Download PDF by Peter Brusilovsky, Alfred Kobsa, Wolfgang Nejdl: The Adaptive Web: Methods and Strategies of Web

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By Peter Brusilovsky, Alfred Kobsa, Wolfgang Nejdl

ISBN-10: 3540720782

ISBN-13: 9783540720782

ISBN-10: 3540720790

ISBN-13: 9783540720799

Following the rise in of the data to be had on the net, the variety of its clients and the complexity of net functions, researchers began constructing adaptive net platforms that adapted their visual appeal and behaviour to every person consumer or person staff. Adaptive platforms have been designed for various utilization contexts, exploring other forms of personalization. internet personalization has advanced right into a huge learn box attracting scientists from varied groups resembling hypertext, person modeling, computing device studying, traditional language new release, info retrieval, clever tutoring platforms, cognitive technological know-how, and Web-based education.

This cutting-edge survey presents a scientific evaluation of the guidelines and methods of the adaptive net and serves as a crucial resource of knowledge for researchers, practitioners, and scholars. the amount constitutes a finished and punctiliously deliberate selection of chapters, mapping out crucial parts of the adaptive net, each one solicited from specialists and leaders within the field.

The greatest a part of the booklet specializes in personalization strategies, specifically the modeling part of personalization (Chaps. 1-5), and on edition, (Chaps. 6-14). The technique-focused half is complemented by means of 4 domain-oriented chapters within the 3rd element of the booklet (Chaps. 15-18). The final part is dedicated to lately rising issues; it presents a potential view of the recent rules and strategies which are relocating swiftly into the focal point of the adaptive internet neighborhood and provides the reader a glimpse into the not-so-distant future.

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New PDF release: The Adaptive Web: Methods and Strategies of Web

Following the rise in of the data to be had on the internet, the range of its clients and the complexity of internet functions, researchers all started constructing adaptive internet structures that adapted their visual appeal and behaviour to every person person or person team. Adaptive platforms have been designed for various utilization contexts, exploring other kinds of personalization.

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Additional info for The Adaptive Web: Methods and Strategies of Web Personalization

Example text

To reveal this similarity, [19] suggested considering generalized domain models and generalized overlay models. A generalized domain model is a set of aspects where aspects can represent any characteristics of the user such as domain concepts, domain 1 User Models for Adaptive Hypermedia and Adaptive Educational Systems 23 tasks and goals, and possible stereotypes. A generalized overlay user model is a set of pairs "aspect-value" in which the value in each pair can be "true" or "false" (indicating if the user has this characteristic) or some qualitative or quantitative value (measuring an extent to which user has this characteristic).

L1 O1 ... Ln-1 On-1 Ln On ... Fig. 10. Dynamic BN for student modeling. Adapted from [162] We can see that at time n, the probability that the student is now in the learned state (Ln) depends on whether the student was already in the learned state at n-1 (Ln-1) and on the outcome of the last interaction with the system (On). Reye provides formulas for a two-phase updating of this basic model and proves that the knowledge tracing model used in the ACT cognitive tutors [44; 45] can be viewed as a particular case of this more general model (by adding constraints to the general model until the equivalence is shown).

Example 1: A Medical Diagnosis Problem A doctor is trying to diagnose a patient to determine the illness (or illnesses) that he/she is suffering from. Let us define a finite set of illnesses as {I1, …, In}. In this case there are two modeling options: (A) to consider a node I with values I1, …, In, and (B) consists in considering n binary nodes I1, …, In. In the case of medical diagnosis, the choice depends on whether or not more than one illness can be present at the same time. If the patient can have one and only one illness, the correct option is A.

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The Adaptive Web: Methods and Strategies of Web Personalization by Peter Brusilovsky, Alfred Kobsa, Wolfgang Nejdl


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