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HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries
Summary: HADAD is an extensible approach optimizing hybrid RA-LA analytics via a unified relational model. It plugs into LA or RA-LA systems without internal changes, leveraging materialized results to unify optimization and boost LA workloads.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6202
- Venue
- SIGMOD
- Year
- 2021
- Pagerank
- 4.4138435e-05
- Overall Rank
- 8,981 | 37.59%
- DOI
-
10.1145/3448016.3457311
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 66 |
Spark SQL: Relational Data Processing in Spark |
2015 |
SIGMOD |
0.00061707583 |
| 557 |
SystemML: Declarative Machine Learning on Spark |
2016 |
VLDB |
0.00020186115 |
| 1,283 |
Towards Linear Algebra over Normalized Data |
2017 |
VLDB |
0.00012826013 |
| 1,534 |
Data Management in Machine Learning: Challenges, Techniques, and Systems |
2017 |
SIGMOD |
0.00011462072 |
| 2,355 |
An Intermediate Representation for Optimizing Machine Learning Pipelines |
2019 |
VLDB |
8.9727612e-05 |
| 2,809 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.0869552e-05 |
| 3,514 |
Complete Yet Practical Search for Minimal Query Reformulations Under Constraints |
2014 |
SIGMOD |
7.0192177e-05 |
| 3,920 |
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML |
2018 |
VLDB |
6.6246708e-05 |
| 3,953 |
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics |
2018 |
VLDB |
6.5896733e-05 |
| 4,285 |
ESTOCADA: Towards Scalable Polystore Systems |
2020 |
VLDB |
6.2824978e-05 |
| 4,835 |
MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions |
2019 |
SIGMOD |
5.8861112e-05 |
| 5,265 |
Probabilistic Demand Forecasting at Scale |
2017 |
VLDB |
5.5950627e-05 |
| 5,409 |
Towards Scalable Hybrid Stores: Constraint-Based Rewriting to the Rescue |
2019 |
SIGMOD |
5.5224926e-05 |
| 5,497 |
SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra |
2020 |
VLDB |
5.4741034e-05 |
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