Schema independent relational learning

J Picado, A Termehchy, A Fern, P Ataei - Proceedings of the 2017 ACM …, 2017 - dl.acm.org
Learning novel relations from relational databases is an important problem with many
applications. Relational learning algorithms learn the definition of a new relation in terms of …

Temporal and multi-versioned XML documents: A survey

S Faisal, M Sarwar - Information processing & management, 2014 - Elsevier
Abstract Extensible Markup Language (XML) documents are associated with time in two
ways:(1) XML documents evolve over time and (2) XML documents contain temporal …

Efficient prediction of difficult keyword queries over databases

S Cheng, A Termehchy… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Keyword queries on databases provide easy access to data, but often suffer from low
ranking quality, ie, low precision and/or recall, as shown in recent benchmarks. It would be …

Predicting the effectiveness of keyword queries on databases

S Cheng, A Termehchy, V Hristidis - Proceedings of the 21st ACM …, 2012 - dl.acm.org
Keyword query interfaces (KQIs) for databases provide easy access to data, but often suffer
from low ranking quality, ie low precision and/or recall, as shown in recent benchmarks. It …

Design independent query interfaces

A Termehchy, M Winslett… - … on Knowledge and …, 2012 - ieeexplore.ieee.org
Real-world databases often have extremely complex schemas. With thousands of entity
types and relationships, each with a hundred or so attributes, it is extremely difficult for new …

Sinbad: towards structure-independent querying of common neighbors in xml databases

BQ Truong, SS Bhowmick, C Dyreson - … , Busan, South Korea, April 15-19 …, 2012 - Springer
Abstract xml query languages use directional path expressions to locate data in an xml data
collection. They are tightly coupled to the structure of a data collection, and can fail when …

Querying XML data: as you shape it

CE Dyreson, SS Bhowmick - 2012 IEEE 28th International …, 2012 - ieeexplore.ieee.org
A limitation of XQuery is that a programmer has to be familiar with the shape of the data to
query it effectively. And if that shape changes, or if the shape is other than what the …

Logical scalability and efficiency of relational learning algorithms

J Picado, A Termehchy, A Fern, P Ataei - The VLDB Journal, 2019 - Springer
Relational learning algorithms learn the definition of a new relation in terms of existing
relations in the database. The same database may be represented under different schemas …

Structural generalizability: the case of similarity search

Y Chodpathumwan, A Termehchy, SA Ramsey… - Proceedings of the …, 2021 - dl.acm.org
Supervised and Unsupervised ML algorithms are widely used over graphs. They use the
structural properties of the data to deliver effective results. It is known that the same …

[PDF][PDF] Schema independence of learning algorithms

J Picado, A Termehchy, A Fern - … workshop on Big …, 2014 - research.engr.oregonstate.edu
Learning novel concepts and relations from structured data sets, such as relational
databases, is an important problem with many applications in data management and …