How Long to Read Multiple Instance Learning

How Long Does it Take to Read Multiple Instance Learning?

It takes the average reader 3 hours and 55 minutes to read Multiple Instance Learning by Francisco Herrera

Assuming a reading speed of 250 words per minute. Learn more

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.

How long is Multiple Instance Learning?

Multiple Instance Learning by Francisco Herrera is 233 pages long, and a total of 58,949 words.

This makes it 79% the length of the average book. It also has 72% more words than the average book.

How Long Does it Take to Read Multiple Instance Learning Aloud?

The average oral reading speed is 183 words per minute. This means it takes 5 hours and 22 minutes to read Multiple Instance Learning aloud.

What Reading Level is Multiple Instance Learning?

Multiple Instance Learning is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Multiple Instance Learning?

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