Connectionists: [Call for papers] Discovery Science 2024 in Pisa

Francesca NARETTO francesca.naretto at sns.it
Wed Apr 24 09:20:53 EDT 2024


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

***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.

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)



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