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Evolutionary Decision Trees in Large-Scale Data Mining by Marek Kretowski (Engli
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- Buy It NowEvolutionary Decision Trees in Large-Scale Data Mining by Marek Kretowski (Engli
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Located in: Fairfield, Ohio, United States
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eBay item number:395154658806
Item specifics
- Condition
- ISBN-13
- 9783030218539
- Book Title
- Evolutionary Decision Trees in Large-Scale Data Mining
- ISBN
- 9783030218539
- Series
- Studies in Big Data Ser.
- Publication Year
- 2020
- Type
- Textbook
- Format
- Trade Paperback
- Language
- English
- Publication Name
- Evolutionary Decision Trees in Large-Scale Data Mining
- Item Length
- 9.3in
- Publisher
- Springer International Publishing A&G
- Item Width
- 6.1in
- Item Weight
- 16 Oz
- Number of Pages
- Xi, 180 Pages
About this product
Product Information
This book presents a unified framework, based on specialized evolutionary algorithms, for the global induction of various types of classification and regression trees from data. The resulting univariate or oblique trees are significantly smaller than those produced by standard top-down methods, an aspect that is critical for the interpretation of mined patterns by domain analysts. The approach presented here is extremely flexible and can easily be adapted to specific data mining applications, e.g. cost-sensitive model trees for financial data or multi-test trees for gene expression data. The global induction can be efficiently applied to large-scale data without the need for extraordinary resources. With a simple GPU-based acceleration, datasets composed of millions of instances can be mined in minutes. In the event that the size of the datasets makes the fastest memory computing impossible, the Spark-based implementation on computer clusters, which offers impressive fault tolerance and scalability potential, can be applied.
Product Identifiers
Publisher
Springer International Publishing A&G
ISBN-10
3030218538
ISBN-13
9783030218539
eBay Product ID (ePID)
19050417237
Product Key Features
Publication Name
Evolutionary Decision Trees in Large-Scale Data Mining
Format
Trade Paperback
Language
English
Series
Studies in Big Data Ser.
Publication Year
2020
Type
Textbook
Number of Pages
Xi, 180 Pages
Dimensions
Item Length
9.3in
Item Width
6.1in
Item Weight
16 Oz
Additional Product Features
Series Volume Number
59
Number of Volumes
1 Vol.
Lc Classification Number
Ta345-345.5
Reviews
"The structure of the book is well-thought-out. ... I recommend the book for students, researchers, and developers interested in real-life applications of big data analysis." (K. Balogh, Computing Reviews, February 15, 2021)
Table of Content
Evolutionary computation.- Decision trees in data mining.- Parallel and distributed computation.- Global induction of univariate trees.- Oblique and mixed decision trees.- Cost-sensitive tree induction.- Multi-test decision trees for gene expression data.- Parallel computations for evolutionary induction.
Copyright Date
2019
Topic
Engineering (General), Intelligence (Ai) & Semantics, Data Processing
Illustrated
Yes
Genre
Computers, Technology & Engineering
Item description from the seller
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eBay item number:395154658806
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Ok so I ordered this item listed as having free shipping. It was listed at $43.54 with free shipping. Somehow I ended up being charged $65.52. Then after waiting 3 weeks and having absolutely no tracking information I spoke with the seller who agreed to send a replacment, but despite charging me extra money was unwilling to ship that replacment in a way that wouldn't take atleast 3 more weeks. Ultimately this was a complete waste of time and the seller is not one that I would recommend.
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This is not a coloring book!!!!! It’s just a book of black and white photos and even if colored over would look horrible! This book is a scam and I have received 2 items out of 3 I ordered and the third hasn’t even been shipped. Tried to message seller but only option given is to send the item number but no way to give reason for dissatisfaction with item! I would advise not ordering anything from this seller…
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