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Decision Theory for Artificial Intelligence (6 CFU) - Prof. F. Bergenti - January 14-17 2025
Titolo (italiano): Teoria delle Decisioni per l’Intelligenza Artificiale
Docente: Prof. Federico Bergenti, Università degli Studi di Parma
Contenuti (inglese):
The course introduces the students to the topics of Decision Theory that are relevant to
Artificial Intelligence. In particular, the course discusses decision-theoretic planning
and learning through the following agenda: brief review of random variables and
stochastic processes (if needed), discrete-time Markov chains, Markov decision
processes, base algorithms for automated planning using Markov decision processes
(e.g., value iteration and policy iteration), base algorithms for machine learning using
Markov decision processes (e.g., Q-learning and SARSA), overview of additional topics
(e.g., partially-observable Markov decision processes, game-theoretic planning). The
course is delivered as a set of classes and exercise sessions tailored to the specific
needs of the enrolled students.
Contenuti (italiano):
Il corso introduce gli studenti agli argomenti della Teoria delle Decisioni che sono di
particolare rilevanza per l'Intelligenza Artificiale. In particolare, il corso discute la
pianificazione e l'apprendimento dal punto di vista della Teoria delle Decisioni con il
seguente programma: cenni su variabili casuali e processi stocastici (se necessario),
catene di Markov tempo discrete, processi markoviani di decisione, algoritmi di base
per la pianificazione mediante processi markoviani di decisione (ad esempio, value
iteration e policy iteration), algoritmi di base per l'apprendimento mediante processi
markoviani di decisione (ad esempio, Q-learning e SARSA), breve panoramica di
argomenti aggiuntivi (ad esempio, processi markoviani di decisione parzialmente
osservabili, pianificazione nella teoria dei giochi). Il corso è erogato mediante lezioni e
sessioni di esercizi pensati appositamente per le esigenze degli studenti iscritti.
Luogo:
Plesso di Matematica, aula B
Campus di Scienze e Tecnologie, Università degli Studi di Parma
Parco Area delle Scienze, 53/A
43124 Parma
Calendario:
• 14 gennaio, dalle 14 alle 18
• 15 gennaio, dalle 14 alle 18
• 16 gennaio, dalle 9 alle 17
• 17 gennaio, dalle 9 alle 17
Numero totale di ore: 24
Numero totale di CFU: 6
Verifica delle competenze:
Prova orale al termine del corso riguardante tutti gli argomenti trattati durante il corso.
De Giorgi-Nash-Moser theory for fractional kinetic operators (5 CFU) - Dott.ssa F. Anceschi, Dott. M. Piccinini - November 8, 2024- January 20, 2025
Francesca Anceschi (f.anceschi@staff.univpm.it)
Mirco Piccinini (mirco.piccinini@dm.unipi.it)
Syllabus: The main goal of this course is to provide a useful toolbox for the study
of the weak regularity theory á la De Giorgi-Nash-Moser (DGNM) for fractional
kinetic operators. Firstly, we will analyze the local case of the Fokker-Planck operator
in order to introduce the non-Euclidean geometry required for the study of
these kinetic operators. Then, we will provide all the advanced necessary tools to
deal with the nonlocal case, and we will conclude the course with some interesting
applications to more complex physical models, as e.g. those involving the Boltzmann
operator, where the main diffusion non-symmetric kernel satisfies very weak
integrability and non-degeneracy conditions.
Credits & schedule: 20 hours, 5CFU
• November 8, 2024: 10:30 - 12:30
• November 15, 2024: 10:30 - 12:30
• November 22, 2024: 10:30 - 12:30
• November 29, 2024: 10:30 - 12:30
• December 6, 2024: 10:30 - 12:30
• December 13, 2024: 10:30 - 12:30
• January 8, 2025: 10:30 - 12:30
• January 16, 2025: 10:30 - 12:30
• January 20, 2025: 10:30 - 12:30 & 14:30 - 16:30
Venue: aula F, Dipartimento di Matematica, Fisica e Informatica, Università di
Parma and/or Teams platform
Final exam: Research seminar on a proper article related to the course topics (to
be chosen in accordance with the teachers).
