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One of the most important tasks for improving data quality and the reliability of data analytics results is Entity Resolution (ER).
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A theory for record linkage
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Scalable techniques for clustering the web
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Efficient clustering of high-dimensional data sets with application to reference matching
A. McCallum, K. Nigam, and L. H. Ungar · 2000
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Graph clustering by flow simulation
S. M. Van Dongen · 2000
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A tabu search heuristic for the generalized assignment problem
J. A. Díaz and E. Fernández · 2001
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Eliminating fuzzy duplicates in data warehouses
R. Ananthakrishna, S. Chaudhuri, and V. Ganti · 2002
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Learning to match and cluster large high-dimensional data sets for data integration
W. W. Cohen and J. Richman · 2002
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A neural probabilistic language model
Y. Bengio, R. Ducharme, P. Vincent, and C. Janvin · 2003
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Adaptive Duplicate Detection using Learnable String Similarity Measures
M. Bilenko and R. J. Mooney · 2003
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Graph clustering and minimum cut trees
G. W. Flake, R. E. Tarjan, and K. Tsioutsiouliklis · 2003
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The star clustering algorithm for static and dynamic information organization
J. A. Aslam, E. Pelekhov, and D. Rus · 2004
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Correlation clustering
N. Bansal, A. Blum, and S. Chawla · 2004
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Incremental clustering and dynamic information retrieval
M. Charikar, C. Chekuri, T. Feder, and R. Motwani · 2004
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Finding community structure in very large networks
A. Clauset, M. E. Newman, and C. Moore · 2004
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Detecting duplicate objects in XML documents
M. Weis and F. Naumann · 2004
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A fast linkage detection scheme for multi-source information integration
A. N. Aizawa and K. Oyama · 2005
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Adaptive product normalization: Using online learning for record linkage in comparison shopping
M. Bilenko, S. Basu, and M. Sahami · 2005
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Reference reconciliation in complex information spaces
X. Dong, A. Y. Halevy, and J. Madhavan · 2005
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The rise of crowdsourcing
J. Howe · 2006
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Record linkage: Similarity measures and algorithms
N. Koudas, S. Sarawagi, and D. Srivastava · 2006
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Detecting duplicates in complex XML data
M. Weis and F. Naumann · 2006
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Similarity Search - The Metric Space Approach
P. Zezula, G. Amato, V. Dohnal, and M. Batko · 2006
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D-swoosh: A family of algorithms for generic, distributed entity resolution
O. Benjelloun, H. Garcia-Molina, H. Gong, H. Kawai, T. E. Larson, D. Menestrina, and S. Thavisomboon · 2007
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Collective entity resolution in relational data
I. Bhattacharya and L. Getoor · 2007
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Query-time entity resolution
I. Bhattacharya and L. Getoor · 2007
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Duplicate record detection: A survey
A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios · 2007
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Clustering aggregation
A. Gionis, H. Mannila, and P. Tsaparas · 2007
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On the use of semantic blocking techniques for data cleansing and integration
J. Nin, V. Muntés-Mulero, N. Martínez-Bazan, and J. Larriba-Pey · 2007
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Braided avl trees for efficient event sets and ranked sets in the simscript iii simulation programming language
S. V. Rice · 2007
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Febrl -: an open source data cleaning, deduplication and record linkage system with a graphical user interface
P. Christen · 2008
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Mapreduce: simplified data processing on large clusters
J. Dean and S. Ghemawat · 2008
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Probabilistic entity linkage for heterogeneous information spaces
E. Ioannou, C. Niederée, and W. Nejdl · 2008
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Fine-grained record integration and linkage tool
