reasoning.
Appl. Intell., 2008

Exploring new roles for case-based reasoning in heterogeneous AI systems for medical decision support.
Appl. Intell., 2008

Special issue on case-based reasoning in the health sciences.
Appl. Intell., 2008

Semi-automatic Configuration of Temporal Abstractions of Time Series Data Using CBR.
Proceedings of the Advances in Data Mining. 8th Industrial Conference, 2008

A Fuzzy Logic Approach to Case Matching and Retrieval Suitable to SQL Implementation.
Proceedings of the 20th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2008), 2008

How to Use Contextual Knowledge in Medical CBR Systems: a Survey on Very Recent Trends.
Proceedings of the ECCBR 2008, 2008

Preface: CBR in the Health Sciences.
Proceedings of the ECCBR 2008, 2008

Applying Artificial Intelligence to Clinical Guidelines: the GLARE Approach.
Proceedings of the Computer-based Medical Guidelines and Protocols: A Primer and Current Trends, 2008

Planning: Supporting and Optimizing Clinical Guidelines Execution.
Proceedings of the Computer-based Medical Guidelines and Protocols: A Primer and Current Trends, 2008

2007
Assessing the Quality of Care for End Stage Renal Failure Patients by Means of Artificial Intelligence Methodologies.
Proceedings of the Advanced Computational Intelligence Paradigms in Healthcare - 1, 2007

Compiling Dyanamic Fault Trees into Dynamic Bayesian Nets for Reliability Analysis: the RADYBAN Tool.
Proceedings of the Fifth UAI Bayesian Modeling Applications Workshop (UAI-AW 2007), 2007

Automatic Checking of the Correctness of Clinical Guidelines in GLARE.
Proceedings of the MEDINFO 2007 - Proceedings of the 12th World Congress on Health (Medical) Informatics, 2007

Supporting Therapy Selection in Computerized Clinical Guidelines by Means of Decision Theory.
Proceedings of the MEDINFO 2007 - Proceedings of the 12th World Congress on Health (Medical) Informatics, 2007

Automatic Treatment of Temporal Issues in Clinical Guidelines in the GLARE System.
Proceedings of the MEDINFO 2007 - Proceedings of the 12th World Congress on Health (Medical) Informatics, 2007

2006
Exploiting decision theory concepts within clinical guideline systems: Toward a general approach.
Int. J. Intell. Syst., 2006

Accounting for the Temporal Dimension in Case-Based Retrieval: A Framework for Medical Applications.
Comput. Intell., 2006

Case-based retrieval to support the treatment of end stage renal failure patients.
Artif. Intell. Medicine, 2006

Towards a comprehensive treatment of repetitions, periodicity and temporal constraints in clinical guidelines.
Artif. Intell. Medicine, 2006

A Case-Based Architecture for Temporal Abstraction Configuration and Processing.
Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2006), 2006

Case-Based Reasoning for Autonomous Service Failure Diagnosis and Remediation in Software Systems.
Proceedings of the Advances in Case-Based Reasoning, 8th European Conference, 2006

Advanced treatment of temporal phenomena in clinical guidelines.
Proceedings of the AMIA 2006, 2006

GLARE: a Domain-Independent System for Acquiring, Representing and Executing Clinical Guidelines.
Proceedings of the AMIA 2006, 2006

Model Checking for Clinical Guidelines: an Agent-based Approach.
Proceedings of the AMIA 2006, 2006

Clinical Guidelines Contextualization in GLARE.
Proceedings of the AMIA 2006, 2006

Automatically Translating Dynamic Fault Trees into Dynamic Bayesian Networks by Means of a Software Tool.
Proceedings of the The First International Conference on Availability, 2006

2005
Case Retrieval with Time Series Features.
Intelligenza Artificiale, 2005

A Temporal Approach to the Specification and Verification of Interaction Protocols.
Proceedings of the WOA 2005: Dagli Oggetti agli Agenti. 6th AI*IA/TABOO Joint Workshop "From Objects to Agents": Simulation and Formal Analysis of Complex Systems, 2005

Achieving Self-Healing in Autonomic Software Systems: a Case-Based Reasoning Approach.
Proceedings of the Self-Organization and Autonomic Informatics (I), 2005

Case Based Representation and Retrieval with Time Dependent Features.
Proceedings of the Case-Based Reasoning, 2005

Clinical Guidelines Adaptation: Managing Authoring and Versioning Issues.
Proceedings of the Artificial Intelligence in Medicine, 2005

Exploiting Decision Theory for Supporting Therapy Selection in Computerized Clinical Guidelines.
Proceedings of the Artificial Intelligence in Medicine, 2005

