Learning object identification rules for information integration

Information Systems

Volumn 26, Issue 8, 2001, Pages 607-633

  Tejada, Sheila ^a   Knoblock, Craig A ^a   Minton, Steven ^b  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b Fetch Technologies Inc   (United States)

Author keywords

Active learning; Data cleaning; Information integration; Machine learning; Object identification; Record linkage

Indexed keywords

KNOWLEDGE BASED SYSTEMS; LEARNING SYSTEMS; ONLINE SYSTEMS; REQUIREMENTS ENGINEERING; TEXT PROCESSING; USER INTERFACES; WEBSITES;

ACTIVE LEARNING; DATA CLEANING; INFORMATION INTEGRATION; OBJECT IDENTIFICATION RULES; SOFTWARE PACKAGE ACTIVE ATLAS;

INFORMATION ANALYSIS;

EID: 0035545848     PISSN: 03064379     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0306-4379(01)00042-4     Document Type: Article

References (82)

1. Intelligent integration of information
2. Modeling web sources for information integration
3. The ariadne approach to web-based information integration
4. The mg retrieval system: Compressing for space and speed
5. Integration of heterogeneous databases without common domains using queries based on textual similarity
6. Information retrieval: Data structures and algorithms
7. Improved use of continuous attributes in c4.5
8. Query learning strategies using boosting and bagging
9. Queries and concept learning
10. Bagging predictors
11. A comparative analysis of methodologies for database schema integration
12. Restructuring databases for knowledge discovery by consolidation and link formation
13. The fincen artificial intelligence system: Identifying potential money laundering from reports of large cash transactions
14. The pegasus heterogeneous multidatabase system
15. The tsimmis approach to mediation: Data models and languages
16. Informaster: An information integration system
17. Infosleuth: Semantic integration of information in open and dynamic
18. The context interchange mediator prototype
19. Query answering algorithms for information agents
20. Learning to understand information on the internet: An example-based approach
21. Category translation: Learning to understand information on the internet
22. Using object matching and materialization to integrate heterogeneous databases
23. On resolving schematic heterogeneity in multidatabase systems
24. The identification and resolution of semantic heterogeneity in multidatabase systems
25. Applying a data miner to heterogeneous schema integration
26. An evaluation of non-equijoin algorithms
27. Semantic integration in heterogeneous databases using neural networks
28. Reverse engineering databases for knowledge discovery
29. Knowledge discovery for multiple databases
30. Knowledge discovery and data mining toward a unifying framework
31. The stanford data warehousing project
32. Federated database systems for managing distributed, heterogeneous, and autonomous databases
33. A principled approach to data integration and reconciliation in data warehousing
34. Data integration in data warehousing
35. Using recon for data cleaning
36. Mining entity-identification rules for database integration
37. Probability scoring for spelling correction
38. Automatic correction to misspelled names: A fourthgeneration language approach
39. Duplicate record elimination in large data files
40. Error patterns in novice and skilled transcription typing
41. Techniques for automatically correcting words in text
42. Automatic spelling correction in scientific and scholarly text
43. Mining entity-identification rules for database integration
44. Real-world data is dirty: Data cleansing and the merge/purge problem
45. An generalization of band joins and the merge/purge problem
46. The merge/purge problem for large databases
47. Identifying and merging related bibliographic records
48. Duplicate removal in information dissemination
49. An efficient domain-independent algorithm for detecting approximately duplicate database records
50. The webfind tool for finding scientific papers over the worldwide web
51. The field matching problem: Algorithms and applications
52. Methods for linking and mining massive heterogeneous databases
53. Methods for linking and mining massive heterogeneous databases
54. Cleansing data for mining and warehousing
55. Discovering and reconciling semantic conflicts: A data mining prospective
56. Multidatabase query optimization: Issues and solutions
57. Data manipulation in heterogeneous databases
58. Key equivalence in heterogeneous databases
59. Resolving attribute incompatibility in database integration: An evidential reasoning approach
60. Entity identification in database integration
61. Entity identification in database integration
62. An evidential reasoning approach to attribute value conflict resolution in database integration
63. The inter-database instance identification problem in integrating autonomous systems
64. Using semantic values to facilitate interoperability among heterogeneous information systems
65. Internet-based information and retrieval systems
66. A web-based information system that reasons with structured collections of text
67. The whirl approach to integration: An overview
68. Knowledge integration for structured information sources containing text
69. Joins that generalize: Text classification using whirl
70. An algorithm for suffix stripping
71. A navigation assistant for data source selection and integration
72. Heuristic joins to integrate structured heterogeneous data
73. Citeseer: An autonomous web agent for automatic retrieval and identification of interesting publications
74. Citeseer: An automatic citation indexing system
75. Object identification in Bayesian context
76. Object identification: A Bayesian analysis with application to traffic surveillance
77. Record linkage techniques
78. A theory for record-linkage
79. Advances in record-linkage methodology as applied to matching the 1985 census of tampa, Florida
80. Record linkage
81. Matching and record linkage