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Titlebook: Machine Learning: From Theory to Applications; Cooperative Research Stephen José Hanson,Werner Remmele,Ronald L. Rives Book 1993 Springer-V

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發(fā)表于 2025-3-21 16:29:14 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Machine Learning: From Theory to Applications
副標(biāo)題Cooperative Research
編輯Stephen José Hanson,Werner Remmele,Ronald L. Rives
視頻videohttp://file.papertrans.cn/621/620761/620761.mp4
叢書名稱Lecture Notes in Computer Science
圖書封面Titlebook: Machine Learning: From Theory to Applications; Cooperative Research Stephen José Hanson,Werner Remmele,Ronald L. Rives Book 1993 Springer-V
描述This volume includes some of the key research papers in thearea of machine learning produced at MIT and Siemens duringa three-year joint research effort. It includes papers onmany different styles of machine learning,organized intothree parts.Part I, theory, includes three papers ontheoretical aspectsof machine learning. The first two use the theory ofcomputational complexity to derive some fundamental limitson what isefficiently learnable. The third provides anefficient algorithm foridentifying finite automata.Part II, artificial intelligence and symboliclearningmethods, includes five papers giving an overview of thestateof the art and future developments in the field ofmachine learning, asubfield of artificial intelligencedealing with automated knowledgeacquisition and knowledgerevision.Part III, neural and collective computation, includes fivepapers sampling the theoretical diversity andtrends in thevigorous new research field of neural networks: massivelyparallel symbolic induction, task decomposition throughcompetition, phoneme discrimination, behavior-basedlearning, and self-repairing neural networks.
出版日期Book 1993
關(guān)鍵詞Automat; algorithm; algorithms; artificial intelligence; automata; complexity; intelligence; learning; machi
版次1
doihttps://doi.org/10.1007/3-540-56483-7
isbn_softcover978-3-540-56483-6
isbn_ebook978-3-540-47568-2Series ISSN 0302-9743 Series E-ISSN 1611-3349
issn_series 0302-9743
copyrightSpringer-Verlag Berlin Heidelberg 1993
The information of publication is updating

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Phoneme discrimination using connectionist networks,se network models and methods might be extended to recognition of a complete set of phonemes, spoken by different talkers in continuous speech. Nevertheless, it may be concluded that connectionist networks are, in principle, sufficient models for acoustic phonetic speech recognition.
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0302-9743 earch effort. It includes papers onmany different styles of machine learning,organized intothree parts.Part I, theory, includes three papers ontheoretical aspectsof machine learning. The first two use the theory ofcomputational complexity to derive some fundamental limitson what isefficiently learna
地板
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Book 1993rt. It includes papers onmany different styles of machine learning,organized intothree parts.Part I, theory, includes three papers ontheoretical aspectsof machine learning. The first two use the theory ofcomputational complexity to derive some fundamental limitson what isefficiently learnable. The t
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Training a 3-node neural network is NP-complete,ng algorithm for one of these networks there will be some sets of training data on which it performs poorly, either by running for more than an amount of time polynomial in the input length, or by producing sub-optimal weights. Thus, these networks differ fundamentally from the perceptron in a worst
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Adaptive search by learning from incomplete explanations of failures,tem is its use of the . of failures. Preservability assumption allows FAILSAFE-II to over-generalize the failures and discard some solutions to the problem along with the non-solutions. This leads to learning of search control rules which could not be learned by systems like PRODIGY [4], STATIC [2]
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Behavior-based learning to control IR oven heating: Preliminary investigations,dustrial application of this architecture. The algorithm we developed was shown to be very robust and was tested through simulation of different intelligent machines, including Genghis [9]. The distinguishing feature of this learning algorithm is that the convergent property can be preserved. This i
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