Machine Learning
Referral Web: combining social networks and collaborative filtering
Communications of the ACM
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Modern Information Retrieval
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Collaborative filtering via gaussian probabilistic latent semantic analysis
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
The Journal of Machine Learning Research
Two supervised learning approaches for name disambiguation in author citations
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Retrieval evaluation with incomplete information
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A probabilistic framework for semi-supervised clustering
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic author-topic models for information discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Disambiguating Web appearances of people in a social network
WWW '05 Proceedings of the 14th international conference on World Wide Web
Name disambiguation in author citations using a K-way spectral clustering method
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
A unified statistical model for the identification of English baseNP
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Search engine driven author disambiguation
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Formal models for expert finding in enterprise corpora
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
LDA-based document models for ad-hoc retrieval
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Resume information extraction with cascaded hybrid model
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Proceedings of the 16th international conference on World Wide Web
Expertise modeling for matching papers with reviewers
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Social Network Extraction of Academic Researchers
ICDM '07 Proceedings of the 2007 Seventh IEEE International Conference on Data Mining
Interactive information extraction with constrained conditional random fields
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
A Generalized Topic Modeling Approach for Maven Search
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Topic-Level Random Walk through Probabilistic Model
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Query-Focused Summarization by Combining Topic Model and Affinity Propagation
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
A Discriminative Approach to Topic-Based Citation Recommendation
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Social influence analysis in large-scale networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploiting Temporal Authors Interests via Temporal-Author-Topic Modeling
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Conference Mining via Generalized Topic Modeling
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Semantic Agent Oriented Architecture for Researcher Profiling and Association (SemoRA)
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Heterogeneous cross domain ranking in latent space
Proceedings of the 18th ACM conference on Information and knowledge management
RENS --- Enabling a Robot to Identify a Person
ICIRA '09 Proceedings of the 2nd International Conference on Intelligent Robotics and Applications
Temporal expert finding through generalized time topic modeling
Knowledge-Based Systems
Modeling the evolution of associated data
Data & Knowledge Engineering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Social action tracking via noise tolerant time-varying factor graphs
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A Combination Approach to Web User Profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Recommendation based on object typicality
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Community-based topic modeling for social tagging
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Semantic grounding of hybridization for tag recommendation
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Context based trust normalization in service-oriented environments
ATC'10 Proceedings of the 7th international conference on Autonomic and trusted computing
Superficial method for extracting social network for academics using web snippets
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Citation author topic model in expert search
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Incremental graph pattern matching
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
An ontology based model for experts search and ranking
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
On identifying academic homepages for digital libraries
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Ranking authors in digital libraries
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Building a research social network from an individual perspective
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Collective topic modeling for heterogeneous networks
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Topic-level social network search
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic topic models with biased propagation on heterogeneous information networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to infer social ties in large networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
How to become a group leader? or modeling author types based on graph mining
TPDL'11 Proceedings of the 15th international conference on Theory and practice of digital libraries: research and advanced technology for digital libraries
Using Web-Mining for Academic Measurement and Scholar Recommendation in Expert Finding System
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Citation count prediction: learning to estimate future citations for literature
Proceedings of the 20th ACM international conference on Information and knowledge management
Using time topic modeling for semantics-based dynamic research interest finding
Knowledge-Based Systems
When will it happen?: relationship prediction in heterogeneous information networks
Proceedings of the fifth ACM international conference on Web search and data mining
Inferring social ties across heterogenous networks
Proceedings of the fifth ACM international conference on Web search and data mining
PAV: A novel model for ranking heterogeneous objects in bibliographic information networks
Expert Systems with Applications: An International Journal
Based on analyzing closeness and authority for ranking expert in social network
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
How to keep bad papers out of conferences (with minimum reviewer effort)
SP'11 Proceedings of the 19th international conference on Security Protocols
Individual doctor recommendation model on medical social network
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Regional subgraph discovery in social networks
Proceedings of the 21st international conference companion on World Wide Web
