Efficient clustering of high-dimensional data sets with application to reference matching
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Two supervised learning approaches for name disambiguation in author citations
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Automatic Identification of Home Pages on the Web
HICSS '05 Proceedings of the Proceedings of the 38th Annual Hawaii International Conference on System Sciences (HICSS'05) - Track 4 - Volume 04
Name disambiguation in author citations using a K-way spectral clustering method
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Effective and scalable solutions for mixed and split citation problems in digital libraries
Proceedings of the 2nd international workshop on Information quality in information systems
Adaptive Name Matching in Information Integration
IEEE Intelligent Systems
Domain-independent data cleaning via analysis of entity-relationship graph
ACM Transactions on Database Systems (TODS)
Search engine driven author disambiguation
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Efficient topic-based unsupervised name disambiguation
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Communications of the ACM
Author Name Disambiguation for Citations Using Topic and Web Correlation
ECDL '08 Proceedings of the 12th European conference on Research and Advanced Technology for Digital Libraries
On co-authorship for author disambiguation
Information Processing and Management: an International Journal
A Term-Based Driven Clustering Approach for Name Disambiguation
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Progressive Keyword Search in Relational Databases
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Using web information for author name disambiguation
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Graph clustering based on structural/attribute similarities
Proceedings of the VLDB Endowment
Efficient web pages identification for entity resolution
Proceedings of the 19th international conference on World wide web
Sampling dirty data for matching attributes
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
| Hi-index | 0.03 |
In digital libraries, ambiguous author names occur due to the existence of multiple authors with the same name or different name variations for the same person. Most of the previous works to solve this issue also known as name disambiguation often employ hierarchal clustering approaches based on information inside the citation records, e.g. co-authors and publication titles. In this paper, we propose an approach that can effectively identify and retrieve information from web pages and use the information to disambiguate authors. Initially, we implement a web pages identification model by using a neural network classifier and traffic rank. Considering those records can not be found directly in personal pages, we then enhance the model to handle such case during the clustering process with performance improvement. We examine our approach on a subset of digital library records and the result is reasonable effective.