Bookshelf
| can't find it |

| browse books |
books
 

| book details |

Multiple Instance Learning: Foundations and Algorithms

By (author) Francisco Herrera, By (author) Sebastián Ventura, By (author) Rafael Bello, By (author) Chris Cornelis, By (author) Amelia Zafra, By (author) Dánel Sánchez-Tarragó, By (author) Sarah Vluymans

| on special |

normal price: R 4,375.95

Price: R 4,157.95


| book description |

This book provides a general overview of multiple instance learning (MIL), defining the framework and covering the central paradigms. The authors discuss the most important algorithms for MIL such as classification, regression and clustering. With a focus on classification, a taxonomy is set and the most relevant proposals are specified. Efficient algorithms are developed to discover relevant information when working with uncertainty. Key representative applications are included. This book carries out a study of the key related fields of distance metrics and alternative hypothesis. Chapters examine new and developing aspects of MIL such as data reduction for multi-instance problems and imbalanced MIL data. Class imbalance for multi-instance problems is defined at the bag level, a type of representation that utilizes ambiguity due to the fact that bag labels are available, but the labels of the individual instances are not defined. Additionally, multiple instance multiple label learning is explored. This learning framework introduces flexibility and ambiguity in the object representation providing a natural formulation for representing complicated objects. Thus, an object is represented by a bag of instances and is allowed to have associated multiple class labels simultaneously.  This book is suitable for developers and engineers working to apply MIL techniques to solve a variety of real-world problems. It is also useful for researchers or students seeking a thorough overview of MIL literature, methods, and tools.

| product details |



Normally shipped | Available from overseas. Delivery time is 14 - 21 days
Publisher | Springer International Publishing AG
Published date | 29 Jun 2018
Language |
Format | Paperback / softback
Pages | 233
Dimensions | 235 x 155 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-3-3198-3815-1
Readership Age |
BISAC | computers / artificial intelligence


| other options |



Normally shipped | Available from overseas. Usually dispatched in 14 days
Readership Age |
Normal Price | R 4,640.95
Price | R 4,408.95 | on special |



| your trolley |

To view the items in your trolley please sign in.

| sign in |

| specials |

Bonsai Success in Southern Africa

Carl Morrow
Paperback / softback
160 pages
was: R 320.95
now: R 288.95
Stock is usually dispatched in 6-12 days from date of order

In this uniquely Southern African book, Carl Morrow and Keith Kirsten guide readers step by step into the magical realms of bonsai as a hobby, horticultural practice and art form.

The Ballerina and the Bull: Anarchist Utopias in the Age of Finance

Johanna Isaacson
Paperback / softback
288 pages
was: R 306.95
now: R 275.95
This title will take longer to obtain, and should be delivered in 6-8 weeks

Our moment has seen the resurgence of an anarchist sensibility, from the uprisings in Seattle in 1999 to the Occupy movement of 2011.

Fifteen Dogs

André Alexis
Paperback / softback
176 pages
was: R 280.95
now: R 252.95
Available from overseas. Dispatched in aprox 4-8 weeks as local supplier is out of stock

A pack of dogs are granted the power of human thought - but what will it do to them? A surprising and insightful look at the beauty and perils of consciousness.