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  • Articles  (59)
  • classification  (59)
  • Springer  (59)
  • American Association for the Advancement of Science
  • Wiley
  • Computer Science  (59)
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  • Articles  (59)
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  • Springer  (59)
  • American Association for the Advancement of Science
  • Wiley
  • 1
    Electronic Resource
    Electronic Resource
    Springer
    Queueing systems 27 (1997), S. 227-250 
    ISSN: 1572-9443
    Keywords: polling systems ; heavy traffic ; expected delay ; exhaustiveness ; monotonicity ; service disciplines ; classification
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science
    Notes: Abstract We study the expected delay in cyclic polling models with general ‘branching-type’ service disciplines. For this class of models, which contains models with exhaustive and gated service as special cases, we obtain closed-form expressions for the expected delay under standard heavy-traffic scalings. We identify a single parameter associated with the service discipline at each queue, which we call the ‘exhaustiveness’. We show that the scaled expected delay figures depend on the service policies at the queues only through the exhaustiveness of each of the service disciplines. This implies that the influence of different service disciplines, but with the same exhaustiveness, on the expected delays at the queues becomes the same when the system reaches saturation. This observation leads to a new classification of the service disciplines. In addition, we show monotonicity of the scaled expected delays with respect to the exhaustiveness of the service disciplines. This induces a complete ordering in terms of efficiency of the service disciplines. The results also lead to new rules for optimization of the system performance with respect to the service disciplines at the queues. Further, the exact asymptotic results suggest simple expected waiting-time approximations for polling models in heavy traffic. Numerical experiments show that the accuracy of the approximations is excellent for practical heavy-traffic scenarios.
    Type of Medium: Electronic Resource
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  • 2
    Electronic Resource
    Electronic Resource
    Springer
    Grammars 1 (1998), S. 103-153 
    ISSN: 1572-848X
    Keywords: classification ; constraint grammars ; knowledge management
    Source: Springer Online Journal Archives 1860-2000
    Topics: Linguistics and Literary Studies , Computer Science
    Notes: Abstract Classifying linguistic objects is a widespread and important linguistic task, but hand deducing a classificatory system from a general linguistic theory can consume much effort and introduce pernicious errors. We present an abstract prototype device that effectively deduces an accurate classificatory system from a finite linguistic theory.
    Type of Medium: Electronic Resource
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  • 3
    Electronic Resource
    Electronic Resource
    Springer
    Computers and the humanities 22 (1988), S. 173-182 
    ISSN: 1572-8412
    Keywords: singing games ; songs ; folk songs ; analysis ; style ; computer-aided ; Kodály ; Bartók ; melodic patterns ; classification
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Media Resources and Communication Sciences, Journalism
    Notes: Abstract To structure a music education program in Canada based on the Hungarian model, Bartók's “grammatical principle” was adopted to define the musical characteristics of British-Canadian children's traditional songs. A computer-aided methodology analyzed a sample of singing games from a personal collection to identify 4-phrase variants, and extracted and tabulated by phrasal position their common phrase patterns of equal length. Future programs will complete the phrase analysis and analyze other musical characteristics, grouping variants successively to determine the styles of the entire collection.
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  • 4
    Electronic Resource
    Electronic Resource
    Springer
    Computers and the humanities 29 (1995), S. 449-461 
    ISSN: 1572-8412
    Keywords: neural networks ; stylometric analysis ; Shakespeare ; Fletcher ; discrimination ; classification
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Media Resources and Communication Sciences, Journalism
    Notes: Abstract In this paper we show, for the first time, how Radial Basis Function (RBF) network techniques can be used to explore questions surrounding authorship of historic documents. The paper illustrates the technical and practical aspects of RBF's, using data extracted from works written in the early 17th century by William Shakespeare and his contemporary John Fletcher. We also present benchmark comparisons with other standard techniques for contrast and comparison.
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  • 5
    Electronic Resource
    Electronic Resource
    Springer
    Minds and machines 5 (1995), S. 69-87 
    ISSN: 1572-8641
    Keywords: Meaning ; reference ; disjunction problem ; situation theory ; synonymy ; classification ; causal theory of reference ; co-ordination
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Philosophy
    Notes: Abstract A basic theme of Winograd and Flores (1986) is that the principal function of language is to co-ordinate social activity. It is, they claim, from this function that meaning itself arises. They criticise approaches that try to understand meaning through the mechanisms of reference, the Rationalist Tradition as they call it. To seek to ground meaning in social practice is not new, but the approach is presently attractive because of difficulties encountered with the notion of reference. Without taking a view on whether these are insuperable, the present paper accepts Winograd and Flores' challenge and attempts to lay aside reference and to base a conception of meaning directly in terms of co-ordination and consensus within a linguistic community.
