Matrix Methods in Data Analysis
Language: English
Published by Springer Dez 2026, 2026
- Hardcover
- New
Seller: Rheinberg-Buch Andreas Meier eK, Bergisch Gladbach, GermanyRheinberg-Buch Andreas Meier eK
AbeBooks seller since November 17, 2008
Condition: New
£ 101.17
Quantity: 1 available
Add to basketItem description from seller
This item is printed on demand - it takes 3-4 days longer - Neuware -This textbook offers a fresh and balanced approach to the study of Linear Algebra in the context of modern Data Science. Whereas many existing texts either emphasize theory with little connection to practice or jump straight to applications with minimal mathematical explanation, this book provides equal weight to both foundations and applications.Designed for undergraduates who have completed a proof-based Linear Algebra course, it introduces concepts and tools from Matrix Analysis that are essential for Data Science and Machine Learning. Topics include:Vector norms and distances, orthogonality, and projectionsMatrix factorizations such as LU, CR, QR, and SVDSpecial matrix types: symmetric, positive definite, nonnegative, stochastic, and covariance matricesKey numerical algorithms, including the QR algorithm and the Power MethodEach chapter is enriched with real-world applications from Google PageRank and Principal Component Analysis to clustering, dimensionality reduction, and linear regression highlighting the role of matrix methods in Data Science.To further support hands-on learning, the book is accompanied by a GitHub repository with Python labs, allowing students to implement the techniques covered and bridge the gap between theory and computation.With its clear explanations, practical insights, and balance of theory and application,Matrix Methods in Data Analysis is an invaluable resource for courses in applied Linear Algebra, Data Science, and introductory Machine Learning. 1028 pp. Englisch.…
Seller Inventory # 9783032113139
- Title
- Matrix Methods in Data Analysis
- Author
- Maria Isabel Bueno Cachadina
- Publisher
- Springer Dez 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Buch
- Language
- English
- ISBN 10
- 303211313X
- ISBN 13
- 9783032113139
- Item weight
- 1,817 grams
- Dimensions
- 241x160x46 mm
This textbook offers a fresh and balanced approach to the study of Linear Algebra in the context of modern Data Science. Whereas many existing texts either emphasize theory with little connection to practice or jump straight to applications with minimal mathematical explanation, this book provides equal weight to both foundations and applications.
Designed for undergraduates who have completed a proof-based Linear Algebra course, it introduces concepts and tools from Matrix Analysis that are essential for Data Science and Machine Learning. Topics include:
- Vector norms and distances, orthogonality, and projections
- Matrix factorizations such as LU, CR, QR, and SVD
- Special matrix types: symmetric, positive definite, nonnegative, stochastic, and covariance matrices
- Key numerical algorithms, including the QR algorithm and the Power Method
Each chapter is enriched with real-world applications—from Google PageRank and Principal Component Analysis to clustering, dimensionality reduction, and linear regression—highlighting the role of matrix methods in Data Science.
To further support hands-on learning, the book is accompanied by a GitHub repository with Python labs, allowing students to implement the techniques covered and bridge the gap between theory and computation.
With its clear explanations, practical insights, and balance of theory and application, Matrix Methods in Data Analysis is an invaluable resource for courses in applied Linear Algebra, Data Science, and introductory Machine Learning.
"Synopsis" may belong to another edition of this title.
About the Author
Maria Isabel Bueno is a Teaching Professor at the University of California, Santa Barbara, where she has served since 2006. She holds a Ph.D. from Universidad Carlos III de Madrid. Her research focuses on linear algebra and numerical linear algebra.
Javier Perez Alvaro is an Associate Professor at the University of Montana in Missoula, where he has served since 2017. He earned his Ph.D. from Universidad Carlos III de Madrid. His research focuses on numerical linear algebra and numerical analysis.
"About the title" may belong to another edition of this title.
Rheinberg-Buch Andreas Meier eK
Bergisch Gladbach, Germany
AbeBooks seller since November 17, 2008
Shipping rates from Germany to U.S.A.
| Item | 5 to 15 business days | 2 to 4 business days |
|---|---|---|
| First item | £ 19.20 | £ 30.04 |
Payment methods
- Bank Wire Transfer
- Paypal
Store description
Online Buchhandel
Seller's business information
Rheinberg-Buch Andreas Meier eK
Germany
Terms of sale
Rheinberg-Buch Inh. Andreas Meier e.K.
Inhaber: Andreas Meier
De-Gasperi-Str. 8
51469 Bergisch Gladbach
Deutschland
Tel.: +4922049671181
Fax: +4922049671189
E-Mail: info@rheinberg-buch.de
Registergericht: Amtsgericht Köln
Registernummer: HRA 26456
Umsatzsteuer-Identifikationsnummer: DE122062682
Wir sind zur Teilnahme an einem Streitbeilegungsverfahren vor einer Verbraucherschlichtungsstelle weder verpflichtet noch bereit.
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to Rheinberg-Buch Andreas Meier eK, Bergisch Gladbach, Germany, +49 02204-9671181, without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.
Shipping terms
Der Versand ins Ausland findet IMMER mit DHL statt. Auch nach Österreich verschicken wir nur mit DHL! Daher Standardversand == Luftpost!