Connectionists: Discovery Science in Pisa 2024 CFP

[Francesca NARETTO]

*** Apologies for cross-posting ***


27th International Conference on Discovery Science (DS2024)

October 14-16, 2024, Pisa, Italy

http://ds2024.isti.cnr.it/index.html

***CALL FOR PAPER: MAIN RESEARCH TRACK***

Discovery Science 2024 conference provides an open forum for intensive
discussions and exchange of new ideas among researchers working in the area
of Discovery Science. The conference focus is on the use of Artificial
Intelligence, Data Science and Big Data Analytics methods in science. Its
scope includes the development and analysis of methods for discovering
scientific knowledge, coming from machine learning, data mining,
intelligent data analysis, and big data analytics, as well as their
application in various domains. Possible topics include, but are not
limited to:

- Artificial Intelligence (machine learning, knowledge representation and
reasoning, natural language processing, statistical methods, etc.) applied
to science

- Machine Learning: supervised learning (including ranking, multi-target
prediction and structured prediction), unsupervised learning,
semi-supervised learning, active learning, reinforcement learning, online
learning, transfer learning, etc.

- Knowledge Discovery and Data Mining

- Anomaly and Outlier Detection

- Time-Series Analysis

- Spatial, Temporal and Spatiotemporal Data Analysis

- Unstructured Data Analysis (textual and web data)

- Data and Knowledge Visualization

- Complex Network Analysis

- Causal Modelling

- Explainable AI and Interpretable Machine Learning

- Human-Machine Interaction for Knowledge Discovery and Management

- Data Streams, Evolving Data, Change Detection & Concept drift

- AutoML, Meta-Learning, Planning to Learn

- AI and High-performance Computing, Grid and Cloud Computing

- AI and Cybersecurity

- Computational Creativity

- Learning from Complex Data

- Process Discovery and Analysis

- Evaluation of Models and Predictions in Discovery Setting

- Applications of the above techniques in scientific domains, such as
Physical sciences (e.g., materials sciences, particle physics), Life
sciences (e.g., systems biology/systems medicine), Environmental sciences,
Natural and social sciences

***INVITED SPEAKERS***

   -

   Roberto Navigli, Sapienza University of Rome and Babelscape — October
   14th
   -

   Carlos Castillo, ICREA and Universitat Pompeu Fabra — October 15th
   -

   Francesca Toni, Imperial College London — October 16th



***IMPORTANT DATES***

Abstract submission (deadline): Monday June 3, 2024

Full paper submission (deadline): Monday June 10, 2024

Notification of acceptance: Monday July 22, 2024

Camera-ready version, author registration: Monday August 5, 2024

All dates are specified as 23:59:59 SST (Standard Samoa Time / Anywhere on
Earth)

***SUBMISSION PROCEDURE***

Contributions, written in English, must be formatted according to the
guidelines of the Lecture Notes of Computer Science (LNCS) series by
Springer-Verlag, which are available together with templates here:
https://www.springer.com/gp/computer-science/lncs/conference-proceedings-guidelines
.

We strongly recommend using the LNCS template for LaTeX. The page limit for
any contribution, including figures, title pages, references, and
appendices, is 15 pages in the LNCS format. Submission of the camera-ready
version of the paper has to include the authors’ consent to publish on the
above Springer LNCS website. Submissions will be reviewed following a
single-blind procedure. Therefore, authors should include their names and
affiliations in the paper.

Authors may not submit any paper which is under review elsewhere or which
has been accepted for publication in a journal or another conference;
neither will they submit their papers elsewhere during the review period of
DS’ 2024.

Submission System: https://cmt3.research.microsoft.com/DS2024/

At least one of the authors must be a registered participant at the
conference to present the work.


***SPECIAL ISSUE***

The authors of a number of selected papers presented at DS 2024 will be
invited to submit extended versions of their papers for possible inclusion
in a special issue of Machine Learning journal (published by Springer) on
Discovery Science. Fast-track processing will be used to have them reviewed
and published.

***BEST PAPER AWARD***

There will be a Best Student Paper Award in the value of 550 Eur sponsored
by Springer, and a Best Paper Award in the value of 550 Eur sponsored by
Fondazione Area.

