Lukasz Golab

Orcid: 0000-0003-0632-7496

Affiliations:
  • University of Waterloo, Canada


According to our database1, Lukasz Golab authored at least 144 papers between 2003 and 2024.

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Bibliography

2024
Multi-Modal Discussion Transformer: Integrating Text, Images and Graph Transformers to Detect Hate Speech on Social Media.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
POEM: Pattern-Oriented Explanations of Convolutional Neural Networks.
Proc. VLDB Endow., 2023

Multi-Modal Discussion Transformer: Integrating Text, Images and Graph Transformers to Detect Hate Speech on Social Media.
CoRR, 2023

Qualitative Analysis of a Graph Transformer Approach to Addressing Hate Speech: Adapting to Dynamically Changing Content.
CoRR, 2023

On the Data Quality of Remotely Sensed Forest Maps.
Proceedings of the Joint Proceedings of Workshops at the 49th International Conference on Very Large Data Bases (VLDB 2023), Vancouver, Canada, August 28, 2023

InfoMoD: Information-theoretic Model Diagnostics.
Proceedings of the 35th International Conference on Scientific and Statistical Database Management, 2023

Real-Time LSM-Trees for HTAP Workloads.
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

CREDENCE: Counterfactual Explanations for Document Ranking.
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

iORDER: Mining Implicit Domain Orders.
Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

EAGER: Explainable Question Answering Using Knowledge Graphs.
Proceedings of the 6th Joint Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA), 2023

FedFormer: Contextual Federation with Attention in Reinforcement Learning.
Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023

2022
Effective Keyword Search Over Weighted Graphs.
IEEE Trans. Knowl. Data Eng., 2022

POEM: Pattern-Oriented Explanations of CNN Models.
Proc. VLDB Endow., 2022

Contextual Data Cleaning with Ontology Functional Dependencies.
ACM J. Data Inf. Qual., 2022

Exploring data using patterns: A survey.
Inf. Syst., 2022

Editorial.
Inf. Syst., 2022

Predicting Hateful Discussions on Reddit using Graph Transformer Networks and Communal Context.
Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, 2022

Discovering Domain Orders via Order Dependencies.
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Fine-Tuning Dependencies with Parameters.
Proceedings of the 25th International Conference on Extending Database Technology, 2022

Gender Differences in Early Career Performance Reviews: a Text Mining Study.
Proceedings of the Workshops of the EDBT/ICDT 2022 Joint Conference, 2022

Analyzing Climate Change Discussions on Reddit.
Proceedings of the International Conference on Computational Science and Computational Intelligence, 2022

GRS: Combining Generation and Revision in Unsupervised Sentence Simplification.
Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

2021
Climate Action During COVID-19 Recovery and Beyond: A Twitter Text Mining Study.
CoRR, 2021

Discovery and Contextual Data Cleaning with Ontology Functional Dependencies.
CoRR, 2021

Effective Keyword Search in Weighted Graphs (Extended Abstract).
Proceedings of the 37th IEEE International Conference on Data Engineering, 2021

TimeFabric: Trusted Time for Permissioned Blockchains.
Proceedings of the 4th International Symposium on Foundations and Applications of Blockchain 2021, 2021

Academic Integrity in Online Education during the COVID-19 Pandemic: a Social Media Mining Study.
Proceedings of the 14th International Conference on Educational Data Mining, 2021

Analyzing Ranking Strategies to Characterize Competition for Co-Operative Work Placements.
Proceedings of the 14th International Conference on Educational Data Mining, 2021

Efficient Discovery of Approximate Order Dependencies.
Proceedings of the 24th International Conference on Extending Database Technology, 2021

Exploring Data Using Pa erns: A Survey and Open Problems.
Proceedings of the 23rd International Workshop on Design, 2021

RW-Team: Robust Team Formation using Random Walk.
Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

2020
Robust keyword search in large attributed graphs.
Inf. Retr. J., 2020

Compact group discovery in attributed graphs and social networks.
Inf. Process. Manag., 2020

FastFabric: Scaling hyperledger fabric to 20 000 transactions per second.
Int. J. Netw. Manag., 2020

