In this paper, we overview recent contributions on in-database analytics for a class of optimization problems that are important for LogicBlox retail-planning and forecasting applications […
D Olteanu, M Schleich - Proceedings of the VLDB Endowment, 2016 - ora.ox.ac.uk
… factorized view on the input database. The output of this step is a matrix of reals whose dimensions only depend on the arity of the view and is independent of the database … factorized …
… In this paper, we rely on factorizeddatabases to compute and represent join … databases by example and refer to the literature [5, 4, 28] for a rigorous treatment. Factorizeddatabases …
… In this paper we have demonstrated how a factorized model based on the RESCAL approach can lead to a very efficient representation of the probabilistic database and also can be …
S Rendle - Proceedings of the VLDB Endowment, 2013 - dl.acm.org
… algorithms for linear regression and factorization machines can be scaled to predictor … [12] which is a generic factorization model including among others matrix factorization [17], …
… can be enumerated with constant delay over factorizeddatabases. Paris Koutris (University of … -delay enumeration result from factorizeddatabases to general circuits in decomposable …
… cial, we propose adaptive factorization, shifting the decision to use factorization from the … to database systems, explaining their purpose and the various types of databases that exist. …
… n denoting the number of tuples in the database, we guarantee for acyclic full … factorized representation of the query output, which is constructed on-the-fly for a given query and database…
… factorization in a single operator, or only in very specialised cases. Instead, we present a system that uses factorization at its core: the factorized … that makes use of factorization during its …