OOIR: Observatory of International Research

Papers

(The median citation count of VLDB Journal is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
Data collection and quality challenges in deep learning: a data-centric AI perspective	138
Fast-adapting and privacy-preserving federated recommender system	52
Managing bias and unfairness in data for decision support: a survey of machine learning and data engineering approaches to identify and mitigate bias and unfairness within data management and analytic	48
Fairness in rankings and recommendations: an overview	45
A survey of RDF stores & SPARQL engines for querying knowledge graphs	41
A model and query language for temporal graph databases	37
MDDE: multitasking distributed differential evolution for privacy-preserving database fragmentation	35
A survey on outlier explanations	32
A benchmark and comprehensive survey on knowledge graph entity alignment via representation learning	32
A survey on deep learning approaches for text-to-SQL	30
Unsupervised and scalable subsequence anomaly detection in large data series	29
LineageChain: a fine-grained, secure and efficient data provenance system for blockchains	29
Data dependencies for query optimization: a survey	27
Location- and keyword-based querying of geo-textual data: a survey	26
Cross-chain deals and adversarial commerce	23
Towards efficient solutions of bitruss decomposition for large-scale bipartite graphs	23
Memory-aware framework for fast and scalable second-order random walk over billion-edge natural graphs	22
Tidy Tuples and Flying Start: fast compilation and fast execution of relational queries in Umbra	22
Distributed temporal graph analytics with GRADOOP	19
Privacy and efficiency guaranteed social subgraph matching	17
Dragoon: a hybrid and efficient big trajectory management system for offline and online analytics	16
Visually aware recommendation with aesthetic features	15
A survey on semantic schema discovery	15
PrefixFPM: a parallel framework for general-purpose mining of frequent and closed patterns	14
Answering reachability and K-reach queries on large graphs with label constraints	14

eRiskCom: an e-commerce risky community detection platform	14
On entity alignment at scale	14
$$\hbox {CDBTune}^{+}$$: An efficient deep reinforcement learning-based automatic cloud database tuning system	14
I/O efficient k-truss community search in massive graphs	13
In-Memory Interval Joins	13
A dataspace-based framework for OLAP analyses in a high-variety multistore	13
A survey on the evolution of stream processing systems	13
GeoSparkViz: a cluster computing system for visualizing massive-scale geospatial data	13
Fast subgraph query processing and subgraph matching via static and dynamic equivalences	12
Data distribution debugging in machine learning pipelines	12
HFUL: a hybrid framework for user account linkage across location-aware social networks	12
Efficient kNN query for moving objects on time-dependent road networks	12
Efficient and effective ER with progressive blocking	11
ByShard: sharding in a Byzantine environment	10
Algorithms for the discovery of embedded functional dependencies	10
Parallel mining of large maximal quasi-cliques	10
A cost model for random access queries in document stores	10
Efficient Hop-constrained s-t Simple Path Enumeration	10
Better database cost/performance via batched I/O on programmable SSD	9
Fast data series indexing for in-memory data	9
Pivot selection algorithms in metric spaces: a survey and experimental study	9
G-thinker: a general distributed framework for finding qualified subgraphs in a big graph with load balancing	9
Leveraging range joins for the computation of overlap joins	8
Accelerated butterfly counting with vertex priority on bipartite graphs	8
Unified route representation learning for multi-modal transportation recommendation with spatiotemporal pre-training	8
Effective entity matching with transformers	8
Model averaging in distributed machine learning: a case study with Apache Spark	8
VolcanoML: speeding up end-to-end AutoML via scalable search space decomposition	8
Semantic embedding for regions of interest	7
Efficient distributed discovery of bidirectional order dependencies	7
(p,q)-biclique counting and enumeration for large sparse bipartite graphs	7
A design space for RDF data representations	7
Cache-efficient sweeping-based interval joins for extended Allen relation predicates	7
ProS: data series progressive k-NN similarity search and classification with probabilistic quality guarantees	7
Complex event forecasting with prediction suffix trees	6
Resource-aware adaptive indexing for in situ visual exploration and analytics	6
ICS-GNN$$^+$$: lightweight interactive community search via graph neural network	6
PM-LSH: a fast and accurate in-memory framework for high-dimensional approximate NN and closest pair search	6
ABSTAT-HD: a scalable tool for profiling very large knowledge graphs	6
A meta-level analysis of online anomaly detectors	6
Maximum and top-k diversified biclique search at scale	6
RDFFrames: knowledge graph access for machine learning tools	6
ExactSim: benchmarking single-source SimRank algorithms with high-precision ground truths	6
Deep entity matching with adversarial active learning	6
Picket: guarding against corrupted data in tabular data during learning and inference	6
Span-reachability querying in large temporal graphs	6
Interactively discovering and ranking desired tuples by data exploration	5
Application-driven graph partitioning	5
Fast fully dynamic labelling for distance queries	5
HINT: a hierarchical interval index for Allen relationships	5

