Validating collective classification using cohorts (original) (raw)

Collective classification in network data

Lise Getoor

2008

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Cautious inference in collective classification

Kalyan Gupta

2007

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Collective Classification with Content and Link Noise

Baris Senliol

itu.edu.tr

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Collective prediction with latent graphs

Xiaoxiao Shi

Proceedings of the 20th ACM international …, 2011

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An ensemble model for collective classification that reduces learning and inference variance

Hoda Eldardiry

2012

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Exploiting network structure for active inference in collective classification

Jian Ern Tan

2007

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Validation of Network Classifiers

James Li

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Collective Classification Using Heterogeneous Classifiers

Abdullah Sonmez

Lecture Notes in Computer Science, 2011

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Why collective inference improves relational classification

David Jensen

Proceedings of the 2004 ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '04, 2004

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Active inference for collective classification

Lise Getoor

2010

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Effective label acquisition for collective classification

Lise Getoor

2008

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One Node at a Time: Node-Level Network Classification

Isaac Jacobs

2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), 2021

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Graph-based Security and Privacy Analytics via Collective Classification with Joint Weight Learning and Propagation

Binghui Wang

Proceedings 2019 Network and Distributed System Security Symposium

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Transfer Learning across Networks for Collective Classification

Jie Yin

2014

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Network quantification despite biased labels

Huan Liu

2010

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Classificaiton in Networked Data: A Toolkit and a Univariate Case Study

Sofus Macskássy

2005

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Exploiting Cliques for Granular Computing-based Graph Classification

Antonello Rizzi

2020

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Generalized collective inference with symmetric clique potentials

Rahul Kr Gupta

2009

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Simple models and classification in networked data

Sofus Macskássy

2004

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Rate of learning in hierarchical social networks

Edwin Chong

2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2012

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Collective Behavior of social Networking Sites

prerna jadhav

IOSR Journal of Computer Engineering, 2014

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Convergence of rule-of-thumb learning rules in social networks

Angelia Nedich

Decision and Control, 2008 …, 2008

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Scalable learning of collective behavior

Huan Liu

2012

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Complexity Constraints and Error Tolerance in Learning Processes on Small Graphs~!2009-05-30~!2009-09-23~!2010-03-02~!

H. Atmanspacher

The Open Cybernetics & Systemics Journal, 2010

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A few good predictions: selective node labeling in a social network

S. Sarawagi, G. Chaudhari, Vashist Avadhanula

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Learning in Hierarchical Social Networks

Edwin K P Chong

IEEE Journal of Selected Topics in Signal Processing, 2013

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Quantification in social networks

Giulio Rossetti

2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA), 2015

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Dynamic Stacked Generalization for Node Classification on Networks

Alyson Wilson

ArXiv, 2016

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Evaluating Statistical Tests for Within-Network Classifiers of Relational Data

Tina Eliassi-Rad

2009

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