Introduction to Design Theory (7 CFU) - Prof.ssa A. Pasotti, Prof. T. Traetta - February 10, 2025 - March 2025
Syllabus: Design Theory is a rich branch of Combinatorics that deals with the existence and construction of discrete structures having some special balance or symmetry properties, whose studies have produced and have been influenced by innovative applications. This course aims to introduce some of the fundamental concepts in the area of design theory such as block designs, graph decompositions, difference families, and present some modern extensions of this subject.
The quasi-Hopf analogue of the Drinfeld-Jimbo quantum groups (2 CFU) (onsite and online). Prof. Daniel Bulacu - September 11-12-17-19 2024.
Title and Credits: Galois Theory: from groups and forms to descent theory and extensions
Teacher: Prof. Daniel Bulacu, University of Bucarest
Syllabus: The classical Galois theory dates back to 1830, but it took more than 100 years for it to be reformulated (by Artin) in the language of module theory. Artin's criterion that decides when a field extension K/k is Galois allows to extend the classical Galois theory to Hopf algebras. This was initiated by Chase and Sweedler in 1969 in the commutative case, the general case being considered by Kreimer and Takeuchi in 1981. Today Hopf-Galois extensions appear in various branches of mathematics and physics, being also known as dual algebraic versions of non-commutative fiber spaces (the notion of quantum fiber space can be introduced as a module associated with a Hopf-Galois extension).
The purpose of this course is to make the transition from the classical Galois theory to the Hopf-Galois theory and to present some directions of study for the latter. Briefly, the content of the course is as follows:
- Classical Galois theory.
- Extensions of fields, extensions of separable Galois fields without groups, strongly graded rings, cross products, affine group schemes.
- Relevant examples of Hopf algebras.
- Hopf-Galois extensions and examples.
- Descent theory.
- Hopf-Galois theories in various categories.
Dates 2022/2023: 4, 6, 11, and 13 July 2023, 16:00-18:00 (4 lectures, 8 hours).
Transdisciplinary for a global vision (4 CFU) - Prof. Valentina Mini and Prof. Patrizio Bianchi - September 27- 30 and October 2-4-7-9 2024
Main lecturer
Special speaker
Professor Patrizio Bianchi Chair Holder of the UNESCO Chair on Education, Growth and Equality
Professor Valentina Mini Adjunct Professor of Statistics, Advanced Statistics and Statistics for Economics and Business
Location
Department of Mathematics and Computer Science
University of Ferrara, Palazzo Manfredini
Via Muratori 8 / 9 - 44121 Ferrara
Lecture 1. Global Vision and Globalization
Global economic, political, and cultural integration: benefits and drawbacks. Interdisciplinary approaches to contemporary challenges.
27 September 2024 | 09:00 – 12:00 | Classroom B1 | Professor Patrizio Bianchi
Lecture 2. Geopolitics: Focus on Africa and Europe
Geopolitical dynamics of Africa and Europe: historical contexts, contemporary challenges, and global ramifications.
30 September 2024 | 15:00 – 18:00 | Classroom C1 | Manfo Zangmo
Lecture 3. Introduction to Transdisciplinarity Theory
Transdisciplinarity: theoretical foundations, basic concepts, and principles.
02 October 2024 | 15:00 – 18:00 | Classroom C1 | Professor Valentina Mini
Lecture 4. Quantitative Methods for Transdisciplinary Approaches
Theoretical competencies in mathematics and statistics for interpreting scientific literature, bridging interdisciplinary gaps, and enhancing organizational capabilities.
04 October 2024 | 15:00 – 18:00 | Classroom C1 | Professor Valentina Mini
Lecture 5. Qualitative Methods for Transdisciplinary Approaches
Qualitative research methods for data collection, analysis, and interpretation in interdisciplinary research.
07 October 2024 | 15:00 – 18:00 | Classroom C1 | Professor Valentina Mini
Lecture 6. Long-Term Projection and Temporal Vision
Temporal perspective and scenario planning for understanding long-term implications in transdisciplinary studies.
09 October 2024 | 15:00 – 18:00 | Classroom C1 | Professor Patrizio Bianchi and Professor Valentina Mini
Lecture 7. Round Table Lab
Collaborative discussions with entrepreneurs to apply theoretical knowledge to realworld interdisciplinary issues.
11 October 2024 | 15:00 – 18:00 | Classroom C1 | Professor Patrizio Bianchi, Professor Valentina Mini and Guest Entrepreneurs