Data processing: artificial intelligence – Neural network – Learning task
Reexamination Certificate
2006-03-16
2009-12-22
Vincent, David R (Department: 2129)
Data processing: artificial intelligence
Neural network
Learning task
Reexamination Certificate
active
07636698
ABSTRACT:
Architecture for analyzing pattern shifts in data patterns of data mining models and outputting the results. This allows comparing and describing differences between two semantically similar sets of patterns (or mining models), and for analyzing historical changes in versions of the same model or differences in patterns found by two or more different algorithms applied to the same data. The architecture can also facilitate explaining data patterns that shift over time and over different data populations, and between versions of the same model that use different algorithms. A model component is employed for storing data mining models have respective sets of data patterns obtained from a dataset, and an analysis component analyzes the sets of the data patterns for difference data therebetween. The dataset can be a subsample of a larger set of data and can be analyzed by the analysis component over a time period.
REFERENCES:
patent: 5748852 (1998-05-01), Mahler
patent: 6311173 (2001-10-01), Levin et al.
patent: 6697998 (2004-02-01), Damerau et al.
patent: 6711585 (2004-03-01), Copperman et al.
patent: 6931418 (2005-08-01), Barnes
patent: 6950755 (2005-09-01), Stahl
patent: 7103222 (2006-09-01), Peker
patent: 2003/0130996 (2003-07-01), Bayerl et al.
patent: 2004/0042665 (2004-03-01), Il et al.
patent: 2004/0215599 (2004-10-01), Apps et al.
patent: 2005/0108254 (2005-05-01), Zhang
patent: 2005/0114360 (2005-05-01), Russell et al.
patent: 2005/0177393 (2005-08-01), Sacco et al.
patent: 2005/0177414 (2005-08-01), Priogin et al.
patent: WO2005010727 (2005-02-01), None
Palace, Bill. “What is Data Mining?” 1998, date confirmed by wayback machine.
Eamonn Keogh, Selina Chu, David Hart and Michael Pazzaini. “An Onlinge Algoroithm for Segmenting Time Series” icdm,pp. 289, First IEEE International Conference on Data Mining (ICDM'01), 2001.
Venkatesh Ganti, Johannes Gehrke, and Raghu Ramakrishnan. “Mining data streams under block evolution” (ACM SIGKDD Exploraitons newsletter. vol. 3, Issue 2. Jan. 2002.
Xia, et al.; Indexing and Querying Constantly Evolving Data Using Time Series Analysis; 12 pages.
Bounsaytip, et al; Overview of Data Mining for Customer Behaviour Modeling; 2001; 59 pages.
Jian-Cheng, et al.; Towards the Foundation of Data Mining vol. 2:Intelligent Multi-Objective Evolutionary Algorithm for Editing Minimum Reference Set; 2002; 78 pages.
Cristofor Elena D.
Crivat Ioan Bogdan
MacLennan C. James
Microsoft Corporation
Rifkin Ben M
Vincent David R
Workman Nydegger
LandOfFree
Analyzing mining pattern evolutions by comparing labels,... does not yet have a rating. At this time, there are no reviews or comments for this patent.
If you have personal experience with Analyzing mining pattern evolutions by comparing labels,..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Analyzing mining pattern evolutions by comparing labels,... will most certainly appreciate the feedback.
Profile ID: LFUS-PAI-O-4112157