Spectral Clustering and Biclustering: Learning Large Graphs and Contingency Tables

3 avg rating
( 1 ratings by Goodreads )
 
9781118344927: Spectral Clustering and Biclustering: Learning Large Graphs and Contingency Tables

Explores regular structures in graphs and contingency tables by spectral theory and statistical methods

This book bridges the gap between graph theory and statistics by giving answers to the demanding questions which arise when statisticians are confronted with large weighted graphs or rectangular arrays. Classical and modern statistical methods applicable to biological, social, communication networks, or microarrays are presented together with the theoretical background and proofs.

This book is suitable for a one-semester course for graduate students in data mining, multivariate statistics, or applied graph theory; but by skipping the proofs, the algorithms can also be used by specialists who just want to retrieve information from their data when analysing communication, social, or biological networks.

Spectral Clustering and Biclustering:

  • Provides a unified treatment for edge-weighted graphs and contingency tables via methods of multivariate statistical analysis (factoring, clustering, and biclustering).
  • Uses spectral embedding and relaxation to estimate multiway cuts of edge-weighted graphs and bicuts of contingency tables.
  • Goes beyond the expanders by describing the structure of dense graphs with a small spectral gap via the structural eigenvalues and eigen-subspaces of the normalized modularity matrix.
  • Treats graphs like statistical data by combining methods of graph theory and statistics.
  • Establishes a common outline structure for the contents of each algorithm, applicable to networks and microarrays, with unified notions and principles.

"synopsis" may belong to another edition of this title.

About the Author:

She is graduated from the Eötvös University of Budapest and holds a PhD (1984); further, a CSc degree (1993) from the Hungarian Academy of Sciences. Currently, she is a professor of the Institute of Mathematics, Budapest University of Technology and Economics and adjoint professor of the Central European University of Budapest. She also leads an undergraduate research course on Spectral Clustering in the Budapest Semester of Mathematics.

Her fields of expertise are multivariate statistics, applied graph theory, and data mining of social, biological, and communication networks. She has been working in various national and European research projects related to networks and data analysis.

She has published research papers in the Journal of Multivariate Analysis, Linear Algebra and  Its Applications, Discrete Mathematics, Discrete Applied Mathematics, European Journal of Combinatorics, and the Physical  Review E, among others.

She is the coauthor of the textbook in Hungarian: Bolla, M., Krámli, A., Theory of statistical inference, Typotex, Budapest (first ed. 2005, second ed. 2012) and another Hungarian book on multivariate statistical analysis. She was the managing editor of the book Contests in Higher Mathematics (ed. G. J. Székely), Springer, 1996.

"About this title" may belong to another edition of this title.

Buy New View Book
List Price: US$ 96.00
US$ 79.21

Convert Currency

Shipping: FREE
From United Kingdom to U.S.A.

Destination, Rates & Speeds

Add to Basket

Top Search Results from the AbeBooks Marketplace

1.

Marianna Bolla
Published by John Wiley Sons Inc, United States (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 10
Seller
The Book Depository US
(London, United Kingdom)
Rating
[?]

Book Description John Wiley Sons Inc, United States, 2013. Hardback. Book Condition: New. New.. 232 x 154 mm. Language: English . Brand New Book. Explores regular structures in graphs and contingency tables by spectral theory and statistical methods This book bridges the gap between graph theory and statistics by giving answers to the demanding questions which arise when statisticians are confronted with large weighted graphs or rectangular arrays. Classical and modern statistical methods applicable to biological, social, communication networks, or microarrays are presented together with the theoretical background and proofs. This book is suitable for a one-semester course for graduate students in data mining, multivariate statistics, or applied graph theory; but by skipping the proofs, the algorithms can also be used by specialists who just want to retrieve information from their data when analysing communication, social, or biological networks. Spectral Clustering and Biclustering: * Provides a unified treatment for edge-weighted graphs and contingency tables via methods of multivariate statistical analysis (factoring, clustering, and biclustering). * Uses spectral embedding and relaxation to estimate multiway cuts of edge-weighted graphs and bicuts of contingency tables. * Goes beyond the expanders by describing the structure of dense graphs with a small spectral gap via the structural eigenvalues and eigen-subspaces of the normalized modularity matrix. * Treats graphs like statistical data by combining methods of graph theory and statistics. * Establishes a common outline structure for the contents of each algorithm, applicable to networks and microarrays, with unified notions and principles. Bookseller Inventory # AAH9781118344927

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 79.21
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

2.

Marianna Bolla
Published by John Wiley and Sons
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Quantity Available: > 20
Seller
INDOO
(Avenel, NJ, U.S.A.)
Rating
[?]

Book Description John Wiley and Sons. Book Condition: New. Brand New. Bookseller Inventory # 1118344928

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 75.72
Convert Currency

Add to Basket

Shipping: US$ 3.50
Within U.S.A.
Destination, Rates & Speeds

3.

