Machine Learning and Databases

Articles (10 in this collection)

1. Speech-to-SQL: toward speech-driven SQL query generation from natural language question

   Authors

   • Yuanfeng Song
   • Raymond Chi-Wing Wong
   • Xuefang Zhao

   • Content type: Special Issue Paper
   • Published: 16 February 2024

   

2. A learning-based framework for spatial join processing: estimation, optimization and tuning

   Authors (first, second and last of 4)

   • Tin Vu
   • Alberto Belussi
   • Ahmed Eldawy

   • Content type: Special Issue Paper
   • Open Access
   • Published: 13 February 2024

   

3. Assisted design of data science pipelines

   Authors (first, second and last of 4)

   • Sergey Redyuk
   • Zoi Kaoudi
   • Volker Markl

   • Content type: Special Issue Paper
   • Open Access
   • Published: 13 February 2024

   

4. Towards flexibility and robustness of LSM trees

   Authors (first, second and last of 4)

   • Andy Huynh
   • Harshal A. Chaudhari
   • Manos Athanassoulis

   • Content type: Special Issue Paper
   • Open Access
   • Published: 11 January 2024

   

5. Morphtree: a polymorphic main-memory learned index for dynamic workloads

   Authors (first, second and last of 9)

   • Yongping Luo
   • Peiquan Jin
   • Peng Zou

   • Content type: Special Issue Paper
   • Published: 01 December 2023

   

6. A multi-facet analysis of BERT-based entity matching models

   Authors

   • Matteo Paganelli
   • Donato Tiano
   • Francesco Guerra

   • Content type: Special Issue Paper
   • Published: 29 November 2023

   

7. Alfa: active learning for graph neural network-based semantic schema alignment

   Authors (first, second and last of 5)

   • Venkata Vamsikrishna Meduri
   • Abdul Quamar
   • Berthold Reinwald

   • Content type: Special Issue Paper
   • Published: 21 November 2023

   

8. AutoML in heavily constrained applications

   Authors

   • Felix Neutatz
   • Marius Lindauer
   • Ziawasch Abedjan

   • Content type: Special Issue Paper
   • Open Access
   • Published: 17 November 2023

   

9. Efficient and robust active learning methods for interactive database exploration

   Authors (first, second and last of 5)

   • Enhui Huang
   • Yanlei Diao
   • Luciano Di Palma

   • Content type: Special Issue Paper
   • Published: 16 November 2023

   

10. F-IVM: analytics over relational databases under updates

    Authors (first, second and last of 4)

    • Ahmet Kara
    • Milos Nikolic
    • Haozhe Zhang

    • Content type: Special issue Paper
    • Open Access
    • Published: 14 November 2023