Week 1 Introduction to Data Lakes & Model Lakes

May 11, 2026

01 — Topics

This Week

Introduction to data lakes and model lakes.
DomainNet: a network-based approach to data lake disambiguation.

02 — Readings

Recommended

SIGMOD2023pp. 69–75

Table Discovery in Data Lakes: State-of-the-Art and Future Directions

G. Fan, J. Wang, Y. Li, R. J. Miller

DOI

PVLDB201912(12): 1986–1989

Data Lake Management: Challenges and Opportunities

F. Nargesian, E. Zhu, R. J. Miller, K. Q. Pu, P. C. Arocena

PDF

EDBT2025pp. 985–995

Model Lakes

K. Pal, D. Bau, R. J. Miller

DOI

EDBT2021pp. 13–24

DomainNet: Homograph Detection for Data Lake Disambiguation

A. Leventidis, L. Di Rocco, W. Gatterbauer, R. J. Miller, M. Riedewald

PDF

03 — Slides

Lecture Materials

Topic 1 Introduction PDF → Topic 2 Data Lake Disambiguation PDF →