***CALL FOR PAPER: SPECIAL TRACK SOBIGDATA***

SoBigData RI (www.sobigdata.eu) is a distributed, Pan-European,
multi-disciplinary research infrastructure aimed at using social mining and
big data to understand the complexity of our contemporary,
globally-interconnected society. This year, Discovery Science and SoBigData
RI, collaborate in order to have a special track. The topics are the same
of  the main track but focussed on experiments for the SoBigData research
spaces:

- Demography, Economy and Finance 2.0: traditional complex socio-economic
financial systems in conjunction with emerging ones, in particular,
block-chain & cryptocurrency markets and their applications such as smart
property, Internet of things, energy trading, and smart contracts.

- Disaster Response and Recovery: methods and tools to analyze, monitor,
and improve post-disaster reconstruction processes in socio-economic areas,
spatial planning, environmental health in cooperation with national and
international institutions.

- Health Studies: experiments addressing health-related issues, including
medical, nutrition, environmental health and network medicine. It entails
integrating multidisciplinary scientific research including machine
learning techniques and AI technologies.

- Pervasive Intelligence in Cyber-Physical Systems for Future Society:
experiments on AI models for a dynamic and automatic allocation of
resources capable of reacting to changes in services, application
requirements, sustainability, and user-generated traffic. Specific
attention will also be given to approaches based on the emulation of
biological brain mechanisms, called Cyber-Physical systems, with the aim of
creating a “conscious system” able to self-control a large number of
subsystems.

- Societal Debates and Misinformation: experiments analyzing both
discussions on social media and journalistic production to understand which
are the most debated topics.

- Next-Generation Internet: experiments investigating the effect of Next
Generation Internet paradigms by developing user- and device-centric
services for groups of mobile users based on direct communication between
faredge devices, validating them in the same application areas.

- Sustainable Cities for Citizens: experiments about the usage of mobile
devices data, georeferenced social media data, or other spatio-temporal
data to model human behavior and activities.

- Submitted paper must refer to a specific research space. Submitted papers
must contain all the references to data and methods used in order to be
accessible to the SoBigData community and to be published on the platform
catalog (only in case of acceptance).

Accepted papers will be published in DS2024 proceedings and disseminated
through the research infrastructure channels.

***IMPORTANT DATES & SUBMISSION PROCEDURE***

Abstract submission (deadline): Monday June 3, 2024

Full paper submission (deadline): Monday June 10, 2024

Notification of acceptance: Monday July 22, 2024

Camera-ready version, author registration: Monday August 5, 2024

All dates are specified as 23:59:59 SST (Standard Samoa Time / Anywhere on
Earth)

***BEST PAPER AWARD***

There will be a Best SoBigData Paper award in the value of 550 Eur
sponsored by SoBigData.


***CALL FOR LATE BREAKING CONTRIBUTIONS ***

The Posters Track complements the research track of the conference and
offers an opportunity to present late-breaking results and showcase
innovative implementations in an informal and interactive setting. During
the Poster session authors are encouraged to directly connect with
conference participants and engage in discussions about their work.

We invite submissions relevant to Discovery Science and which address, but
are not limited to, the topics of the Research Track. We also welcome work
that has already been seen in other places but needs to be shared with the
Discovery Science community.

Authors of the research papers not accepted for the Research track can be
invited to present their work via a poster in the Poster session to discuss
their research and scientific contributions with the community and expand
their network with other researchers.

***IMPORTANT DATES***

Submission due: Monday June 22, 2024

Notification of acceptance: Monday July 27, 2024

Camera-ready version (extended abstract), author registration: Monday
August 5, 2024

All dates are specified as 23:59:59 SST (Standard Samoa Time / Anywhere on
Earth)

***SUBMISSION DETAILS***

Authors should submit an up-to two-page (excluding references) extended
abstract for evaluation. All submissions must be written in English, using
the PDF file format, following the formatting guidelines of the research
track, and submitted electronically via the CMT submission system:
https://cmt3.research.microsoft.com/DS2024/

Poster submissions should describe late-breaking research results, on-going
research projects, or work-in-progress relevant to Discovery Science.
Additional links to relevant resources are encouraged to be included in the
submission.

