IEEE Xplore - Login

Cart | Sitemap | Help

Login


	BROWSE	SEARCH	IEEE XPLORE GUIDE	SUPPORT


Article Information

Toward the border between neural and Markovian paradigms Wilinski, P.; Solaiman, B.; Hillion, A.; Czarnecki, W. Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on Volume 28, Issue 2, Apr 1998 Page(s):146 - 159 Digital Object Identifier 10.1109/3477.662756 Summary:A new tendency in the design of modern signal processing methods is the creation of hybrid algorithms. This paper gives an overview of different signal processing algorithms situated halfway between Markovian and neural paradigms. A new systematic way to classify these algorithms is proposed. Four specific classes of models are described. The first one is made up of algorithms based upon either one of the two paradigms, but including some parts of the other one. The second class includes algorithms proposing a parallel or sequential cooperation of two independent Markovian and neural parts. The third class tends to show Markov models (MMs) as a special case of neural networks (NNs), or conversely NNs as a special case of MMs. These algorithms concentrate mainly on bringing together respective learning methods. The fourth class of algorithms are hybrids, neither purely Markovian nor neural. They can be seen as belonging to a more general class of models, presenting features from both paradigms. The first two classes essentially include models with structural modifications, while two later classes propose algorithmic modifications. For the sake of clarity, only main mathematical formulas are given. Specific applications are intentionally avoided to give a wider view of the subject. The references provide more details for interested readers » View citation and abstract



IEEE Members

Log in by entering your IEEE Web Account Username and Password. IEEE Communications Society members: If you subscribe to the IEEE Electronic Periodicals Package or IEEE Electronic Periodicals Package Plus, you must access your subscription at www.comsoc.org.



Users at Subscribing Institutions

Check with your librarian, information professional, or system manager to determine if you need to log in. Please complete the online Technical Support Form if you need assistance.



Already Purchased This Article?

Select the Purchase History link to access the document. You will have 5 Days after purchase to access the Full Text PDF. Please complete the online Technical Support Form if you need assistance.



Guests

• Search and access Abstract records free of charge • Register for table of contents alerts • Purchase Full Text PDF documents » Learn more about subscription options or how to become an IEEE Member.

You are not logged in.

Username

Password

» Forgot your password?

Please remember to log out when you have finished your session.

You must log in to access:
• Advanced or Author Search
• CrossRef Search
• AbstractPlus Records
• Full Text PDF
• Full Text HTML

Access this document

» Buy this document now

» Learn more about

subscription options

» Learn more about

purchasing articles

and standards

Learn more about IEEE Subscriptions

Help Contact Us Privacy & Security IEEE.org