Enterprise Architecture Bibliography

Agile Architect (run by Andrew Johnston of Questa Computing Ltd.), The Role of the Agile Architect, 2003. URL: http://www.agilearchitect.org/agile/role.htm, Accessed: 25.9.2003.

Akella, J., Barlow, C., Defining the Role of the Chief Architect. Enterprise Architect, Vol. 2, No. 1 (posted March 5), 2004. URL: http://www.ftponline.com/ea/magazine/spring/columns/businesscase/, Accessed 6.10.2004.

Ambler, S., Agile Enterprise Architecture: Beyond Enterprise Data Modeling, 2002. Available at URL: http://www.agiledata.org/essays/enterpriseArchitecture.html

Ambler, S.W., Architecture and Architecture Modeling Techniques, 2002. URL: http://www.agiledata.org/essays/enterpriseArchitectureTechniques.html

Ambler, S., Extending the RUP with the Zachman Framework. URL: http://www.enterpriseunifiedprocess.com/essays/zachmanFramework.html, Accessed 23.2.2005.

Ambler, S.W., Introduction to the Enterprise Unified Process (EUP). A Ronin International, Inc. White Paper, December, 26, 2002b. URL: http://www.enterpriseunifiedprocess.info/downloads/eupIntroduction.pdf

Appleton, D., Why Enterprise Architecture is an Oxymoron. Business Rules Journal, Vol. 5., No. 4, April 2004. URL: http://www.brcommunity.com/a2004/b191.html (registration required)

ArchiMate Project, Telematica Instituut, Enschede, The Netherlands. URL: http://www.telin.nl/NetworkedBusiness/Archimate/ENindex.htm, Accessed 7.4.2004.
Armour, F.J., Kaisler, S.H., Enterprise Architecture: Agile Transition and Implementation. IT Pro, November/December 2001, pp. 30-37.

Armour, F.J., Kaisler, S.H., Getter, J., Pippin, D., A UML-Driven Enterprise Architecture Case Study. Proceedings of the 36th Hawaii International Conference on System Sciences, 2003, pp. ?

Armour, F.J., Kaisler, S.H., Liu, S.Y., A Big Picture. Look at Enterprise Architectures. IT Pro, January/February 1999a, pp. 35-42.

Armour, F.J., Kaisler, S.H., Liu, S.Y., Building an Enterprise Architecture Step by Step. IT Pro, July/August 1999b, pp. 31-39.

Ashmore, P., Henson, J., Chancellor, J., Nelson, M., Is Your Enterprise Architecture All It Can Be? Lessons From The Front-Line. BPTrends, June 2004. Available at the website of Business Process Trends, URL: http://www.bptrends.com/, Accessed: 2.12.2004.

Avison, D., Fitzgerald, G., Information Systems Development. Maidenhead, McGraw-Hill, 2003.

Bass, L., Clements, P., Kazman, R., Software Architecture in Practice. Addison-Wesley, 1998.

Bass, L, Kazman, R., Architecture-Based Development. University of Carnegie Mellon, Software Engineering Institute, Technical report CMU/SEI-99-TR-007, 1999.URL: http://www.sei.cmu.edu/pub/documents/99.reports/pdf/99tr007.pdf, Accessed: 27.1.2003.

Bernus, P., Mertins, K., Schmidt, G. (Eds.), Handbook on Architectures of Information Systems, Springer, Berlin, 1998.

Bernus, P., Nemes, L., Schmidt, G. (Eds.), Handbook on Enterprise Architecture, Springer Verlag, 2003.

Bernus, P., Nemes, L., Williams, T.J., Architectures for Enterprise Integration, Chapman&Hall, London, 1996.

Blanc, X., Gervais, M.P., Le-Delliou, R., Using the UML language to express the ODP enterprise concepts. In Proceedings of the Third International Enterprise Distributed Object Computing Conference, 1999, pp. 50-59.

Block, P., Flawless Consulting, A Guide to Getting Your Expertise Used, second edition. Jossey-Bass/Preifer, 2000.

Booch, G., Rumbaugh, J., Jacobson, I., The Unified Modeling Language User Guide, Addison-Wesley, 1999.