Discovering Domain Orders through Order Dependencies.
CoRR, 2020

Micro-journal mining to understand mood triggers.
Computing, 2020

Text Mining of COVID-19 Discussions on Reddit.
Proceedings of the IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, 2020

XOX Fabric: A hybrid approach to blockchain transaction execution.
Proceedings of the IEEE International Conference on Blockchain and Cryptocurrency, 2020

Consentio: Managing Consent to Data Access using Permissioned Blockchains.
Proceedings of the IEEE International Conference on Blockchain and Cryptocurrency, 2020

Parallel Scheduling of Data-Intensive Tasks.
Proceedings of the Euro-Par 2020: Parallel Processing, 2020

Social Media Mining to Understand the Impact of Co-operative Education on Mental Health.
Proceedings of the 13th International Conference on Educational Data Mining, 2020

Erratum for Discovering Order Dependencies through Order Compatibility (EDBT 2019).
Proceedings of the 23rd International Conference on Extending Database Technology, 2020

Reddit Mining to Understand Gendered Movements.
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Reddit Mining to Understand Women's Issues in STEM.
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Locating Influential Agents in Social Networks: Budget-Constrained Seed Set Selection.
Proceedings of the Advances in Artificial Intelligence, 2020

Iterative Edit-Based Unsupervised Sentence Simplification.
Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

2019
Types of Stream Processing Algorithms.
Proceedings of the Encyclopedia of Big Data Technologies., 2019

Distributed Implementations of Dependency Discovery Algorithms.
Proc. VLDB Endow., 2019

XOX Fabric: A hybrid approach to transaction execution.
CoRR, 2019

Errata Note: Discovering Order Dependencies through Order Compatibility.
CoRR, 2019

Distributed Dependency Discovery.
CoRR, 2019

Online abuse detection: the value of preprocessing and neural attention models.
Proceedings of the Tenth Workshop on Computational Approaches to Subjectivity, 2019

Informative Summarization of Numeric Data.
Proceedings of the 31st International Conference on Scientific and Statistical Database Management, 2019

Distributed Discovery of Functional Dependencies.
Proceedings of the 35th IEEE International Conference on Data Engineering, 2019

Mitigating Trust Issues in Electric Vehicle Charging using a Blockchain.
Proceedings of the Tenth ACM International Conference on Future Energy Systems, 2019

Gender Differences in Work-Integrated Learning Assessments.
Proceedings of the 12th International Conference on Educational Data Mining, 2019

Gender Differences in Science and Engineering: A Data Mining Approach.
Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference, 2019

Bring Order to Data.
Proceedings of the 13th Alberto Mendelzon International Workshop on Foundations of Data Management, 2019

2018
Data Profiling
Synthesis Lectures on Data Management, Morgan & Claypool Publishers, ISBN: 978-3-031-01865-7, 2018

Stream Models.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

Data Stream.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

Effective and complete discovery of bidirectional order dependencies via set-based axioms.
VLDB J., 2018

Bikeshare Pool Sizing for Bike-and-Ride Multimodal Transit.
IEEE Trans. Intell. Transp. Syst., 2018

Explanation Tables.
IEEE Data Eng. Bull., 2018

Stream WatDiv: A Streaming RDF Benchmark.
Proceedings of the International Workshop on Semantic Big Data, 2018

FASTOD: Bringing Order to Data.
Proceedings of the 34th IEEE International Conference on Data Engineering, 2018

Contextual Data Cleaning.
Proceedings of the 34th IEEE International Conference on Data Engineering Workshops, 2018

Gender Differences in Undergraduate Engineering Applicants: A Text Mining Approach.
Proceedings of the 11th International Conference on Educational Data Mining, 2018

Job Description Mining to Understand Work-Integrated Learning.
Proceedings of the 11th International Conference on Educational Data Mining, 2018

FastOFD: Contextual Data Cleaning with Ontology Functional Dependencies.
Proceedings of the 21st International Conference on Extending Database Technology, 2018

Data Analytics to Improve Co-Operative Education.
Proceedings of the Workshops of the EDBT/ICDT 2018 Joint Conference (EDBT/ICDT 2018), 2018

Effective Team Formation in Expert Networks.
Proceedings of the 12th Alberto Mendelzon International Workshop on Foundations of Data Management, 2018

2017
Smart Meter Data Analytics: Systems, Algorithms, and Benchmarking.
ACM Trans. Database Syst., 2017

Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization.
Proc. VLDB Endow., 2017

ViewDF: Declarative incremental view maintenance for streaming data.
Inf. Syst., 2017

Social Media Mining to Understand Public Mental Health.
Proceedings of the Data Management and Analytics for Medicine and Healthcare, 2017

Managing Sensor Data Streams: Lessons Learned from the WeBike Project.
Proceedings of the 29th International Conference on Scientific and Statistical Database Management, 2017

Graph Mining to Characterize Competition for Employment.
Proceedings of the 2nd International Workshop on Network Data Analytics, 2017

Data Profiling: A Tutorial.
Proceedings of the 2017 ACM International Conference on Management of Data, 2017

Scalable Informative Rule Mining.
Proceedings of the 33rd IEEE International Conference on Data Engineering, 2017

How Similar is the Usage of Electric Cars and Electric Bicycles?
Proceedings of the Eighth International Conference on Future Energy Systems, 2017

Authority-based Team Discovery in Social Networks.
Proceedings of the 20th International Conference on Extending Database Technology, 2017

Efficient Discovery of Ontology Functional Dependencies.
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

Optimal reducer placement to minimize data transfer in MapReduce-style processing.
Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2016
Data Mining of Undergraduate Course Evaluations.
Informatics Educ., 2016

DBStream: A holistic approach to large-scale network traffic monitoring and analysis.
Comput. Networks, 2016

Data profiling.
Proceedings of the 32nd IEEE International Conference on Data Engineering, 2016

Range prediction for electric bicycles.
Proceedings of the Seventh International Conference on Future Energy Systems, Waterloo, ON, Canada, June 21, 2016

On Competition for Undergraduate Co-op Placements: A Graph Mining Approach.
Proceedings of the 9th International Conference on Educational Data Mining, 2016

eGraphSearch: Effective Keyword Search in Graphs.
Proceedings of the 25th ACM International Conference on Information and Knowledge Management, 2016

2015
Profiling relational data: a survey.
VLDB J., 2015

Effective Keyword Search in Graphs.
CoRR, 2015

Indexing bi-temporal windows.
Proceedings of the 27th International Conference on Scientific and Statistical Database Management, 2015

SMAS: A smart meter data analytics system.
Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

Size-Constrained Weighted Set Cover.
Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

Cache-oblivious scheduling of shared workloads.
Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

Benchmarking Smart Meter Data Analytics.
Proceedings of the 18th International Conference on Extending Database Technology, 2015

What's Wrong with my Solar Panels: a Data-Driven Approach.
Proceedings of the Workshops of the EDBT/ICDT 2015 Joint Conference (EDBT/ICDT), 2015

On Axiomatization and Inference Complexity over a Hierarchy of Functional Dependencies.
Proceedings of the 9th Alberto Mendelzon International Workshop on Foundations of Data Management, Lima, Peru, May 6, 2015

2014
Sampling from repairs of conditional functional dependency violations.
VLDB J., 2014

Discovering Conservation Rules.
IEEE Trans. Knowl. Data Eng., 2014

Interpretable and Informative Explanations of Outcomes.
Proc. VLDB Endow., 2014

Distributed data placement to minimize communication costs via graph partitioning.
Proceedings of the Conference on Scientific and Statistical Database Management, 2014

DBStream: An online aggregation, filtering and processing system for network traffic monitoring.
Proceedings of the International Wireless Communications and Mobile Computing Conference, 2014

Data stream warehousing.
Proceedings of the IEEE 30th International Conference on Data Engineering, Chicago, 2014

Predicting peak-demand days in the ontario peak reduction program for large consumers.
Proceedings of the Fifth International Conference on Future Energy Systems, 2014

Is the grass greener?: mining electric vehicle opinions.
Proceedings of the Fifth International Conference on Future Energy Systems, 2014

Computing Electricity Consumption Profiles from Household Smart Meter Data.
Proceedings of the Workshops of the EDBT/ICDT 2014 Joint Conference (EDBT/ICDT 2014), 2014

Large-scale network traffic monitoring with DBStream, a system for rolling big data analysis.
Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

2013
Distributed Data Placement via Graph Partitioning.
CoRR, 2013

On the relative trust between inconsistent data and inaccurate constraints.
Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

Analyzing the Mental Health of Engineering Students using Classification and Regression.
Proceedings of the 6th International Conference on Educational Data Mining, 2013

Lazy data structure maintenance for main-memory analytics over sliding windows.
Proceedings of the sixteenth international workshop on Data warehousing and OLAP, 2013

Data Warehouse Quality: Summary and Outlook.
Proceedings of the Handbook of Data Quality, Research and Practice., 2013

2012
Scalable Scheduling of Updates in Streaming Data Warehouses.
IEEE Trans. Knowl. Data Eng., 2012

A Sequence-Oriented Stream Warehouse Paradigm for Network Monitoring Applications.
Proceedings of the Passive and Active Measurement - 13th International Conference, 2012

Towards benchmarking stream data warehouses.
Proceedings of the DOLAP 2012, 2012

2011
Scheduling to Minimize Staleness and Stretch in Real-Time Data Warehouses.
Theory Comput. Syst., 2011

Efficient and Effective Analysis of Data Quality using Pattern Tableaux.
IEEE Data Eng. Bull., 2011

Consistency in a Stream Warehouse.
Proceedings of the Fifth Biennial Conference on Innovative Data Systems Research, 2011

2010
Data Stream Management
Synthesis Lectures on Data Management, Morgan & Claypool Publishers, ISBN: 978-3-031-01837-4, 2010

Enabling Real Time Data Analysis.
Proc. VLDB Endow., 2010

Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux.
Proc. VLDB Endow., 2010

Sampling the Repairs of Functional Dependency Violations under Hard Constraints.
Proc. VLDB Endow., 2010

2009
Stream Models.
Proceedings of the Encyclopedia of Database Systems, 2009

Data Stream.
Proceedings of the Encyclopedia of Database Systems, 2009

Sequential Dependencies.
Proc. VLDB Endow., 2009

Stream warehousing with DataDepot.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

Estimating the confidence of conditional functional dependencies.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

Scheduling Updates in a Real-Time Stream Warehouse.
Proceedings of the 25th International Conference on Data Engineering, 2009

2008
On generating near-optimal tableaux for conditional functional dependencies.
Proc. VLDB Endow., 2008

Prefilter: predicate pushdown at streaming speeds.
Proceedings of the 2008 International Workshop on Scalable Stream Processing System, 2008

Optimizing away joins on data streams.
Proceedings of the 2008 International Workshop on Scalable Stream Processing System, 2008

2006
Sliding Window Query Processing over Data Streams.
PhD thesis, 2006

Indexing Time-Evolving Data With Variable Lifetimes.
Proceedings of the 18th International Conference on Scientific and Statistical Database Management, 2006

On Concurrency Control in Sliding Window Queries over Data Streams.
Proceedings of the Advances in Database Technology, 2006

Multi-query optimization of sliding window aggregates by schedule synchronization.
Proceedings of the 2006 ACM CIKM International Conference on Information and Knowledge Management, 2006

2005
Update-Pattern-Aware Modeling and Processing of Continuous Queries.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2005

2004
Finding Frequent Items in Sliding Windows with Multinomially-Distributed Item Frequencies.
Proceedings of the 16th International Conference on Scientific and Statistical Database Management (SSDBM 2004), 2004

Querying Sliding Windows Over Online Data Streams.
Proceedings of the Current Trends in Database Technology - EDBT 2004 Workshops, 2004

On Indexing Sliding Windows over Online Data Streams.
Proceedings of the Advances in Database Technology, 2004

2003
Issues in data stream management.
SIGMOD Rec., 2003

Processing Sliding Window Multi-Joins in Continuous Queries over Data Streams.
Proceedings of 29th International Conference on Very Large Data Bases, 2003

Identifying frequent items in sliding windows over on-line packet streams.
Proceedings of the 3rd ACM SIGCOMM Internet Measurement Conference, 2003


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