Download Ebook Cognitive Modeling, by Jerome R. Busemeyer, Adele Diederich
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Cognitive Modeling, by Jerome R. Busemeyer, Adele Diederich
Download Ebook Cognitive Modeling, by Jerome R. Busemeyer, Adele Diederich
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Cognitive Modeling is the first book to provide students with an easy-to understand introduction to the basic methods used to build and test cognitive models. Authors Jerome R. Busemeyer and Adele Diederich answer many of the questions that researchers face when beginning work on cognitive models, such as the following: What makes a cognitive model different from conceptual or statistical models? How do you develop such a model? How can you derive qualitatively different predictions between two cognitive models? Focusing on a few key representations, the authors introduce a basic problem in each chapter, illustrate the concept with three examples, and end with a summary of general principles, making this book by far the most accessible cognitive modeling book on the market. Key Features
- Emphasizes modeling by presenting the tools needed to build a cognitive model, rather than simply reviewing existing models of cognition
- Provides tutorial presentations of psychological, mathematical, statistical, and computational methods used in all areas of cognitive modeling
- Includes detailed examples applied to real cognitive models published in the literature in a variety of areas, including recognition, categorization, decision making, and learning
- Stresses the importance of designing the right conditions for evaluating models
- Addresses the issues of individual differences in cognitive modeling head-on
Cognitive Modeling is ideal for students and researchers across the various domains of cognitive sciences, including perception, learning, decision making, and inference. It is intended for use in upper-level undergraduate and graduate courses such as Cognition/Cognitive Modeling, Cognitive Science, Cognitive Psychology, Quantitative Methods, and Mathematical Modeling in Psychology.
- Sales Rank: #1952703 in Books
- Published on: 2009-04-02
- Original language: English
- Number of items: 1
- Dimensions: .50" h x 5.90" w x 8.80" l, .65 pounds
- Binding: Paperback
- 224 pages
Most helpful customer reviews
0 of 0 people found the following review helpful.
Highly recommended
By Ricardo Acuña
This book explores the cognitive modeling of some typical cognitive process like decision making, memory and perception. I found that this book requires some knowledge of mathematical and statistical concepts, but you can follow it. For me it was interesting to identify how closely are related the machine learning and artificial intelligence algorithms with the cognitive models and how the comparison methods can be used to test the models against empirical results. But more interesting was to find how psychology and mathematics can be mixed to explain the way our brain process work with a new view from the Mathematical Psychology.
3 of 3 people found the following review helpful.
Excellent book by experts in the field - essential for those interested in the topic
By Ryan Jessup
This book introduces the concept of cognitive modeling, providing readers with tangible explanations of what it is, why it is relevant to cognitive scientists and psychologists, and advantages it offers beyond other types of theory testing. It also provides real world examples describing how cognitive modeling brought to light new understanding about human behavior that more traditional approaches left hidden. Several extremely useful practical examples -- with related matlab code -- are given, demonstrating how to actually fit cognitive models to data.
The authors, Busemeyer and Diederich, both have published extensively using just such an approach, enabling them to pass on insights that others would not have gleaned. Moreover, they are painfully aware of pitfalls and errors, as well as delightfully aware of scientific examples of relevance. An interesting example is given showing how our intuition concerning the necessity of a two system solution for certain psychological phenomena can be perfectly explained using a one system approach that has been properly specified (pp. 31-33). Also, there's a good example demonstrating the importance of actually obtaining the best fitting parameters to data (p. 131), as well as an example of how using models to make a priori predictions implored scientists to take theories from Newton and later, Einstein, seriously (p. 158).
The book does not require knowledge of cognitive science or psychology but such knowledge or interest would certainly aid in understanding the examples. The text does assume some familiarity with mathematical concepts, resulting in rather technical language at times (the subject matter naturally requires it). That being said, the text is well-written enough to help you become familiar with the concept of cognitive modeling even if you have very little mathematical background and want to skip all of the formulas. However, to actually begin using the techniques, understanding the math becomes necessary. As a consequence, the book may not be ideal for study on your own (unless you are technically advanced) but ideal for use in a course or a small study group. There really is no other book out there like this, one that explains all you need to know about cognitive modeling and how to actually do it!
Highly recommended for anyone interested in (1) learning about cognitive modeling, (2) actively analyzing data using cognitive modeling methods, or (3) teaching a course on cognitive methods.
2 of 2 people found the following review helpful.
A great book for all levels of cognitive modelers!
By Curious Mind
This book by Professors Busemeyer and Diederich includes both basic and advanced materials. It is useful to anyone who is interested in modeling our cognition and behavior. It is rigorous, lucid, and comprehensible. It also includes tutorials on dynamic modeling.
I have used this book to teach my graduate students. They loved this book! It's useful for improving my own research and modeling skills as well. A book I wish I had when I was a graduate student---but I'm so glad I have it handy now.
Right now, I'm reading another new cognitive modeling book by Busemeyer: Quantum Models of Cognition and Decision, which I also highly recommend!
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