Gaussian Processes

Discovering Algorithms with Computational Language Processing
Discovering Algorithms …

Context This paper introduces Computational Language Processing (CLP), a novel framework for discovering algorithms through the automation of algorithmic discovery. By treating algorithms as sequences of operations represented as tokens, CLP enables the chaining of these tokens using a grammar to …

Codiscovering graphical structure and functional relationships within data: A Gaussian Process framework for connecting the dots
Codiscovering graphical …

Context This paper introduces Computational Hypergraph Discovery (CHD), a novel method for uncovering unknown functional relationships between variables within datasets, and represent them using a hypergraph. Abstract Most problems within and beyond the scientific domain can be framed into one of …

Computational Hypergraph …

Talk on Computational Hypergraph Discovery framework for discovering unknown functional relationships in data