Organisation/Company: Free University of Bozen - Bolzano
Research Field: Computer science » Informatics
Researcher Profile: First Stage Researcher (R1)
Country: Italy
Application Deadline: 25 Feb 2025 - 11:00 (UTC)
Type of Contract: Permanent
Job Status: Full-time
Is the job funded through the EU Research Framework Programme? Not funded by a EU programme
Is the Job related to staff position within a Research Infrastructure? No
Offer Description
Call:
Rector's Decree n. 2062/2024 of 22.11.2024
Deadline for sending applications and publications:
25.02.2025 at 12:00 PM (noon)
Number of applications:
2
Description of the research activity:
Integrative AI is considered one of the most promising approaches to realize future Artificial Intelligence systems able to produce trustworthy predictive models. It combines the effectiveness of Machine Learning approaches with the transparency of Logic-based systems. Integrative AI architectures have been investigated for a number of domains (e.g., in computer vision) but are not deeply investigated in the construction of predictive models for temporal event data. To achieve this, the applicant will work on two tasks:
1. Definition of novel integrative AI techniques for the training of predictive models for temporal event data using temporal background knowledge. This investigation will start from recent works that aim to combine Deterministic Finite Automata (DFAs) with numeric approaches such as genetic algorithms or Recurrent Neural Networks.
2. Implementation of the developed technique and an assessment of the feasibility of the approach.
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