|
---------- | Emanuela Merelli
Full Professor of Computer Science at School of Science and Technology Member of Academic Senate of University of Camerino Coordinator of the PhD in Computer Science at the International School of Advanced Studies |
Topological and Algorithmic Field Theory of Data: a Program
During the coordination of the EU-FET Project, TOPDRIM (topology driven methods for complex systems), I collaborate in proposing a program aiming to construct an innovative methodology to perform data analytics that provides a paradigm of data mining not rooted in the notions of Complex Networks and Machine Learning, but in the simpleces and Field Theory of Data to returns an automaton as a recognizer of the data language.
A verbatim with no formula description of the program can be found in a paper published at The Topological Field Theory of Data: a program towards a novel strategy for mining data through data language , J. Physiscs: Conf. Series 626 (2015) and a more detailas is provided in a book chapter published at The Topological Field Theory of Data: mining data beyond complex networks , in Advances in Disordered Systems, Random Processes and Some Applications, eds P. Contucci, C. Giardina', Cambridge University Press (2016) .
A sketch of the TFTD program has been presented at the Open Problems in Concurrency Theory 2017 Workshop; glace at the slides.
The algorithm aspect of the theory together with and idea of Topological Turing machine is provided in a paper dedicated to Scott Smolka, in printing at LNCS, whose draft is available in ArXiv.
More about me here