Boster, M., Liu, S., Thomas, R., Getting the Most from Your Enterprise Architecture. IT Pro, July/August 2000, pp. 43-50.

Braa, K., Rolland, K.H., Horizontal Information Systems: Emergent Trends and Perspectives. In Baskerville, R., Stage, J., DeGross, J.I. (Eds.), Organizational and Social Perspectives on Information Technology. Boston, Kluwer Academic Publishers, pp. 83-101.

Brancheau, J.C., Building and implementing an information architecture. DATA BASE, Summer 1989, pp. 9-17.

Brancheau, J.C., Janz, B.D., Wehterbe, J.C., Key Issues in Information Management Systems Management: 1994-95 SIM Delphi Results. MIS Quarterly, June 1996, pp. 225-242.

British Columbia Government Information Resource Management Glossary, 2001. URL: http://www.cio.gov.bc.ca/other/daf/IRM_Glossary.htm, Accessed: 30.3.2005.

Buchanan, R.D., Soley, R.M., Aligning Enterprise Architecture and IT Investments with Corporate Goals. White Paper, META Group, Inc., 2002. URL: http://www.enterprise-architecture.info/Images/Documents/META-OMG-WP-Public.pdf, Accessed: 16.6.2003.

Buschmann, F., Meunier, R., Rohnert, H., Sommerlad, P., Stal, M., Pattern-Oriented Software Architecture: A System of Patterns, Chichester, John Wiley Sons, 1996.

Business Process Execution Language for Web Services, Version 1.1, 2003. URL: ftp://www6.software.ibm.com/software/developer/library/ws-bpel.pdf, Accessed 5.4.2005.

Business Process Trends, glossary. URL: http://www.bptrends.com/resources_glossary.cfm, Accessed: 31.3.2005.


C4ISR Architecture Framework. Version 2.0, 18. December, 1997. Architectures Working Group, DoD. URL: http://www.defenselink.mil/nii/org/cio/i3/AWG_Digital_Library/pdfdocs/fw.pdf, 20.9.2004.

Chalmeta, R., Campos, C., Grangel, R., References architectures for enterprise integration. The Journal of Systems and Software, 57, 2001, pp. 175-191.

CIMOSA, A Primer on key concepts, purpose and business value. Last update 27.2.1996. URL: http://cimosa.cnt.pl/Docs/Primer/primer0.htm, 28.1.2003.

CIO Council, A Practical Guide to Federal Enterprise Architecture, Version 1.0, February, 2001. URL: http://www.gao.gov/bestpractices/bpeaguide.pdf, 28.1.2003.

CIO Council, Federal Enterprise Architecture Framework (FEAF), Version 1.1, September 1999. URL: http://www.cio.gov/documents/fedarch1.pdf, 28.1.2003.

COBIT, Control Objectives for Information and related Technology. URL: http://www.isaca.org/cobit, Accessed: 23.2.2005.

Collins Cobuild Engish Dictionary, Harper Collins Publishers Ltd.,1995.

Commonwealth of Virginia Enterprise Architecture Glossary (Revised 12/28/99), URL: http://www.cots.state.va.us/EA/glossary.htm, Accessed: 30.3.2005.


Davenport, T.H., Short, J.E., The new industrial engineering: information technology and business process redesign. Sloan Management Review, Vol. 31, No. 4, 1990, pp. 11-27.

DeMichelis, G., Dubois, E., Jarke, M., Matthes, F., Mylopoulos, J., Schmidt, J.W., Wood, C., Yu, E., A Three Faceted View of Information Systems. Communications of the ACM, Vol. 41, No. 12, 1998, pp. 64-70.

Department of Commerce, Enterprise IT Architecture Advisory Group Home Page. URL: https://secure.cio.noaa.gov/hpcc/docita/, Accessed 25.9.2003.

Department of Commerce, IT Architecture Capability Maturity Model, May, 2003. URL: https://secure.cio.noaa.gov/hpcc/docita/files/acmm_complete_rev1_1_05202003.pdf, Accessed: 25.9.2003.

Department of Treasury, Treasury Enterprise Architecture Framework (TEAF), July 2000, Version 1. URL: http://www.treas.gov/teaf/arch_framework.doc, Accessed: 15.1.2003.

de Villiers, D.J., Using the Zachman Framework to Assess the Rational Unified Process, the Rational Edge, March 2001. URL: http://www.therationaledge.com/content/mar_01/t_zachman_dv.thml

Deubler H-H., Employing multiple views to separate large-scale software systems. The Journal of Systems and Software. Volume 56, Number 2, 1 March 2001.

Dickson, G.W. (North Carolina State University), Drivers of IT Success and Failure. Technology or Management? Lecture notes of a quest lecture at the Department of Computer Science and Information Systems, University of Jyväskylä, Finland, March 2003.

Dobrica, L., Niemelä, E., A Survey on Software Architecture Analysis Methods. IEEE Transactions on Software Engineering, Vol. 28, No. 7, 2002, pp. 638-653.

DoD Architecture Framework (DoDAF),Department of Defence, USA, Volume 1, Definitions and Guidelines, February 9, 2004. URL: http://www.defenselink.mil/nii/doc/DoDAF_v1_Volume_I.pdf, 20.9.2004.

Earl, M.J., Management Strategies for Information Technology. Prentice Hall, 1989.

Easterbrook, S., Resolving requirements conflicts with computer-supported negotiation. In (eds.) Jirotka, M., Goguen, J., Requirements Engineering: Social and Technical Issues, Academic Press, Padstow, Great Britain, 1994, pp. 41-65.

Erder, M., Pureur, P., QFD in the Architecture Development Process. IT Pro, November/December 2003, pp. 44-52.

Erder, M., Pureur, P., Defining Business Requirements Quickly and Accurately. IT Pro, July/August 2004, pp. 51-56.

Evernden, R., The Information Framework. IBM Systems Journal, Vol. 35, No. 1, 1996, pp. 37-68. URL: http://www.research.ibm.com/journal/sj/351/evernden.pdf, Accessed: 28.1.2003.


FEAPMO Federal Enterprise Architecture Program Management: Federal Enterprise Architecture. URL: http://www.feapmo.gov/fea.htm, Accessed 7.3.2003.

Federal CIO Council Architecture and Infrastructure Committee & IAC-Enterprise Architecture Shared interest Group, Draft EA Glossary of Terms, January 2005.

Finneran, T., Enterprise Architecture, the What's and How's. In Seiner, R.S. (Publisher), The Data Administration Newsletter (www.TDAN.com) , 1998.

Fox, M.S., Barbuceanu, M., Gruninger, M., An Organisation Ontology for Enterprise Modelling: Preliminary Concepts for Linking Structure and Behaviour. Computers in Industry, Vol. 29, 1996, pp. 123-134.

Frankel, D.S., Harmon, P., Mukerji, J., Odell, J., Owen, M., Rivitt, P., Rosen, M., Soley, R.M., The Zachman Framework and the OMG's Model Driven Architecture. Whitepaper. Business Process Trends, September 2003.

Fraser, J., Managing Change through Enterprise Models. In the proceedings: R Milne and A Montgomery (eds.), Applications and Innovations in Expert Systems II, SGES Publications, 1994.

Fowler, M., Patterns of Enterprise Application Architecture. Addison-Wesley, 2003.


Galic, M., Adams, J., Bell, J.A., Disney, R., Kanerva, V-M., Matulevich, S., Rebman, K., Spaas, P., Patterns: Applying Pattern Approaches. Patterns for e-business Series, 2003. IBM Redbooks.

Galliers, R.D., Towards a flexible information architecture: integrating business strategies, information systems strategies and business process redesign. Journal of Information Systems, No. 3, 1993, pp. 199-213.

Garlan, D., Software architecture: a roadmap. Proc. Conf. On The Future of Software Engineering, Limerick, Ireland, 2000, pp. 91-101.