P. Jurczyk, J. J. Lu, L. Xiong, J. D. Cragan, and A. Correa · 2008
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Integration of semantically annotated data by the knofuss architecture
A. Nikolov, V. S. Uren, E. Motta, and A. N. D. Roeck · 2008
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Swoosh: a generic approach to entity resolution
O. Benjelloun, H. Garcia-Molina, D. Menestrina, Q. Su, S. E. Whang, and J. Widom · 2009
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Similarity-aware indexing for real-time entity resolution
P. Christen, R. W. Gayler, and D. Hawking · 2009
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Reasoning about record matching rules
W. Fan, X. Jia, J. Li, and S. Ma · 2009
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Framework for evaluating clustering algorithms in duplicate detection
O. Hassanzadeh, F. Chiang, R. J. Miller, and H. C. Lee · 2009
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Creating probabilistic databases from duplicated data
O. Hassanzadeh and R. J. Miller · 2009
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Rimom: A dynamic multistrategy ontology alignment framework
J. Li, J. Tang, Y. Li, and Q. Luo · 2009
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Resolution-Aware Query Answering for Business Intelligence
Y. Sismanis, L. Wang, A. Fuxman, P. J. Haas, and B. Reinwald · 2009
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Silk - A link discovery framework for the web of data
J. Volz, C. Bizer, M. Gaedke, and G. Kobilarov · 2009
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Entity Resolution with Iterative Blocking
S. E. Whang, D. Menestrina, G. Koutrika, M. Theobald, and H. Garcia-Molina · 2009
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Ricochet: A family of unconstrained algorithms for graph clustering
D. T. Wijaya and S. Bressan · 2009
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Dude: The duplicate detection toolkit
U. Draisbach and F. Naumann · 2010
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On-the-fly entity-aware query processing in the presence of linkage
E. Ioannou, W. Nejdl, C. Niederée, and Y. Velegrakis · 2010
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Frameworks for entity matching: A comparison
H. Köpcke and E. Rahm · 2010
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Evaluation of entity resolution approaches on real-world match problems
H. Köpcke, A. Thor, and E. Rahm · 2010
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Online correlation clustering
C. Mathieu, O. Sankur, and W. Schudy · 2010
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An Introduction to Duplicate Detection
F. Naumann and M. Herschel · 2010
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Record matching over query results from multiple web databases
W. Su, J. Wang, and F. H. Lochovsky · 2010
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Approximate data instance matching: a survey
C. F. Dorneles, R. Gonçalves, and R. dos Santos Mello · 2011
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Dynamic constraints for record matching
W. Fan, H. Gao, X. Jia, J. Li, and S. Ma · 2011
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Entity resolution for longitudinal studies in education using oyster
E. Nelson and J. Talburt · 2011
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LIMES - A time-efficient approach for large-scale link discovery on the web of data
A. N. Ngomo and S. Auer · 2011
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Large-scale collective entity matching
V. Rastogi, N. N. Dalvi, and M. N. Garofalakis · 2011
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Controlling false match rates in record linkage using extreme value theory
M. Sariyar, A. Borg, and K. Pommerening · 2011
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Efficient spectral neighborhood blocking for entity resolution
L. Shu, A. Chen, M. Xiong, and W. Meng · 2011
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Automatically generating data linkages using a domain-independent candidate selection approach
D. Song and J. Heflin · 2011
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PARIS: probabilistic alignment of relations, instances, and schema
F. M. Suchanek, S. Abiteboul, and P. Senellart · 2011
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Entity matching: How similar is similar
J. Wang, G. Li, J. X. Yu, and J. Feng · 2011
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LINDA: distributed web-of-data-scale entity matching
C. Böhm, G. de Melo, F. Naumann, and G. Weikum · 2012
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Data Matching
P. Christen · 2012
Cited alongside, same era.
A survey of indexing techniques for scalable record linkage and deduplication
P. Christen · 2012
Cited alongside, same era.
Entity resolution: Theory, practice & open challenges
L. Getoor and A. Machanavajjhala · 2012
Cited alongside, same era.
Learning expressive linkage rules using genetic programming
R. Isele and C. Bizer · 2012
Cited alongside, same era.
Dynamic record blocking: efficient linking of massive databases in mapreduce
W. McNeill, H. Kardes, and A. Borthwick · 2012
Cited alongside, same era.
Beyond 100 million entities: large-scale blocking-based resolution for heterogeneous data
G. Papadakis, E. Ioannou, C. Niederée, T. Palpanas, and W. Nejdl · 2012
Cited alongside, same era.
Parallel progressive approach to entity resolution using mapreduce
Y. Altowim and S. Mehrotra · 2017
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QDA: A query-driven approach to entity resolution
H. Altwaijry, D. V. Kalashnikov, and S. Mehrotra · 2017
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Multilingual knowledge graph embeddings for cross-lingual knowledge alignment
M. Chen, Y. Tian, M. Yang, and C. Zaniolo · 2017
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Falcon: Scaling up hands-off crowdsourced entity matching to build cloud services
S. Das, P. S. G. C., A. Doan, J. F. Naughton, G. Krishnan, R. Deep, E. Arcaute, V. Raghavendra, and Y. Park · 2017
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Matching web tables with knowledge base entities: From entity lookups to entity embeddings
V. Efthymiou, O. Hassanzadeh, M. Rodriguez-Muro, and V. Christophides · 2017
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Parallel meta-blocking for scaling entity resolution over big heterogeneous data
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A machine learning approach for instance matching based on similarity metrics
S. Rong, X. Niu, E. W. Xiang, H. Wang, Q. Yang, and Y. Yu · 2012
Cited alongside, same era.
An automatic blocking mechanism for large-scale de-duplication tasks
A. D. Sarma, A. Jain, A. Machanavajjhala, and P. Bohannon · 2012
Cited alongside, same era.
Crowder: Crowdsourcing entity resolution
J. Wang, T. Kraska, M. J. Franklin, and J. Feng · 2012
Cited alongside, same era.
Fast and accurate incremental entity resolution relative to an entity knowledge base
M. J. Welch, A. Sane, and C. Drome · 2012
Cited alongside, same era.
Large-scale linked data integration using probabilistic reasoning and crowdsourcing
G. Demartini, D. E. Difallah, and P. Cudré-Mauroux · 2013
Cited alongside, same era.
HIL: a high-level scripting language for entity integration
M. A. Hernández, G. Koutrika, R. Krishnamurthy, L. Popa, and R. Wisnesky · 2013
Cited alongside, same era.
V. Efthymiou, G. Papadakis, G. Papastefanatos, K. Stefanidis, and T. Palpanas · 2017
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On the long-tail entities in news
J. Esquivel, D. Albakour, M. Martinez-Alvarez, D. Corney, and S. Moussa · 2017
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Data integration: After the teenage years
B. Golshan, A. Y. Halevy, G. A. Mihaila, and W. Tan · 2017
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A novel ensemble learning approach to unsupervised record linkage
A. Jurek, J. Hong, Y. Chi, and W. Liu · 2017
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Knowledge verification for longtail verticals
F. Li, X. L. Dong, A. Langen, and Y. Li · 2017
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Crowdsourced data management: Overview and challenges
G. Li, Y. Zheng, J. Fan, J. Wang, and R. Cheng · 2017
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A survey of current link discovery frameworks
M. Nentwig, M. Hartung, A. N. Ngomo, and E. Rahm · 2017
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Poincaré embeddings for learning hierarchical representations
M. Nickel and D. Kiela · 2017
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Multi-core meta-blocking for big linked data
G. Papadakis, K. Bereta, T. Palpanas, and M. Koubarakis · 2017
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Snorkel: Rapid training data creation with weak supervision
A. Ratner, S. H. Bach, H. R. Ehrenberg, J. A. Fries, S. Wu, and C. Ré · 2017
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A supervised gradient-based learning algorithm for optimized entity resolution
O. F. Reyes-Galaviz, W. Pedrycz, Z. He, and N. J. Pizzi · 2017
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Comparative evaluation of distributed clustering schemes for multi-source entity resolution
A. Saeedi, E. Peukert, and E. Rahm · 2017
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Cross-lingual entity alignment via joint attribute-preserving embedding
Z. Sun, W. Hu, and C. Li · 2017
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Waldo: An adaptive human interface for crowd entity resolution
V. Verroios, H. Garcia-Molina, and Y. Papakonstantinou · 2017
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Discovering conditional matching rules
Y. Wang, S. Song, L. Chen, J. X. Yu, and H. Cheng · 2017
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Select your questions wisely: For entity resolution with crowd errors
V. K. Yalavarthi, X. Ke, and A. Khan · 2017
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A pruning algorithm for meta-blocking based on cumulative weight
F. Zhang, Z. Gao, and K. Niu · 2017
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Iterative entity alignment via joint knowledge embeddings
H. Zhu, R. Xie, Z. Liu, and M. Sun · 2017
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Themis: automatically testing software for discrimination
R. Angell, B. Johnson, Y. Brun, and A. Meliou · 2018
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BLOSS: effective meta-blocking with almost no effort
G. D. Bianco, M. A. Gonçalves, and D. Duarte · 2018
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A partial-order-based framework for cost-effective crowdsourced entity resolution
C. Chai, G. Li, J. Li, D. Deng, and J. Feng · 2018
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Co-training embeddings of knowledge graphs and entity descriptions for cross-lingual entity alignment
M. Chen, Y. Tian, K. Chang, S. Skiena, and C. Zaniolo · 2018
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Cloud-scale entity resolution: Current state and open challenges
X. Chen, E. Schallehn, and G. Saake · 2018
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Evaluating the quality of the LOD cloud: An empirical investigation
J. Debattista, C. Lange, S. Auer, and D. Cortis · 2018
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Distributed representations of tuples for entity resolution
M. Ebraheem, S. Thirumuruganathan, S. R. Joty, M. Ouzzani, and N. Tang · 2018
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Robust entity resolution using random graphs
S. Galhotra, D. Firmani, B. Saha, and D. Srivastava · 2018
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Cross modal similarity learning with active queries
N. Gao, S.-J. Huang, Y. Yan, and S. Chen · 2018
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Cloudmatcher: A hands-off cloud/crowd service for entity matching
Y. Govind, E. Paulson, P. Nagarajan, P. S. G. C., A. Doan, Y. Park, G. Fung, D. Conathan, M. Carter, and M. Sun · 2018
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Summarization algorithms for record linkage
D. Karapiperis, A. Gkoulalas-Divanis, and V. S. Verykios · 2018
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A demonstration of PERC: probabilistic entity resolution with crowd errors
X. Ke, M. Teo, A. Khan, and V. K. Yalavarthi · 2018
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Deep learning for entity matching: A design space exploration
S. Mudgal, H. Li, T. Rekatsinas, A. Doan, Y. Park, G. Krishnan, R. Deep, E. Arcaute, and V. Raghavendra · 2018
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Scalable matching and clustering of entities with FAMER
A. Saeedi, M. Nentwig, E. Peukert, and E. Rahm · 2018
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Using link features for entity clustering in knowledge graphs
A. Saeedi, E. Peukert, and E. Rahm · 2018
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Leveraging social media signals for record linkage
A. T. Schneider, A. Mukherjee, and E. C. Dragut · 2018
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Bootstrapping entity alignment with knowledge graph embedding
Z. Sun, W. Hu, Q. Zhang, and Y. Qu · 2018
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Reuse and adaptation for entity resolution through transfer learning
S. Thirumuruganathan, S. A. P. Parambath, M. Ouzzani, N. Tang, and S. Joty · 2018
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Explaining data integration
X. Wang, L. M. Haas, and A. Meliou · 2018
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Cross-lingual knowledge graph alignment via graph convolutional networks
Z. Wang, Q. Lv, X. Lan, and Y. Zhang · 2018
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Multi-modal space structure: a new kind of latent correlation for multi-modal entity resolution
Q. Zheng, X. Diao, J. Cao, X. Zhou, Y. Liu, and H. Li · 2018
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Challenges and applications in multimodal machine learning
T. Baltrusaitis, C. Ahuja, and L.-P. Morency · 2019
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Slice finder: Automated data slicing for model validation
Y. Chung, T. Kraska, N. Polyzotis, K. Tae, and S. E. Whang · 2019
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Return of the lernaean hydra: Experimental evaluation of data series approximate similarity search
K. Echihabi, K. Zoumpatianos, T. Palpanas, and H. Benbrahim · 2019
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MinoanER: Schema-agnostic, non-iterative, massively parallel resolution of web entities
V. Efthymiou, G. Papadakis, K. Stefanidis, and V. Christophides · 2019
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End-to-end multi-perspective matching for entity resolution
C. Fu, X. Han, L. Sun, B. Chen, W. Zhang, S. Wu, and H. Kong · 2019
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Data Cleaning
I. F. Ilyas and X. Chu · 2019
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Identifying bias in name matching tasks
A. Karakasidis and E. Pitoura · 2019
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Low-resource deep entity resolution with transfer and active learning
J. Kasai, K. Qian, S. Gurajada, Y. Li, and L. Popa · 2019
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A semi-supervised framework of clustering selection for de-duplication
S. Kushagra, H. Saxena, I. F. Ilyas, and S. Ben-David · 2019
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Certus: An effective entity resolution approach with graph differential dependencies (gdds)
S. Kwashie, J. Liu, J. Li, L. Liu, M. Stumptner, and L. Yang · 2019
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Robust temporal graph clustering for group record linkage
C. Nanayakkara, P. Christen, and T. Ranbaduge · 2019
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A review of unsupervised and semi-supervised blocking methods for record linkage
K. O’Hare, A. Jurek-Loughrey, and C. de Campos · 2019
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Scaling entity resolution: A loosely schema-aware approach
G. Simonini, L. Gagliardelli, S. Bergamaschi, and H. V. Jagadish · 2019
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Schema-agnostic progressive entity resolution
G. Simonini, G. Papadakis, T. Palpanas, and S. Bergamaschi · 2019
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Entity alignment between knowledge graphs using attribute embeddings
B. D. Trisedya, J. Qi, and R. Zhang · 2019
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Multi-view knowledge graph embedding for entity alignment
Q. Zhang, Z. Sun, W. Hu, M. Chen, L. Guo, and Y. Qu · 2019
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Auto-em: End-to-end fuzzy entity-matching using pre-trained deep models and transfer learning
C. Zhao and Y. He · 2019
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Schema-agnostic blocking for streaming data
T. B. Araújo, K. Stefanidis, C. E. S. Pires, J. Nummenmaa, and T. P. da Nóbrega · 2020
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Entity matching with transformer architectures - A step forward in data integration
U. Brunner and K. Stockinger · 2020
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Exploiting block co-occurrence to control block sizes for entity resolution
D. C. do Nascimento, C. E. S. Pires, and D. G. Mestre · 2020
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A survey of blocking and filtering techniques for entity resolution
G. Papadakis, D. Skoutas, E. Thanos, and T. Palpanas · 2020
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Jedai 3 {}^{\mbox{3}} : beyond batch, blocking-based entity resolution
G. Papadakis, L. Tsekouras, E. Thanos, N. Pittaras, G. Simonini, D. Skoutas, P. Isaris, G. Giannakopoulos, T. Palpanas, and M. Koubarakis · 2020
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A benchmarking study of embedding-based entity alignment for knowledge graphs
Z. Sun, Q. Zhang, W. Hu, C. Wang, M. Chen, F. Akrami, and C. Li · 2020
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Autoblock: A hands-off blocking framework for entity matching
W. Zhang, H. Wei, B. Sisman, X. L. Dong, C. Faloutsos, and D. Page · 2020
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