Non-IIDness Learning in Behavioral and Social Data

  title={Non-IIDness Learning in Behavioral and Social Data},
  author={Longbing Cao},
  journal={Comput. J.},
Most of the classic theoretical systems and tools in statistics, data mining and machine learning are built on the fundamental assumption of IIDness, which assumes the independence and identical distribution of underlying objects, attributes and/or values. However, complex behavioral and social problems often exhibit strong couplings and heterogeneity between values, attributes and objects (i.e., non-IIDness). This fundamentally challenges the IIDness-based learning methodologies and techniques… CONTINUE READING
Highly Cited
This paper has 47 citations. REVIEW CITATIONS

From This Paper

Figures, tables, and topics from this paper.


Publications citing this paper.
Showing 1-10 of 26 extracted citations

Differential Privacy and Applications

Advances in Information Security • 2017
View 6 Excerpts
Highly Influenced

Unsupervised Coupled Metric Similarity for Non-IID Categorical Data

IEEE Transactions on Knowledge and Data Engineering • 2018
View 3 Excerpts

A novel framework for stock trading analysis using casual relationship mining

2017 Third International Conference on Advances in Electrical, Electronics, Information, Communication and Bio-Informatics (AEEICB) • 2017
View 1 Excerpt

Copula-Based High Dimensional Cross-Market Dependence Modeling

2017 IEEE International Conference on Data Science and Advanced Analytics (DSAA) • 2017
View 5 Excerpts


Publications referenced by this paper.
Showing 1-10 of 49 references

Behavioral Finance: Understanding the Social, Cognitive, and Economic Debates

E. Burton, S. Shah
View 1 Excerpt

Coupled clustering ensemble: Incorporating coupling relationships both between base clusterings and objects

2013 IEEE 29th International Conference on Data Engineering (ICDE) • 2013
View 1 Excerpt

Coupled term-term relation analysis for document clustering

The 2013 International Joint Conference on Neural Networks (IJCNN) • 2013
View 1 Excerpt

Behavior Computing: Modeling, Analysis, Mining and Decision

Cao, P.S.L. andYu
View 3 Excerpts

Similar Papers

Loading similar papers…