Gartner Press Release, Gartner Says Innovation in Enterprise Architecture to Come from Service Oriented Architecture and Business Process Management in 2004, June 15, 2004. URL: http://www4.gartner.com/press_releases/asset_89227_11.html

Genilloud, G., Wegmann, A., A foundation for the concept of role in object modelling. Proceedings of the Fourth International Conference on Enterprise Distributed Object Computing (EDOC 2000), 2000, pp. 76-85.

GERAM: Generalised Enterprise Reference Architecture and Methodology, Version 1.6.3, March 1999. IFIP-IFAC Task Force on Architectures for Enterprise Integration. URL: http://www.cit.gu.edu.au/~bernus/taskforce/geram/versions/geram1-6-3/GERAMv1.6.3.pdf, Accessed: 28.1.2003.

Goethals, F., Vandenbulcke, J., Lemahieu, W., Developing the Extended Enterprise with the FADEE. Proceedings of the 2004 ACM Symposium on Applied Computing, March 2004, Nicosia, Cyprus, pp. 1372-1379.

Gore, M., Thoughts on the Information System Architect Role. Proceedings of the International Conference on Information Technology: Computers and Communications (ITCC'03), 28-30 April, 2003, pp. 706-710.

Government Accountability Office, GAO (former: General Accounting Office), A framework for Assessing and Improving Enterprise Architecture Management, Version 1.1, April 2003. URL: http://www.gao.gov/new.items/d03584g.pdf, Accessed 23.2.2005

Grinter, R., Systems Architecture: Product Designing and Social Engineering. Proceedings of the International Joint Conference on Work Activities Coordinations and Collaboration, 1999, San Francisco, USA, pp. 11-18.

Gómez-Pérez, A., Some ideas and examples to evaluate ontologies. Proceedings of the 11th Conference on Artificial Intelligence for Applications, February 20-23, 1995, pp. 299-305.

Grossman, I., Sargent, J., An Information Technology Enterprise Architecture Process Model, 1999. Available at the web site of US Department of Commerce - IT Enterprise Architecture Home Page, URL:  https://secure.cio.noaa.gov/hpcc/docita/, Accessed 22.10.2003.

Groznik, A., Kovacic, A., Business renovation: from business process modelling to information system modelling. Proceedings of the 24th International Conference on Information Technology Interfaces (ITI 2002),  24-27 June 2002, pp. 405 -409, vol.1.

Gruber, T.R., The role of common ontology in achieving sharable, reusable knowledge bases. In Allen, J.A., Fikes, R., Sandewell, E. (Eds.), Proceedings of the Second International Conference... San Mateo, CA. Morgan Kaufman, 1991.

Guarino, N., Formal Ontology and Information Systems. In Guarino, N., (editor), Proceedings of the 1st International Conference on Formal Ontologies in Information Systems, FOIS'98, Trento, Italy. IOS Press, June 1998, pp. 3-15.


Hackney, R., Burn, J., Dhillon, G., Challenging Assumptions for Strategic Information Systems Planning: Theoretical Perspectives. Communications of the Association for Information Systems, Vol 3., Article 9, AIS 2000.

Hallikainen, P., Evaluation of Information Systems Investments. Dissertation, Helsinki School of Economics, 2003.

Hammer, M., Reengineering work: don't automate, obliterate. Harvard Business Review, Vol. 68, No. 4, 1990, pp. 104-112.

Harmon, P., Developing an Enterprise Architecture. Whitepaper, January, 2003.

Harmon, P., The Human Side of an Enterprise Architecture. Business Process Trends, Vol. 2, No. 10, 2004. Available at the website of Business Process Trends, URL: http://www.bptrends.com/, Accessed: 2.12.2004.

Hasselbring, W., Information system integration. Communications of the ACM, Vol. 43, No. 6, 2000, pp. 32-38.

Hay, D.C., A Different Kind of Life Cycle: The Zachman Framework. Essential Strategies, Inc., 2000. URL: http://www.essentialstrategies.com/publications/methodology/zachman.htm, Accessed:28.1.2003.

Hay, D.C., Requirements Analysis. From Business Views to Architecture. Prentice Hall, 2003.

Heffner, R., The Pillars of Enterprise Architecture Terminology. Giga Information Group 2002.

Henderson, J.C., Venkatraman, N., