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Experiments with Projection Pursuit learning on Gray-Scale Images

Experiments with Projection Pursuit Learning on Gray-Scale I...

引用

4th international conference on computer Science and Informatics, JCIS 1998, 1st international Workshop on High Performance, 1st international Workshop on computer Vision, Pattern Recognition and Image Processing Volume 4

作者： Kennedy, Lesa M. Basu, Mitra Electrical Engineering Dept. City College City University of New York 140th Street and Convent Avenue New York NY 10031 United States

PPLNs have been used in many fields of research but have not been widely used in image processing. In this paper we propose the application of PPLN to deblurring a degraded image when little or no apriori information ... 详细信息

关键词： learning systems

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A Data Mining Support Environment and its application on Insurance Data 4

A Data Mining Support Environment and its Application on Ins...

引用

4th international conference on Knowledge Discovery and Data Mining, KDD 1998

作者： Staudt, M. Kietz, J.-U. Reimer, U. ZurichCH-8022 Switzerland

ISBN: (纸本)1577350707

Huge masses of digital data about products, customers and competitors have become available for companies in the services sector. In order to exploit its inherent (and often hidden) knowledge for improving business processes the application of data mining technology is the only way for reaching good and efficient results, as opposed to purely manual and interactive data exploration. this paper reports on a project initiated at Swiss Life for mining its data resources from the life insurance business. Based on the Data Warehouse MASY collecting all relevant data from the OLTP systems for the processing of private life insurance contracts, a Data Mining environment is set up which integrates a palette of tools for automatic data analysis, in particular machine learning approaches. Special emphasis lies on establishing comfortable data preprocessing support for normalised relational databases and on the management of meta data. Copyright © 1998, American Association for Artificial Intelligence (***). All rights reserved.

关键词： Data mining

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Using a learning agent with a student model 4th

Using a learning agent with a student model

引用

4th international conference on Intelligent Tutoring Systems, ITS 1998

作者： Beck, Joseph E. Woolf, Beverly Park Center for Knowledge Communication Department of Computer Science University of Massachusetts AmherstMA01003 United States

ISBN: (纸本)3540647708

In this paper we describe the application of machine learning to the problem of constructing a student model for an intelligent tutoring system. the proposed system learns on a per student basis how long an individual student requires to solve the problem presented by the tutor. this model of relative problem difficulty is learned within a "two-phase" learning algorithm. First, data from the entire student population are used to train a neural network. Second, the system learns how to modify the neural network’s output to better fit each individual student’s performance. Both components of the model proved useful in improving its accuracy. this model of time to solve a problem is used by the tutor to control the complexity of problems presented to the student. © Springer-Verlag Berlin Heidelberg 1998.

关键词： Students

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Model-based explanations in simulation-based training 4th

Model-based explanations in simulation-based training

引用

4th international conference on Intelligent Tutoring Systems, ITS 1998

作者： Khan, Tariq M. Paul, Stephen J. Brown, Keith E. Leitch, R. Roy Department of Computing and Electrical Engineering Heriot-Watt University EdinburghEH14 4AS United Kingdom

ISBN: (纸本)3540647708

A simulation based training application is described that uses a dedicated machine expert for generating explanations. the expert considers the problems the user is having with specific tasks, and by examining a normative model of problem solving, it determines an appropriate response, which involves generating many kinds of knowledge from a space of domain models. By using multiple domain models, the training system extends current approaches to simulation based training and machine generated explanations to produce a flexible learning environment for experienced plant operators and new trainees. © Springer-Verlag Berlin Heidelberg 1998.

关键词： Problem solving

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Finding frequent substructures in chemical compounds 4

Finding frequent substructures in chemical compounds

引用

4th international conference on Knowledge Discovery and Data Mining, KDD 1998

作者： Dehaspe, Luc Toivonen, Hannu King, Ross Donald Dept. of Computer Science Katholieke Universiteit Leuven Celestijnenlaan 200A HeverleeB-3001 Belgium Rolf Nevanlinna Institute Dept. of Computer Science University of Helsinki P.O. Box 4 FIN-00014 Finland Dept. of Computer Science The Univ. of Wales Aberystwyth Penglais Ceredigion AberystwythSY23 3DB United Kingdom

ISBN: (纸本)1577350707

the discovery of the relationships between chemical structure and biological function is central to biological science and medicine. In this paper we apply data mining to the problem of predicting chemical carcinogenicity. this toxicology application was launched at IJCAI'97 as a research challenge for artificial intelligence. Our approach to the problem is descriptive rather than based on classification;the goal being to find common substructures and properties in chemical compounds, and in this way to contribute to scientific insight. this approach contrasts with previous machine learning research on this problem, which has mainly concentrated on predicting the toxicity of unknown chemicals. Our contribution to the field of data mining is the ability to discover useful frequent patterns that are beyond the complexity of association rules or their known variants. this is vital to the problem, which requires the discovery of patterns that are out of the reach of simple transformations to frequent itemsets. We present a knowledge discovery method for structured data, where patterns reflect the one-to-many and many-to-many relationships of several tables. Background knowledge, represented in a uniform manner in some of the tables, has an essential role here, unlike in most data mining settings for the discovery of frequent patterns. Copyright © 1998, American Association for Artificial Intelligence (***). All rights reserved.

关键词： Data mining

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LOODS: a new learning-based object-oriented system development environment

LOODS: a new learning-based object-oriented system developme...

引用

Asia-Pacific Software Engineering conference / international computer Science conference (APSEC 97 / ICSC 97)

作者： Qi, DY S China Univ Technol Dept Comp Guangzhou 510641 Peoples R China

ISBN: (纸本)081868271X

LOODS, pur forward by the author, is a new object-oriented terminal applications development environment, which consists of two parts. system modelling methodology (LOODS Abstract Models) and LOODS visual language system. the former is an object-oriented concurrent/parallel information system modelling methodology on the basis of requirements' analysis results. And the later is an automatic generator of LOODS abstract models, supporting concept programming and learning-by-examples building of application systems. Also a new method of object oriented learning is introduced to the realization of LOODS visual language system. LOODS has been realised in C++ on Novell network environment.

关键词： object-oriented visual language application automatic generation

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4th international Workshop on Interactive Distributed Multimedia Systems and Telecommunication Services, IDMS 1997

引用

4th international Workshop on Interactive Distributed Multimedia Systems and Telecommunication Services, IDMS 1997

ISBN: (纸本)9783540635192

the proceedings contain 42 papers. the special focus in this conference is on Media Coding and Content Processing. the topics include: an interactive multimedia service composition environment for distributed systems;achieving networked virtual environments interoperability;a redundant hierachical structure for a distributed continuous media server;a priority feedback mechanism for distributed mpeg video player systems;a soft real time scheduling server in UNIX operating system;methods and tools for engineering electronic product catalogues;adaptive hypermedia on world wide web;application output recording for instant authoring in a distributed multimedia annotation environment;video data management in media controller: a distributed multimedia serveillance system;personalised news on demand;broadband video conference customer premises equipment;radio webs - support architecture for mobile web access;an approach for an adaptive visualization in a mobile environment;multimedia client implementation on personal digital assistants;supportive environments for executing multimedia applications;performance evaluation of the fuzzy policing mechanism for still picture in ATM networks;a model for collaborative services in distributed learning environments;using distributed multimedia infrastructures for advanced teleteaching applications;a scalable scheme to access multimedia documents with quality of service guarantees;a client-controlled adaptation framework for multimedia database systems;interactive multimedia communications at the presentation layer;modeling of adaptable multimedia documents;an object-oriented client/server architecture for video-on-demand applications;interactive remote recording and playback of multicast videoconferences.

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MetaBuilder: a generic CASE tool builder

MetaBuilder: a generic CASE tool builder

引用

Asia-Pacific conference on Software Engineering

作者： Maokai Gong L. Scott R. Offen CSIRO Macquarie University Joint Research Center for Advanced Systems Engineering Macquarie University Sydney NSW Australia

In this paper, a generic computer aided software engineering (CASE) tool builder MetaBuilder is proposed and described in detail. It is a graph-driven tool, not only for CASE application projects but for new methodology and new CASE tool design. MetaBuilder provides the following functionality: a rapid CASE tool developing environment for users to create new or modify old methodologies in graph manipulations; an integration platform for users to plug their own programs into MetaBuilder to realise their own special functionality; a central repository and a set of graphic user interface (GUI) classes for resource reuse that can greatly lighten users' developing work, shorten users' learning and developing time; and finally, a hierarchical design mechanism and a flexible type definition method based on nested graph structures for large and complex CASE methodology and application project design. All generated tools are integrated due to our unique data model. the implementation of MetaBuilder is also presented.

关键词： computer aided software engineering application software Plugs Software maintenance Software tools Design methodology Systems engineering and theory Australia Graphics Graphical user interfaces

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HKBCN-a hybrid intelligent system for knowledge revising

HKBCN-a hybrid intelligent system for knowledge revising

引用

Asia-Pacific conference on Software Engineering

作者： Xinyu Wu J.G. Hughes School of Information and Software Engineering University of Ulster Antrim UK

Connectionist networks are interesting computational models that have been proved to be useful for a range of applications. Knowledge in connectionist networks is encoded in distributed internal weights. learning algorithms based on numerical optimisation techniques can adapt these weights for a specific task (e.g., pattern classification). One of the major criticisms against the connectionist approach, however, is that knowledge generated by neural networks is not explicitly represented in the form of rules suitable for verification or interpretation, i.e., they are often regarded as black boxes. the authors discuss the ability of information exchange between connectionist and symbolic representations in a novel hybrid knowledge-based connectionist network, called HKBCN. With the newly developed hybrid approach, domain knowledge can be encoded into the network, revised over time, and decoded into symbolic forms.

关键词： Hybrid intelligent systems Knowledge based systems Artificial intelligence Software engineering Telephony computer networks Computational modeling application software Pattern classification Neural networks

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Multilingual human-computer interactions: From information access to language learning

Multilingual human-computer interactions: From information a...

引用

4th international Congress on Spoken Language Processing

作者： Zue, V Seneff, S Polifroni, J Meng, H Glass, J Massachusetts Inst of Technology Cambridge United States

ISBN: (纸本)0780335554

this paper describes our recent work in developing multilingual conversational systems that support human-computer interactions. Our approach is based on the premise that a common semantic representation can be extracted from the input for all languages, at least within the context of restricted domains. In our design of such systems, language dependent information is separated from the system kernel as much as possible, and encoded in external data structures. the internal system manager, discourse and dialogue component, and database are all maintained in a language transparent form. We will describe two possible application areas for such multilingual capabilities: on-line information access using multilingual spoken dialogue, and the learning and maintenance of a foreign language using a multilingual conversational system.

关键词： Speech recognition

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