Lei Cao

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 47

Top Topics

Outlier Detection

Density Estimation

Top Venues

Proc. VLDB Endow.

SIGMOD Conference

Publications

Yuhao Deng, Deng Qiyan, Chengliang Chai, Lei Cao, Nan Tang, Ju Fan, Jiayi Wang, Ye Yuan, Guoren Wang
IDE: A System for Iterative Mislabel Detection. SIGMOD Conference Companion (2024)
Huayi Zhang, Binwei Yan, Lei Cao, Samuel Madden, Elke A. Rundensteiner
MetaStore: Analyzing Deep Learning Meta-Data at Scale. Proc. VLDB Endow. 17 (6) (2024)
Chunwei Liu, Matthew Russo, Michael J. Cafarella, Lei Cao, Peter Baile Chen, Zui Chen, Michael J. Franklin, Tim Kraska, Samuel Madden, Gerardo Vitagliano
A Declarative System for Optimizing AI Workloads. CoRR (2024)
Jiaming Liang, Lei Cao, Samuel Madden, Zack Ives, Guoliang Li
RITA: Group Attention is All You Need for Timeseries Analytics. Proc. ACM Manag. Data 2 (1) (2024)
Yuhao Deng, Yu Wang, Lei Cao, Lianpeng Qiao, Yuping Wang, Xu Jingzhe, Yizhou Yan, Samuel Madden
Outlier Summarization via Human Interpretable Rules. Proc. VLDB Endow. 17 (7) (2024)
Yuhao Deng, Chengliang Chai, Lei Cao, Qin Yuan, Siyuan Chen, Yanrui Yu, Zhaoze Sun, Junyi Wang, Jiajun Li, Ziqi Cao, Kaisen Jin, Chi Zhang, Yuqing Jiang, Yuanfang Zhang, Yuping Wang, Ye Yuan, Guoren Wang, Nan Tang
LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes. Proc. VLDB Endow. 17 (8) (2024)
Nan Tang, Chenyu Yang, Ju Fan, Lei Cao, Yuyu Luo, Alon Y. Halevy
VerifAI: Verified Generative AI. CIDR (2024)
Ferdi Kossmann, Ziniu Wu, Alex Turk, Nesime Tatbul, Lei Cao, Samuel Madden
CascadeServe: Unlocking Model Cascades for Inference Serving. CoRR (2024)
Yuhao Deng, Chengliang Chai, Lei Cao, Nan Tang, Jiayi Wang, Ju Fan, Ye Yuan, Guoren Wang
MisDetect: Iterative Mislabel Detection using Early Loss. Proc. VLDB Endow. 17 (6) (2024)
Zihui Gu, Ju Fan, Nan Tang, Lei Cao, Bowen Jia, Sam Madden, Xiaoyong Du
Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning. Proc. ACM Manag. Data 1 (2) (2023)
Ferdinand Kossmann, Ziniu Wu, Eugenie Lai, Nesime Tatbul, Lei Cao, Tim Kraska, Sam Madden
Extract-Transform-Load for Video Streams. Proc. VLDB Endow. 16 (9) (2023)
Yu Wang, Lei Cao, Yizhou Yan, Samuel Madden
Interpretable Outlier Summarization. CoRR (2023)
Lei Cao, Yizhou Yan, Yu Wang, Samuel Madden, Elke A. Rundensteiner
AutoOD: Automatic Outlier Detection. Proc. ACM Manag. Data 1 (1) (2023)
Jiaming Liang, Lei Cao, Samuel Madden, Zachary G. Ives, Guoliang Li
RITA: Group Attention is All You Need for Timeseries Analytics. CoRR (2023)
Zui Chen, Lei Cao, Sam Madden
Lingua Manga: A Generic Large Language Model Centric System for Data Curation. Proc. VLDB Endow. 16 (12) (2023)
Nan Tang, Chenyu Yang, Ju Fan, Lei Cao
VerifAI: Verified Generative AI. CoRR (2023)
Zui Chen, Lei Cao, Sam Madden, Ju Fan, Nan Tang, Zihui Gu, Zeyuan Shang, Chunwei Liu, Michael J. Cafarella, Tim Kraska
SEED: Simple, Efficient, and Effective Data Management via Large Language Models. CoRR (2023)
Zui Chen, Zihui Gu, Lei Cao, Ju Fan, Samuel Madden, Nan Tang
Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes. CIDR (2023)
Ferdinand Kossmann, Ziniu Wu, Eugenie Lai, Nesime Tatbul, Lei Cao, Tim Kraska, Samuel Madden
Extract-Transform-Load for Video Streams. CoRR (2023)
Dennis M. Hofmann, Peter VanNostrand, Huayi Zhang, Yizhou Yan, Lei Cao, Samuel Madden, Elke A. Rundensteiner
A Demonstration of AutoOD: A Self-tuning Anomaly Detection System. Proc. VLDB Endow. 15 (12) (2022)
Huayi Zhang, Lei Cao, Samuel Madden, Elke A. Rundensteiner
LANCET: Labeling Complex Data at Scale. Proc. VLDB Endow. 14 (11) (2021)
Lei Cao, Dongqing Xiao, Yizhou Yan, Samuel Madden, Guoliang Li
ATLANTIC: Making Database Differentially Private and Faster with Accuracy Guarantee. Proc. VLDB Endow. 14 (12) (2021)
Guoliang Li, Xuanhe Zhou, Lei Cao
Machine Learning for Databases. Proc. VLDB Endow. 14 (12) (2021)
Guoliang Li, Xuanhe Zhou, Lei Cao
AI Meets Database: AI4DB and DB4AI. SIGMOD Conference (2021)
Guoliang Li, Xuanhe Zhou, Lei Cao
Machine Learning for Databases. AIMLSystems (2021)
Huayi Zhang, Lei Cao, Peter VanNostrand, Samuel Madden, Elke A. Rundensteiner
ELITE: Robust Deep Anomaly Detection with Meta Gradient. KDD (2021)
Yi Lu, Xiangyao Yu, Lei Cao, Samuel Madden
Epoch-based Commit and Replication in Distributed OLTP Databases. Proc. VLDB Endow. 14 (5) (2021)
Chengliang Chai, Lei Cao, Guoliang Li, Jian Li, Yuyu Luo, Samuel Madden
Human-in-the-loop Outlier Detection. SIGMOD Conference (2020)
Kai Chen, Yanwei Yu, Peng Song, Xianfeng Tang, Lei Cao, Xiangrong Tong
Find you if you drive: Inferring home locations for vehicles with surveillance camera data. Knowl. Based Syst. 196 (2020)
Huayi Zhang, Lei Cao, Yizhou Yan, Samuel Madden, Elke A. Rundensteiner
Continuously Adaptive Similarity Search. SIGMOD Conference (2020)
Yi Lu, Xiangyao Yu, Lei Cao, Samuel Madden
Aria: A Fast and Practical Deterministic OLTP Database. Proc. VLDB Endow. 13 (11) (2020)
El Kindi Rezig, Lei Cao, Giovanni Simonini, Maxime Schoemans, Samuel Madden, Nan Tang, Mourad Ouzzani, Michael Stonebraker
Dagger: A Data (not code) Debugger. CIDR (2020)
Xiao Qin, Lei Cao, Elke A. Rundensteiner, Samuel Madden
Scalable Kernel Density Estimation-based Local Outlier Detection over Large Data Streams. EDBT (2019)
Lei Cao, Yizhou Yan, Samuel Madden, Elke A. Rundensteiner, Mathan Gopalsamy
Efficient Discovery of Sequence Outlier Patterns. Proc. VLDB Endow. 12 (8) (2019)
El Kindi Rezig, Lei Cao, Michael Stonebraker, Giovanni Simonini, Wenbo Tao, Samuel Madden, Mourad Ouzzani, Nan Tang, Ahmed K. Elmagarmid
Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics. Proc. VLDB Endow. 12 (12) (2019)