The submissions should not be anonymised. Each submission will be reviewed
by 2 members of the Program Committee.

All accepted posters will be available on the conference website. Authors
are encouraged to link in the poster complementary materials (e.g. images,
videos, code).

At least one of the authors must be a registered participant at the
conference, and attend the Poster Session to present the work.

All papers accepted at the poster session will be published as extended
abstracts (up to 4 pages in LNCS format) in CEUR proceedings.


***CALL FOR CONTRIBUTIONS: DOCTORAL CONSORTIUM***

The Doctoral Consortium (DC) provides an opportunity to present and discuss
their doctoral research ideas and progress in a supportive, formative and
yet critical environment and receive feedback from reviewers, mentors and
peers from the field of Discovery Science. The DC will also provide
opportunities to network and build collaborations with other members of the
Discovery Science community. We welcome submissions across research
Discovery Science-related domains and which address, but are not limited
to, the topics of the Research Track.

The event is intended for early as well as middle/late-stage PhD candidates
and asks them to formulate and submit a concrete PhD research proposal,
preferably supported by some preliminary results. The proposal will be
peer-reviewed. If accepted, students must register and physically attend
the event to present their PhD research proposal in a Poster session.
Details for the submission are found below under “Submission Details”.

***IMPORTANT DATES***

Submission due: Monday June 22, 2024

Notification of acceptance: Monday July 27, 2024

Camera-ready version (extended abstract), author registration: Monday
August 5, 2024

All dates are specified as 23:59:59 SST (Standard Samoa Time / Anywhere on
Earth)

***SUBMISSION DETAILS***

Authors should submit an up-to four-page (excluding references) description
of their PhD research proposal. All submissions must be written in English,
using the PDF file format, following the formatting guidelines of the
research track, and submitted electronically via the CMT submission system:
https://cmt3.research.microsoft.com/DS2024/

The papers should have a single author (the PhD candidate) and submissions
are *not* anonymous. Supervisors, other involved persons, and funding
agencies should be acknowledged in an Acknowledgements section.

Research proposals (and if accepted, the Posters) should contain the
following elements:

- Context: The background and motivation for your research, including the
related work that frames your research

- Research questions/challenges: what are the research questions/challenges
that your dissertation addresses? Try to highlight how it differs from
existing literature.

- Method/approach and evaluation: how is each of the research questions
answered? How are results evaluated? If you are planning to conduct studies
or build prototypes, provide a brief description.

- Preliminary results (if available). Highlight results and contribution to
date and the timeplan for projected steps.

- Discussion and Future work: What are intermediary conclusions, and what
are the planned next steps?

All accepted research proposals will be presented in a Poster session.
Posters and PDF documents will be available on the conference website. PhD
students are encouraged to link in the poster complementary materials (e.g.
images, videos, code).

At least one of the authors must be a registered participant at the
conference, and attend the Poster Session to present the work.

All papers accepted at the poster session will be published as extended
abstracts (up to 4 pages in LNCS format) in CEUR proceedings.

***COMMITTEES AND CHAIRS***

GENERAL & PROGRAM CHAIRS

- Dino Pedreschi, University of Pisa

- Anna Monreale, University of Pisa

- Riccardo Guidotti, University of Pisa

STEERING COMMITTEE

- Michelangelo Ceci, University of Bari

SPECIAL SESSION CHAIR

- Roberto Trasarti, ISTI-CNR Pisa

POSTER SESSION CHAIR

- Francesca Naretto

DOCTORAL CONSORTIUM CHAIRS

- Fosca Giannotti

- Roberto Pellungrini

SOCIAL MEDIA & PUBLICITY CHAIR

- Vittorio Romano

LOCAL ORGANIZATION COMMITTEE

- Francesco Spinnato, University of Pisa



-- 
Francesca Naretto
Ph.D. in Data Science
francesca.naretto at sns.it
SNS, Pisa | CNR, Pisa
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