Managing Clinical Guidelines Contextualization in the GLARE System.
Proceedings of the AI*IA 2005: Advances in Artificial Intelligence, 2005

Periodicity-Based Temporal Constraints.
Proceedings of the AI*IA 2005: Advances in Artificial Intelligence, 2005

2004
A Context-Adaptable Approach to Clinical Guidelines.
Proceedings of the MEDINFO 2004, 2004

RHENE: A Case Retrieval System for Hemodialysis Cases with Dynamically Monitored Parameters.
Proceedings of the Advances in Case-Based Reasoning, 7th European Conference, 2004

Mapping Clinical Guidelines Representation Primitives to Decision Theory Concepts.
Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

The GLARE Approach to Clinical Guidelines: Main Features.
Proceedings of the Computer-based Support for Clinical Guidelines and Protocols, 2004

2003
Integrating model-based decision support in a multi-modal reasoning system for managing type 1 diabetic patients.
Artif. Intell. Medicine, 2003

Parametric Dependability Analysis through Probabilistic Horn Abduction.
Proceedings of the UAI '03, 2003

Temporal Consistency Checking in Clinical Guidelines Acquisition and Execution: the GLARE's Approach.
Proceedings of the AMIA 2003, 2003

Applying Artificial Intelligence to Clinical Guidelines: The GLARE Approach.
Proceedings of the AI*IA 2003: Advances in Artificial Intelligence, 2003

2002
Supporting decisions in medical applications: the knowledge management perspective.
Int. J. Medical Informatics, 2002

A telemedicine support for diabetes management: the T-IDDM project.
Comput. Methods Programs Biomed., 2002

Towards a Comprehensive Treatment of Temporal Constraints in Clinical Guidelines.
Proceedings of the 9th International Symposium on Temporal Representation and Reasoning, 2002

A Fuzzy Case Retrieval Approach Based on SQL for Implementing Electronic Catalogs.
Proceedings of the Advances in Case-Based Reasoning, 6th European Conference, 2002

Supporting physicians in taking decisions in clinical guidelines: the GLARE "what if" facility.
Proceedings of the AMIA 2002, 2002

2001
Cased-Based Reasoning for medical knowledge-based systems.
Int. J. Medical Informatics, 2001

Web-based telemedicine systems for home-care: technical issues and experiences.
Comput. Methods Programs Biomed., 2001

Intelligent Knowledge Retrieval for Decision Support in Medical Applications.
Proceedings of the MEDINFO 2001, 2001

Supervised Implementation of Guidelines for Diabetes Management on the World Wide Web.
Proceedings of the AMIA 2001, 2001

Integrating Different Methodologies for Insulin Therapy Support in Type 1 Diabetic Patients.
Proceedings of the Artificial Intelligence Medicine, 2001

2000
A multi-modal reasoning methodology for managing IDDM patients.
Int. J. Medical Informatics, 2000

Diabetic patients management exploiting case-based reasoning techniques.
Comput. Methods Programs Biomed., 2000

Intelligent analysis of clinical time series: an application in the diabetes mellitus domain.
Artif. Intell. Medicine, 2000

Evaluating a Multi-modal Reasoning System in Diabetes Care.
Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

Artificial Intelligence Techniques for Diabetes Management: the T-IDDM Project.
Proceedings of the ECAI 2000, 2000

Exploiting multi-modal reasoning for knowledge management and decision support: an evaluation study.
Proceedings of the AMIA 2000, 2000

1999
Protocol-based reasoning in diabetic patient management.
Int. J. Medical Informatics, 1999

Supporting decisions in diabetic patients management through Case-Based retrieval.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Application Report: Preliminary Evaluation of the T-IDDM Project in Pavia.
Proceedings of the Medical Informatics Europe '99, Proceedings, Ljubljana, Slovenia, 1999

Integrating Rule-Based and Case-Based Decision Making in Diabetic Patient Management.
Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

Integrating case based and rule based reasoning in a decision support system: evaluation with simulated patients.
Proceedings of the AMIA 1999, 1999

Multi-modal Reasoning in Diabetic Patient Management.
Proceedings of the Artificial Intelligence in Medicine. Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making, 1999

Intelligent Analysis of Clinical Time Series by Combining Structural Filtering and Temporal Abstractions.
Proceedings of the Artificial Intelligence in Medicine. Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making, 1999

1998
Retrieval in a Prototype-Based Case Library: A Case Study in Diabetes Therapy Revision.
Proceedings of the Advances in Case-Based Reasoning, 4th European Workshop, 1998

A Web-Based System for Diabetes Management: The Technical and Clinical Infrastructure.
Proceedings of the AMIA 1998, 1998


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