Machine Learning for Data Streams: with Practical Examples in MOA (Adaptive Computation and Machine Learning series)
Bifet, Albert; Gavalda, Ricard; Holmes, Geoffrey; Pfahringer, Bernhard
Language: English
Published by The MIT Press, 2023
- Softcover
- New
Seller: BestAroundDeals, Grand Rapids, MI, U.S.A.BestAroundDeals
AbeBooks seller since June 4, 2020
Condition: New
US$ 119.59
Quantity: 1 available
Add to basketSeller Inventory # ABE-1681815389514
- Title
- Machine Learning for Data Streams: with Practical Examples in MOA (Adaptive Computation and Machine Learning series)
- Author
- Bifet, Albert; Gavalda, Ricard; Holmes, Geoffrey; Pfahringer, Bernhard
- Publisher
- The MIT Press
- Publication year
- 2023
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 026254783X
- ISBN 13
- 9780262547833
Today many information sources—including sensor networks, financial markets, social networks, and healthcare monitoring—are so-called data streams, arriving sequentially and at high speed. Analysis must take place in real time, with partial data and without the capacity to store the entire data set. This book presents algorithms and techniques used in data stream mining and real-time analytics. Taking a hands-on approach, the book demonstrates the techniques using MOA (Massive Online Analysis), a popular, freely available open-source software framework, allowing readers to try out the techniques after reading the explanations.
The book first offers a brief introduction to the topic, covering big data mining, basic methodologies for mining data streams, and a simple example of MOA. More detailed discussions follow, with chapters on sketching techniques, change, classification, ensemble methods, regression, clustering, and frequent pattern mining. Most of these chapters include exercises, an MOA-based lab session, or both. Finally, the book discusses the MOA software, covering the MOA graphical user interface, the command line, use of its API, and the development of new methods within MOA. The book will be an essential reference for readers who want to use data stream mining as a tool, researchers in innovation or data stream mining, and programmers who want to create new algorithms for MOA.
"Synopsis" may belong to another edition of this title.
About the Author
Ricard Gavaldà is Professor of Computer Science at the Politècnica de Catalunya, Barcelona.
Geoff Holmes is Professor and Dean of Computing at the University of Waikato in Hamilton, New Zealand.
Bernhard Pfahringer is Professor of Computer Science at the University of Auckland, New Zealand.
"About the title" may belong to another edition of this title.
BestAroundDeals
Grand Rapids, MI, U.S.A.
AbeBooks seller since June 4, 2020
Shipping rates within U.S.A.
| Item | 3 to 10 business days | 3 to 7 business days |
|---|---|---|
| First item | US$ 9.99 | US$ 24.99 |
Payment methods
Store description
We've been selling books online for 30 years. When we learned of AbeBooks we gladly joined their marketplace family. As a valued customer we want your experience with our service and products to more than meet your expectations. Thank you for considering our AbeBooks Store as the place to make your needed purchases. Feel free to contact us with any questions. Happy Shopping!
Specialty
All kindsSeller's business information
BestAroundDeals
MI, U.S.A.
Terms of sale
We will do our best to ship within 2 business days of receiving an order. Sometimes we ship faster than that. Other times it may take an extra day or two.
At times we are able to ship an order via expedited even if the buyer did not request or pay for it. We are happy when we can do this!
We want all of our customers to be satisfied with their purchase and our service. If you have any questions or concerns please do contact us.
A buyer may return the order according to the policy of AbeBooks.
We offer multiple purchase discount. Just ask.
We ship most items internationally.
We have been selling books online for 25 years and we are grateful for our customers who have made it all worthwhile.
Shipping terms
All shipping is flat rate as indicated on each listing.