Mining High-Dimensional Scientific Data Sets Using Singular Value Decomposition

Data Mining for Scientific and Engineering Applications - Massive Computing ◽

10.1007/978-1-4615-1733-7_23 ◽

2001 ◽

pp. 425-438 ◽

Author(s):

Ekaterina Maltseva ◽

Clara Pizzuti ◽

Domenico Talia

Keyword(s):

Singular Value Decomposition ◽

Scientific Data ◽

Singular Value ◽

High Dimensional ◽

Data Sets ◽

Value Decomposition

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Singular Value Decomposition, Clustering, and Indexing for Similarity Search for Large Data Sets in High-Dimensional Spaces

Big Data ◽

10.1201/b18050-8 ◽

2015 ◽

pp. 76-107

Keyword(s):

Singular Value Decomposition ◽

Similarity Search ◽

Singular Value ◽

Large Data Sets ◽

High Dimensional ◽

Data Sets ◽

Value Decomposition

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Visualization of Mixed Attributed High-Dimensional Dataset Using Singular Value Decomposition

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Big Data Technologies and Applications ◽

10.1007/978-3-319-58967-1_1 ◽

2017 ◽

pp. 3-11

Author(s):

Bindiya M. Varghese ◽

A. Unnikrishnan ◽

K. Poulose Jacob

Keyword(s):

Singular Value Decomposition ◽

Singular Value ◽

High Dimensional ◽

Value Decomposition

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Privacy preserving processing of high dimensional data classification based on sample selection and Singular Value Decomposition

2013 International Conference on Control, Automation, Robotics and Embedded Systems (CARE) ◽

10.1109/care.2013.6733775 ◽

2013 ◽

Author(s):

Priyank Jain ◽

Pratibha Tapashetti ◽

A.S. Umesh ◽

Sweta Sharma

Keyword(s):

Singular Value Decomposition ◽

Sample Selection ◽

High Dimensional Data ◽

Data Classification ◽

Privacy Preserving ◽

Singular Value ◽

High Dimensional ◽

Value Decomposition

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Optimal Sparse Singular Value Decomposition for High-Dimensional High-Order Data

Journal of the American Statistical Association ◽

10.1080/01621459.2018.1527227 ◽

2019 ◽

Vol 114 (528) ◽

pp. 1708-1725 ◽

Author(s):

Anru Zhang ◽

Rungang Han

Keyword(s):

Singular Value Decomposition ◽

Singular Value ◽

High Dimensional ◽

Value Decomposition

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Clustering and singular value decomposition for approximate indexing in high dimensional spaces

Proceedings of the seventh international conference on Information and knowledge management - CIKM '98 ◽

10.1145/288627.288658 ◽

1998 ◽

Author(s):

Alexander Thomasian ◽

Vittorio Castelli ◽

Chung-Sheng Li

Keyword(s):

Singular Value Decomposition ◽

Singular Value ◽

High Dimensional ◽

Value Decomposition

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Asymptotic Conditional Singular Value Decomposition for High-Dimensional Genomic Data

10.1111/j.1541-0420.2010.01455.x ◽

2010 ◽

Vol 67 (2) ◽

pp. 344-352 ◽

Author(s):

Jeffrey T. Leek

Keyword(s):

Singular Value Decomposition ◽

Genomic Data ◽

Singular Value ◽

High Dimensional ◽

Value Decomposition

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CSVD: clustering and singular value decomposition for approximate similarity search in high-dimensional spaces

IEEE Transactions on Knowledge and Data Engineering ◽

10.1109/tkde.2003.1198398 ◽

2003 ◽

Vol 15 (3) ◽

pp. 671-685 ◽

Author(s):

V. Castelli ◽

A. Thomasian ◽

Chung-Sheng Li

Keyword(s):

Singular Value Decomposition ◽

Similarity Search ◽

Singular Value ◽

High Dimensional ◽

Approximate Similarity Search ◽

Approximate Similarity ◽

Value Decomposition

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CSVD: approximate similarity searches in high-dimensional spaces using clustering and singular value decomposition

10.1117/12.325808 ◽

1998 ◽

Author(s):

Alexander Thomasian ◽

Vittorio Castelli ◽

Chung-Sheng Li

Keyword(s):

Singular Value Decomposition ◽

Singular Value ◽

High Dimensional ◽

Approximate Similarity ◽

Value Decomposition ◽

Similarity Searches

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A Sparse Singular Value Decomposition Method for High-Dimensional Data

Journal of Computational and Graphical Statistics ◽

10.1080/10618600.2013.858632 ◽

2014 ◽

Vol 23 (4) ◽

pp. 923-942 ◽

Author(s):

Dan Yang ◽

Zongming Ma ◽

Andreas Buja

Keyword(s):

Singular Value Decomposition ◽

Decomposition Method ◽

High Dimensional Data ◽

Singular Value ◽

High Dimensional ◽

Singular Value Decomposition Method ◽

Value Decomposition

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Generalized singular value decomposition for comparative analysis of genome-scale expression data sets of two different organisms

Proceedings of the National Academy of Sciences ◽

10.1073/pnas.0530258100 ◽

2003 ◽

Vol 100 (6) ◽

pp. 3351-3356 ◽

Author(s):

O. Alter ◽

P. O. Brown ◽

D. Botstein

Keyword(s):

Comparative Analysis ◽

Singular Value Decomposition ◽

Singular Value ◽

Data Sets ◽

Expression Data ◽

Generalized Singular Value Decomposition ◽

Value Decomposition ◽

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