Distributed detection of sequential anomalies in univariate time series	5
Accelerating multi-way joins on the GPU	5
Cleaning timestamps with temporal constraints	5
Toward maintenance of hypercores in large-scale dynamic hypergraphs	5
Continuous monitoring of moving skyline and top-k queries	5
Local dampening: differential privacy for non-numeric queries via local sensitivity	5
Payment behavior prediction on shared parking lots with TR-GCN	5
Comparison and evaluation of state-of-the-art LSM merge policies	5
Multi-constraint shortest path using forest hop labeling	4
Learned sketch for subgraph counting: a holistic approach	4
Zen+: a robust NUMA-aware OLTP engine optimized for non-volatile main memory	4
Simple and automated negative sampling for knowledge graph embedding	4
Robust and scalable content-and-structure indexing	4
Formal semantics and high performance in declarative machine learning using Datalog	4
General graph generators: experiments, analyses, and improvements	4
Anchored coreness: efficient reinforcement of social networks	4
An authorization model for query execution in the cloud	4
ABC of order dependencies	4
Anytime bottom-up rule learning for large-scale knowledge graph completion	4
An analysis of one-to-one matching algorithms for entity resolution	3
Making graphs compact by lossless contraction	3
In-order sliding-window aggregation in worst-case constant time	3
Micro-architectural analysis of in-memory OLTP: Revisited	3
Internal and external memory set containment join	3
A fractional memory-efficient approach for online continuous-time influence maximization	3
A Pareto optimal Bloom filter family with hash adaptivity	3
Fast, exact, and parallel-friendly outlier detection algorithms with proximity graph in metric spaces	3
Survey of window types for aggregation in stream processing systems	3
Practical planning and execution of groupjoin and nested aggregates	3
Survey of vector database management systems	3
Deep treatment-adaptive network for causal inference	3
Label-constrained shortest path query processing on road networks	3
Diversifying recommendations on sequences of sets	3
Reverse spatial top-k keyword queries	3
A survey on transactional stream processing	2
Data-induced predicates for sideways information passing in query optimizers	2
P$$^2$$CG: a privacy preserving collaborative graph neural network training framework	2
Efficient exploratory clustering analyses in large-scale exploration processes	2
Opportunities for optimism in contended main-memory multicore transactions	2
Accelerating directed densest subgraph queries with software and hardware approaches	2
Exploiting domain knowledge to address class imbalance and a heterogeneous feature space in multi-class classification	2
Time-topology analysis on temporal graphs	2
Fine-grained semantic type discovery for heterogeneous sources using clustering	2
Privacy-preserving worker allocation in crowdsourcing	2
SQUID: subtrajectory query in trillion-scale GPS database	2
Efficient structural node similarity computation on billion-scale graphs	2
Distance labeling: on parallelism, compression, and ordering	2
Efficient detection of multivariate correlations with different correlation measures	2
Detecting rumours with latency guarantees using massive streaming data	2
BugDoc	2
Learning-based query optimization for multi-probe approximate nearest neighbor search	2
Coalition-based task assignment with priority-aware fairness in spatial crowdsourcing	2
Have query optimizers hit the wall?	2
Tabular data synthesis with generative adversarial networks: design space and optimizations	2