Lei Cao, Wenbo Tao, Sungtae An, Jing Jin, Yizhou Yan, Xiaoyu Liu, Wendong Ge, Adam Sah, Leilani Battle, Jimeng Sun, Remco Chang, M. Brandon Westover, Samuel Madden, Michael Stonebraker
Smile: A System to Support Machine Learning on EEG Data at Scale. Proc. VLDB Endow. 12 (12) (2019)
Yizhou Yan, Lei Cao, Samuel Madden, Elke A. Rundensteiner
SWIFT: Mining Representative Patterns from Large Event Streams. Proc. VLDB Endow. 12 (3) (2018)
Yizhou Yan, Lei Cao, Caitlin Kuhlman, Elke A. Rundensteiner
Distributed Local Outlier Detection in Big Data. KDD (2017)
Yanwei Yu, Lei Cao, Elke A. Rundensteiner, Qin Wang
Outlier Detection over Massive-Scale Trajectory Streams. ACM Trans. Database Syst. 42 (2) (2017)
Caitlin Kuhlman, Yizhou Yan, Lei Cao, Elke A. Rundensteiner
Pivot-Based Distributed K-Nearest Neighbor Mining. ECML/PKDD (2) (2017)
Lei Cao, Yizhou Yan, Caitlin Kuhlman, Qingyang Wang, Elke A. Rundensteiner, Mohamed Y. Eltabakh
Multi-Tactic Distance-Based Outlier Detection. ICDE (2017)
Yizhou Yan, Lei Cao, Elke A. Rundensteiner
Distributed Top-N local outlier detection in big data. IEEE BigData (2017)
Mingrui Wei, Lei Cao, Chris Cormier, Hui Zheng, Elke A. Rundensteiner
Interactive Analytics System for Exploring Outliers. CIKM (2017)
Xiao Qin, Tabassum Kakar, Susmitha Wunnava, Elke A. Rundensteiner, Lei Cao
MARAS: Signaling Multi-Drug Adverse Reactions. KDD (2017)
Yizhou Yan, Lei Cao, Elke A. Rundensteiner
Scalable Top-n Local Outlier Detection. KDD (2017)
Lei Cao, Jiayuan Wang, Elke A. Rundensteiner
Multi-query outlier detection over data streams: poster. DEBS (2016)
Lei Cao, Jiayuan Wang, Elke A. Rundensteiner
Sharing-Aware Outlier Analytics over High-Volume Data Streams. SIGMOD Conference (2016)
Lei Cao, Mingrui Wei, Di Yang, Elke A. Rundensteiner
Online Outlier Exploration Over Large Datasets. KDD (2015)
Elke A. Rundensteiner, Olga Poppe, Chuan Lei, Medhabi Ray, Lei Cao, Yingmei Qi, Mo Liu, Di Wang
Exploiting Sharing Opportunities for Real-time Complex Event Analytics. IEEE Data Eng. Bull. 38 (4) (2015)
Lei Cao, Di Yang, Qingyang Wang, Yanwei Yu, Jiayuan Wang, Elke A. Rundensteiner
Scalable distance-based outlier detection over high-volume data streams. ICDE (2014)
Yingmei Qi, Lei Cao, Medhabi Ray, Elke A. Rundensteiner
Complex event analytics: online aggregation of stream sequence patterns. SIGMOD Conference (2014)
Yanwei Yu, Lei Cao, Elke A. Rundensteiner, Qin Wang
Detecting moving object outliers in massive-scale trajectory streams. KDD (2014)
Lei Cao, Qingyang Wang, Elke A. Rundensteiner
Interactive Outlier Exploration in Big Data Streams. Proc. VLDB Endow. 7 (13) (2014)
Lei Cao, Elke A. Rundensteiner
High Performance Stream Query Processing With Correlation-Aware Partitioning. Proc. VLDB Endow. 7 (4) (2013)