| Handbook of Random Forests: Theory and Applications for Remote Sensing Contributor(s): Hansch, Ronny (Author) |
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ISBN: 9813224053 ISBN-13: 9789813224056 Publisher: World Scientific Publishing Company OUR PRICE: $121.60 Product Type: Hardcover Published: February 2025 This item may be ordered no more than 25 days prior to its publication date of February 28, 2025 |
| Additional Information |
| BISAC Categories: - Computers | Machine Theory - Computers | Computer Vision & Pattern Recognition |
| Series: Computer Vision |
| Physical Information: 300 pages |
| Descriptions, Reviews, Etc. |
| Publisher Description: This compendium provides a hands-on description of random forests. The text starts with a consistent introduction of general methods to create, train, and fuse ensembles of decision trees. Instead of limiting the explanation to the general-purpose layout of traditional random forests, this book outlines specifications during tree creation and training, that are especially well suited to analyze structured data such as images. The theoretical foundations are explained as deeply as practical and implementation issues. The many possible variations of the underlying Random Forest model are discussed as well as their implications on the outcome in order to provide insights into the influence of these parameters and their possible side-effects. Last but not least, this unique title provides specific examples of the usage of Random Forests for analysis tasks of remote sensing imagery. |