    Type of Medium: Electronic Resource
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  • 6
    Electronic Resource
    Electronic Resource
    Springer
    Journal of intelligent and robotic systems 4 (1991), S. 221-254 
    ISSN: 1573-0409
    Keywords: Verification ; task-level programming ; robot vision ; uncertainty ; assembly planning ; fault tolerance ; classification ; prediction ; camera location
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Mechanical Engineering, Materials Science, Production Engineering, Mining and Metallurgy, Traffic Engineering, Precision Mechanics
    Notes: Abstract The purpose of this paper is to give an overview of past and recent work on planning sensing strategies for vision sensors. To achieve an economic use of robots in manufacturing, their programs must provide a high degree of fault-tolerance, security, and robustness to prevent unforeseen errors. Model errors (also termed uncertainties) are one of the most frequent reasons for such undesirable events. Robot systems can be made more reliable and fault-tolerant by providing them with capabilities of error detection and recovery, or error prevention. The latter may be achieved by reducing model errors using tactile and non-tactile sensors. The quality of a robot program synthesized by a task-level programming system depends on the accuracy of the model, since all information that is not explicitly given by the programmer must be derived from it. This means that the following questions have to be answered by the automatic task planner in order to plan non-tactile sensing strategies: (1) When do I have to use sensors to reduce uncertainty about the real world? (2) What do I have to use them for? (3) How do I have to use them to achieve the necessary information within an acceptable period of time? There are very few systems which deal broadly with the problem of robust robot programs, whereas there are numerous works on detail aspects of the field. The main approaches will be introduced and discussed in more detail. Finally, a new concept for generating sensor-integrated robust robot programs will be proposed.
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  • 7
    Electronic Resource
    Electronic Resource
    Springer
    Journal of intelligent and robotic systems 2 (1989), S. 361-379 
    ISSN: 1573-0409
    Keywords: Semantic variations ; learning ; classification ; knowledge-based systems ; artificial intelligence ; conceptual knowledge acquisition
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Mechanical Engineering, Materials Science, Production Engineering, Mining and Metallurgy, Traffic Engineering, Precision Mechanics
    Notes: Abstract The notion of concept based on the semantics of objects is defined and illustrated. An underlying thread connecting a subset of concepts is identified. This class of concepts, called the Conceptual Transformer is defined and illustrated with real-world examples. This class finds a natural application in any area where objects can be characterized by functionality. Some interesting application areas are knowledge classification, manufacturing automation, and pattern synthesis. The salient features of this class are elaborated and a knowledge structure for representing concepts is proposed. The effect of these transformers on knowledge-directed classification, which results in the formation of virtual clusters, is examined in detail. We make use of examples from real life to bring out the efficacy of the proposed transformerbased, concept-directed classification.
    Type of Medium: Electronic Resource
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  • 8
    Electronic Resource
    Electronic Resource
    Springer
    Journal of intelligent and robotic systems 21 (1998), S. 117-129 
    ISSN: 1573-0409
    Keywords: modular neural networks ; classification ; cooperative decision making ; performance comparison
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science , Mechanical Engineering, Materials Science, Production Engineering, Mining and Metallurgy, Traffic Engineering, Precision Mechanics
    Notes: Abstract There is a wide variety of Modular Neural Network (MNN) classifiers in the literature. They differ according to the design of their architecture, task-decomposition scheme, learning procedure, and multi-module decision-making strategy. Meanwhile, there is a lack of comparative studies in the MNN literature. This paper compares ten MNN classifiers which give a good representation of design varieties, viz., Decoupled; Other-output; ART-BP; Hierarchical; Multiple-experts; Ensemble (majority vote); Ensemble (average vote); Merge-glue; Hierarchical Competitive Neural Net; and Cooperative Modular Neural Net. Two benchmark applications of different degree and nature of complexity are used for performance comparison, and the strength-points and drawbacks of the different networks are outlined. The aim is to help a potential user to choose an appropriate model according to the application in hand and the available computational resources.
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  • 9
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    Electronic Resource
    Springer
    Machine learning 13 (1993), S. 135-143 
    ISSN: 0885-6125
    Keywords: Cross-validation ; classification ; decision trees ; neural networks
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science
    Notes: Abstract If we lack relevant problem-specific knowledge, cross-validation methods may be used to select a classification method empirically. We examine this idea here to show in what senses cross-validation does and does not solve the selection problem. As illustrated empirically, cross-validation may lead to higher average performance than application of any single classification strategy, and it also cuts the risk of poor performance. On the other hand, cross-validation is no more or less a form of bias than simpler strategies, and applying it appropriately ultimately depends in the same way on prior knowledge. In fact, cross-validation may be seen as a way of applying partial information about the applicability of alternative classification strategies.
    Type of Medium: Electronic Resource
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  • 10
    Electronic Resource
    Electronic Resource
    Springer
    Machine learning 4 (1989), S. 41-65 
    ISSN: 0885-6125
    Keywords: concept learning ; classification ; pac-learning ; Boolean formulas ; polynomial-time identification
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science
    Notes: Abstract The distribution-independent model of (supervised) concept learning due to Valiant (1984) is extended to that of semi-supervised learning (ss-learning), in which a collection of disjoint concepts is to be simultaneously learned with only partial information concerning concept membership available to the learning algorithm. It is shown that many learnable concept classes are also ss-learnable. A new technique of learning, using an intermediate oracle, is introduced. Sufficient conditions for a collection of concept classes to be ss-learnable are given.
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