International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU)*

International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU)*

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The biennial International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU) aims to bring together scientists working on various methods for the management of uncertainty in intelligent systems. This conference provides a medium for the exchange of ideas between theoreticians and practitioners using different methods to address the important issue of uncertainty.

Conference History:

20th IPMU2024 International Conference, July 22-26, 2024, University of Lisbon, Lisbon, Portugal
(Host: Instituto de Engenharia de Sistemas e Computadores – Investigação e Desenvolvimento; Instituto Superior Técnico, University of Lisbon)

    Conference program TBD

    Topics: Theory, Methods and Tools
    Uncertainty, Computational Intelligence, Bayesian and Probabilistic Methods, Information Theory, Measures of Information and Uncertainty, Evidence and Possibility Theory, Utility Theory, Fuzzy Sets and Fuzzy Logic, Fuzzy Control, Rough Sets, Multiple Criteria Decision Methods, Aggregation Methods, Knowledge Representation, Approximate Reasoning, Non-classical Logics, Default Reasoning, Belief Revision, Argumentation, Ontologies, Uncertainty in Cognition, Graphical Models, Knowledge Acquisition, Interpretable Machine Learning, Evolutionary Computation, Neural Networks, Data Analysis/Data Science, Explainable AI.

    Topics: Application Fields
    Intelligent Systems and Information Processing, Decision Support, Database and Information Systems, Information Retrieval and Fusion, Speech and Natural Language Processing, Image Processing, Multi-Media, Agents, Pattern Recognition, Medicine and Bioinformatics, Finance, Software Engineering, Industrial Engineering, Big Data.

19th IPMU2022 International Conference, July 11-15, 2022, University of Milano-Bicocca, Milan, Italy
(Host: Department of Computer Sciences, Systems and Communication, University of Milano-Bicocca)

    Keynotes:
    Science and Engineering of Intelligence

    Sessions:
    Weak and Cautious Learning
    Knowledge Acquisition, Representation and Reasoning
    Data Science and Machine Learning

    Special Sessions:
    Fuzzy Methods in Data Mining and Knowledge Discovery
    Machine Learning for partially-labeled Data (CANCELLED)
    Information Fusion Techniques based on Aggregation Functions, Pre-aggregation Functions, and their Generalizations
    Managing Imprecise Information for XAI (CANCELLED)
    Natural Language and Information Systems (CANCELLED)

18th IPMU2020 International Conference, June 15 – 19, 2020, University of Lisbon, Lisbon, Portugal Virtual venue
(Host: Instituto Superior Técnico, University of Lisbon)

    Keynotes:
    Where Art Thou? – Recent Avenues in Efficient Machine Learning under Subjectivity Uncertainty

    Sessions:
    Knowledge Processing and Creation; Machine Learning; Fuzzy methods in Data Mining and Knowledge Discovery

17th IPMU2018 International Conference, June 11 – 15, 2018, Universidad de Cádiz, Cádiz, Spain
(Host: Department of Mathematics, University of Cádiz)

    Plenary talks:
    Consensus in Group Decision Making and Social Networks; Multisource Geo Big Data for Earth Observation: Challenges Offered by Fuzzy Approaches; Biological Apps: Rapidly Converging Technologies for Living Information Processing

    Sessions:
    Fuzzy methods in Data Mining and Knowledge Discovery; Soft Computing in Information Retrieval and Sentiment Analysis; New trends in data aggregation; Logical methods in mining knowledge from big data; Metaheuristics and Machine Learning; Fuzzy transforms: theory and applications to data analysis and processing

16th IPMU2016 International Conference, June 20 – 24, 2016, Eindhoven University of Technology, Eindhoven, The Netherlands
(Host: Information Systems (IS) Group, Eindhoven University of Technology)

    Keynotes:
    Learning Representations of Complex Structures in Natural Language with Neural Networks; Resource-constrained Data Analysis and Exploration

    Invited Talks:
    Data science in the enterprise

    Industrial Round Table:
    Data Science for Smart Industry

    Sessions:
    Textual Data Processing; Fuzzy methods in Data Mining and Knowledge Discovery; Temporal data processing; Imperfect Databases; Databases and Information Systems; Computational Aspects of Data Aggregation and Complex Data Fusion

15th IPMU2014 International Conference, July 15 – 19, 2014, Montpellier, France
(Host: Laboratoire d’Informatique, de Robotique et de Micro-électronique de Montpellier, Université Montpellier)

    Keynotes:
    Learning with nontrivial teacher

    Sessions:
    Uncertainty and Imprecision on the Web of Data; Big Data – the Role of Fuzzy Methods; Recommendation systems and social networks; Management of Uncertainty in Social Networks; Database systems; Measurement and Sensory Information; Uncertainty Management in Machine Learning; Intelligent Databases and Information Systems; Data analysis

14th IPMU2012 International Conference, July 9-13, 2012, University of Catania, Catania, Italy
(Host: Centro Biblioteche e Documentazione, University of Catania)

    Plenary Talks:
    Fuzzy Machine Learning in Dynamical Environments

    Sessions:
    Fuzzy Machine Learning and On-line Modeling; Intelligent Databases and Information System; Sensing and Data Mining for Teaching and Learning; Information Processing and Management of Uncertainty in Knowledge-Based Systems; Rough Sets and Complex Data Analysis: Theory and Applications; Information Fusion Systems

13th IPMU2010 International Conference, June 28 – July 2, 2010, Dortmund, Germany
(Host: Institut für Roboterforschung, Technische Universität Dortmund)

    Sessions:
    Managing Uncertainty in Data Streams; Fuzzy Machine Learning and Data Mining; Management of Uncertain Information in the “Digital Earth”; Intelligent Databases and Information Systems; Rough Sets and Complex Data Analysis: Theory and Applications; Belief Function Theory and Knowledge Management; Knowledge Management as a link between Information Theory and Business Administration; Information Fusion Systems

12th IPMU2008 International Conference, June 22-27, 2008, Málaga, Spain
(Host: Department of Applied Mathematics, University of Málaga)

    Sessions:
    Adaptive Information Processing; Intelligent Databases and Information Systems; Uncertainty Machine Learning and Datamining

11th IPMU2006 International Conference, July 2-7, 2006, Université Pierre et Marie Curie, Paris, France
(Host: CNRS-LIP6, Université Pierre et Marie Curie)

    Plenary talks:
    The marvels and the flaws of intuitive thinking

    Sessions:
    Machine Learning; Retrieving and structuring information; Cognition; Interval methods in information processing and management of uncertainty in knowledge-based systems; Soft approaches to information retrieval and information access on the web; Interval methods in information processing and management of uncertainty in knowledge-based systems; Metaknowledge; Generalized logical models with imperfect information and similarity; Textual knowledge representation; Entropy and information; Works on semantic web; Machine learning and pattern recognition; Fuzzy Rules Learning Methods for high dimensionality problems; Neural, Neurofuzzy and Statistical Learning Methods and Applications; Intelligent information processing; Intelligent databases and information systems; Fuzzy logic and semantic web; Knowledge propagation in probabilistic models; Fuzzy measures, optimization and data mining; Fusion of information and applications to image processing and fuzzy control

10th IPMU2004 International Conference, July 4-9, 2004, University of Perugia, Perugia, Italy
(Host: Department of Mathematics and Informatics, University of Perugia)

    Panel Sessions:
    Designing, Deploying, Transitioning, and Maintaining Knowledge-based Systems: the Lifecycle Challenge

    Sessions:
    Databases; Approaches to extending Description Logics for representation of uncertain knowledge; Data Mining; Logic Programming with imperfect information; Fuzzy logic in the semantic web: a new challenge; Epistemology; Soft Approaches to Information Access and Retrieval on the Web; Information retrieval; Information theory and aggregation operators; Intelligent Information Systems; Fuzzy knowledge representation

9th IPMU2002 International Conference, July 1-5, 2002, Annecy, France
(Host: LAMII/CESALP, Université de Savoie)

    Sessions:
    Learning and Mining; Intelligent Information Systems; Fuzzy Sets and Possibility Theory in Machine Learning and Data Mining; Symbolic Data Analysis; Information Processing in Food Engineering Processes; Data Mining and Multimedia Systems; Information Retrieval and Querying; Advances in Database Technology; Intelligent Information Processing; Learning from Partially Labeled Samples

8th IPMU2000 International Conference, July 3-7, 2000, Madrid, Spain
(Host: Universidad Politécnica de Madrid)

    Plenary lectures:
    Generalized Information Theory: Results and Open Problems; Toward an Enlargement of the Role of Natural Languages in Information Processing, Decision and Control

    Sessions:
    n.a.

7th IPMU1998 International Conference, July 6-10, 1998, Paris, France

    Sessions: n.a.

6th IPMU1996 International Conference, July 1-5, 1996, Granada, Spain

    Sessions: n.a.

5th IPMU1994 International Conference, July 4-8, 1994, Paris, France

    Sessions:
    Probabilistic, Statistical and Informational Methods

4th IPMU1992 International Conference, July 6-10, 1992, Palma de Mallorca, Spain

    Sessions:
    Acquiring Knowledge; Knowledge Based Systems

3rd IPMU1990 International Conference, July 2-6, 1990, Paris, France

    Sessions:
    Information

2nd IPMU1988 International Conference, July 4-7, 1988, Urbino, Italy

    Sessions:
    Information Theory; Intelligent Data Base; Knowledge Acquisition and Machine Learning; Knowledge Representation

1st IPMU1986 International Conference, June 30 – July 4, 1986, Paris, France

    Sessions:
    Information Theoretic Approach
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