Topic analysis for online reviews with an author-experience-object-topic model
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
A conversation with Professors Deyi Li and Jie Tang
ACM SIGKDD Explorations Newsletter
Query preserving graph compression
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Auto-completion learning for XML
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Similar researcher search in academic environments
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Integrating bibliographical data of computer science publications from online digital libraries
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
Publication venue recommendation using author network's publication history
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
Journal of the American Society for Information Science and Technology
Group topic modeling for academic knowledge discovery
Applied Intelligence
The dynamic features of delicious, flickr, and YouTube
Journal of the American Society for Information Science and Technology
The contextual focused topic model
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Cross-domain collaboration recommendation
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
PatentMiner: topic-driven patent analysis and mining
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to diversify expert finding with subtopics
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Foundations and Trends in Information Retrieval
Mining potential research synergies from co-authorship graphs using power graph analysis
International Journal of Web Engineering and Technology
Recommending academic papers via users' reading purposes
Proceedings of the sixth ACM conference on Recommender systems
Efficient mining of correlated sequential patterns based on null hypothesis
Proceedings of the 2012 international workshop on Web-scale knowledge representation, retrieval and reasoning
Document-topic hierarchies from document graphs
Proceedings of the 21st ACM international conference on Information and knowledge management
Towards an effective and unbiased ranking of scientific literature through mutual reinforcement
Proceedings of the 21st ACM international conference on Information and knowledge management
Influence and similarity on heterogeneous networks
Proceedings of the 21st ACM international conference on Information and knowledge management
Author-conference topic-connection model for academic network search
Proceedings of the 21st ACM international conference on Information and knowledge management
Author name disambiguation using a new categorical distribution similarity
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Inferring geographic coincidence in ephemeral social networks
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Logical Structure Recovery in Scholarly Articles with Rich Document Features
International Journal of Digital Library Systems
Large scale cohesive subgraphs discovery for social network visual analysis
Proceedings of the VLDB Endowment
Data sets for offline evaluation of scholar's recommender system
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Link Prediction in a Modified Heterogeneous Bibliographic Network
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Ranking experts using author-document-topic graphs
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
LCARS: a location-content-aware recommender system
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Unsupervised link prediction using aggregative statistics on heterogeneous social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Confluence: conformity influence in large social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
AMETHYST: a system for mining and exploring topical hierarchies of heterogeneous data
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
SAE: social analytic engine for large networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Researcher homepage classification using unlabeled data
Proceedings of the 22nd international conference on World Wide Web
Mining structural hole spanners through information diffusion in social networks
Proceedings of the 22nd international conference on World Wide Web
Incremental graph pattern matching
ACM Transactions on Database Systems (TODS)
An overview of web mining in education
Proceedings of the 17th Panhellenic Conference on Informatics
Academic network analysis: a joint topic modeling approach
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Computer science fields as ground-truth communities: their impact, rise and fall
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Identifying influential scholars in academic social media platforms
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Visual exploration of academic career paths
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
OverCite: finding overlapping communities in citation network
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Mining frequent neighborhood patterns in a large labeled graph
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Recommending program committee candidates for academic conferences
Proceedings of the 2013 workshop on Computational scientometrics: theory & applications
Benchmarking domain-specific expert search using workshop program committees
Proceedings of the 2013 workshop on Computational scientometrics: theory & applications
Indirect weighted association rules mining for academic network collaboration recommendations
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
Type Extension Trees for feature construction and learning in relational domains
Artificial Intelligence
A Local Method for ObjectRank Estimation
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Active learning for networked data based on non-progressive diffusion model
Proceedings of the 7th ACM international conference on Web search and data mining
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This paper addresses several key issues in the ArnetMiner system, which aims at extracting and mining academic social networks. Specifically, the system focuses on: 1) Extracting researcher profiles automatically from the Web; 2) Integrating the publication data into the network from existing digital libraries; 3) Modeling the entire academic network; and 4) Providing search services for the academic network. So far, 448,470 researcher profiles have been extracted using a unified tagging approach. We integrate publications from online Web databases and propose a probabilistic framework to deal with the name ambiguity problem. Furthermore, we propose a unified modeling approach to simultaneously model topical aspects of papers, authors, and publication venues. Search services such as expertise search and people association search have been provided based on the modeling results. In this paper, we describe the architecture and main features of the system. We also present the empirical evaluation of the proposed methods.