System and method for resource adaptive classification of...

Data processing: artificial intelligence – Knowledge processing system

Reexamination Certificate

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Reexamination Certificate

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08051021

ABSTRACT:
A system and method for resource adaptive classification of data streams. Embodiments of systems and methods provide classifying data received in a computer, including discretizing the received data, constructing an intermediate data structure from said received data as training instances, performing subspace sampling on said received data as test instances and adaptively classifying said received data based on statistics of said subspace sampling.

REFERENCES:
Aggarwal et al (“On Demand Classification of Data Stream” 2004).
Charu Aggarwal (“A Framework for Local Supervised Dimensionality Reduction of High Dimensional Data” Sep. 2006).
Zhou et al (“Adaptively Detecting Aggregation Bursts in Data Stream” 2005).
Wang et al (“A Random Method for Quantifying Changing Distributions in Data Streams” 2005).
Charu Aggarwal (“Hierarchical Subspace Sampling: A unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search” Jun. 2006).
Yu et al (“A Framework for Resource-aware Knowledge Discovery in Data Streams: A holistic Approach with its Application to Clustering” Apr. 2006).
Yu et al (“LOCUST: An Online Analytical Processing Framework for High Dimensional Classification of Data Streams” IEEE 2008).
Jun et al (“Subspace Clustering of Microarray Data Based on Domain Transformation”, Sep. 11, 2006).
Yu et al (“Resource Adaptive Periodicity Estimation of Streaming Data”, Mar. 2006).
2006 VLDB workshop, total 11 pages.
“The authoritative dictionary of IEEE standards terms” 2000 , total 2 pages.
Babcock, B., et al.; “Models and Issues In Data Stream Systems”; ACM PODS Conference, pp. 1-30, 2002.
Breiman, Leo; “Random Forests”; Machine Learning, vol. 45, No. 1; pp. 5-32, 2001.
Domingos, P., et al. “Mining High-Speed Data Streams”; ACM KDD Conference; pp. 1-10; 2000.
Duda, R., et al.; “Pattern Classification and Scene Analysis”; Wiley Interscience; pp. 10-39, 44-80, 203-248, 298-325, and 405-462; 1973.
Hulten, G., et al.; “Mining Time-Changing Data Streams”; ACM KDD Conference; pp. 1-10; 2001.
Jin, R., et al.; “Efficient Decision Tree Construction On Streaming Data”; ACM KDD Conference; pp. 1-10; 2003.
Wang, Haixun; “Mining Concept-Drifting Data Streams Using Ensemble Classifiers”; ACM KDD Conference; pp. 1-28; 2003.

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