Marianna Bolla
Published by John Wiley Sons Inc, United States (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 10
Seller
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description John Wiley Sons Inc, United States, 2013. Hardback. Book Condition: New. New.. 232 x 154 mm. Language: English . Brand New Book. Explores regular structures in graphs and contingency tables by spectral theory and statistical methods This book bridges the gap between graph theory and statistics by giving answers to the demanding questions which arise when statisticians are confronted with large weighted graphs or rectangular arrays. Classical and modern statistical methods applicable to biological, social, communication networks, or microarrays are presented together with the theoretical background and proofs. This book is suitable for a one-semester course for graduate students in data mining, multivariate statistics, or applied graph theory; but by skipping the proofs, the algorithms can also be used by specialists who just want to retrieve information from their data when analysing communication, social, or biological networks. Spectral Clustering and Biclustering: * Provides a unified treatment for edge-weighted graphs and contingency tables via methods of multivariate statistical analysis (factoring, clustering, and biclustering). * Uses spectral embedding and relaxation to estimate multiway cuts of edge-weighted graphs and bicuts of contingency tables. * Goes beyond the expanders by describing the structure of dense graphs with a small spectral gap via the structural eigenvalues and eigen-subspaces of the normalized modularity matrix. * Treats graphs like statistical data by combining methods of graph theory and statistics. * Establishes a common outline structure for the contents of each algorithm, applicable to networks and microarrays, with unified notions and principles. Bookseller Inventory # AAH9781118344927

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 80.93
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

4.

Bolla, Marianna
Published by John Wiley and Sons Inc (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Quantity Available: > 20
Seller
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description John Wiley and Sons Inc, 2013. HRD. Book Condition: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Bookseller Inventory # FW-9781118344927

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 77.28
Convert Currency

Add to Basket

Shipping: US$ 11.44
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.

Bolla, Marianna
Published by Wiley (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 1
Seller
Irish Booksellers
(Rumford, ME, U.S.A.)
Rating
[?]

Book Description Wiley, 2013. Hardcover. Book Condition: New. book. Bookseller Inventory # 1118344928

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 96.40
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

6.

MARIANNA BOLLA
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 10
Seller
Herb Tandree Philosophy Books
(Stroud, GLOS, United Kingdom)
Rating
[?]

Book Description 2013. Hardback. Book Condition: NEW. 9781118344927 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Bookseller Inventory # HTANDREE0786811

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 87.16
Convert Currency

Add to Basket

Shipping: US$ 10.17
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.

Bolla, Marianna
Published by John Wiley & Sons Inc (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 2
Seller
Revaluation Books
(Exeter, United Kingdom)
Rating
[?]

Book Description John Wiley & Sons Inc, 2013. Hardcover. Book Condition: Brand New. 1st edition. 292 pages. 9.50x6.25x0.75 inches. In Stock. Bookseller Inventory # __1118344928

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 99.56
Convert Currency

Add to Basket

Shipping: US$ 7.63
From United Kingdom to U.S.A.
Destination, Rates & Speeds

8.

Bolla, Marianna
Published by Wiley (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 2
Seller
Murray Media
(North Miami Beach, FL, U.S.A.)
Rating
[?]

Book Description Wiley, 2013. Hardcover. Book Condition: New. Bookseller Inventory # P111118344928

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 104.78
Convert Currency

Add to Basket

Shipping: US$ 2.99
Within U.S.A.
Destination, Rates & Speeds

9.

Marianna Bolla
Published by John Wiley Sons Inc, United States (2013)
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Hardcover Quantity Available: 10
Seller
Book Depository hard to find
(London, United Kingdom)
Rating
[?]

Book Description John Wiley Sons Inc, United States, 2013. Hardback. Book Condition: New. New.. 232 x 154 mm. Language: English . This book usually ship within 10-15 business days and we will endeavor to dispatch orders quicker than this where possible. Brand New Book. Explores regular structures in graphs and contingency tables by spectral theory and statistical methods This book bridges the gap between graph theory and statistics by giving answers to the demanding questions which arise when statisticians are confronted with large weighted graphs or rectangular arrays. Classical and modern statistical methods applicable to biological, social, communication networks, or microarrays are presented together with the theoretical background and proofs. This book is suitable for a one-semester course for graduate students in data mining, multivariate statistics, or applied graph theory; but by skipping the proofs, the algorithms can also be used by specialists who just want to retrieve information from their data when analysing communication, social, or biological networks. Spectral Clustering and Biclustering: * Provides a unified treatment for edge-weighted graphs and contingency tables via methods of multivariate statistical analysis (factoring, clustering, and biclustering). * Uses spectral embedding and relaxation to estimate multiway cuts of edge-weighted graphs and bicuts of contingency tables. * Goes beyond the expanders by describing the structure of dense graphs with a small spectral gap via the structural eigenvalues and eigen-subspaces of the normalized modularity matrix. * Treats graphs like statistical data by combining methods of graph theory and statistics. * Establishes a common outline structure for the contents of each algorithm, applicable to networks and microarrays, with unified notions and principles. Bookseller Inventory # BZV9781118344927

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 109.93
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

10.

Marianna Bolla
ISBN 10: 1118344928 ISBN 13: 9781118344927
New Quantity Available: 2
Seller
BWB
(Valley Stream, NY, U.S.A.)
Rating
[?]

Book Description Book Condition: New. Depending on your location, this item may ship from the US or UK. Bookseller Inventory # 97811183449270000000

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 111.92
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds