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Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions
Summary: Extends Certain Answers to ML via CP; CP existence (Q1) and CP counts (Q2) studied, focusing on NNs enabling CP queries. CPClean uses CP to clean ML data; on systematic missingness, it closes the gap by cleaning ~36% of data, beating BoostClean.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 12430
- Venue
- VLDB
- Year
- 2021
- Pagerank
- 9.0634287e-05
- Overall Rank
- 2,308 | 83.97%
- DOI
-
10.14778/3430915.3430917
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 18 of 18 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 4,103 |
GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data |
2023 |
SIGMOD |
6.4460899e-05 |
| 5,439 |
DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data |
2023 |
SIGMOD |
5.5034427e-05 |
| 7,702 |
ExDRa: Exploratory Data Science on Federated Raw Data |
2021 |
SIGMOD |
4.6689015e-05 |
| 8,096 |
Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications |
2023 |
SIGMOD |
4.583522e-05 |
| 8,739 |
CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning |
2024 |
SIGMOD |
4.4520434e-05 |
| 9,354 |
GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models |
2024 |
SIGMOD |
4.3484715e-05 |
| 9,855 |
In-Database Data Imputation |
2024 |
SIGMOD |
4.2652623e-05 |
| 10,473 |
Zorro: Quantifying Uncertainty in Models & Predictions Arising from Dirty Data |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,532 |
Scalable Complex Event Processing on Video Streams |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,537 |
Two Birds with One Stone: Efficient Deep Learning over Mislabeled Data through Subset Selection |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,636 |
CatDB: Data-catalog-guided, LLM-based Generation of Data-centric ML Pipelines |
2025 |
VLDB |
4.1905499e-05 |
| 10,652 |
Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation |
2025 |
VLDB |
4.1905499e-05 |
| 10,956 |
Certain and Approximately Certain Models for Statistical Learning |
2024 |
SIGMOD |
4.1905499e-05 |
| 11,053 |
Win-Win: On Simultaneous Clustering and Imputing over Incomplete Data |
2024 |
VLDB |
4.1905499e-05 |
| 11,055 |
Efficiently Mitigating the Impact of Data Drift on Machine Learning Pipelines |
2024 |
VLDB |
4.1905499e-05 |
| 11,140 |
Generalizable Data Cleaning of Tabular Data in Latent Space |
2024 |
VLDB |
4.1905499e-05 |
| 11,181 |
LinCQA: Faster Consistent Query Answering with Linear Time Guarantees |
2023 |
SIGMOD |
4.1905499e-05 |
| 11,434 |
Ease.ML: A Lifecycle Management System for MLDev and MLOps |
2021 |
CIDR |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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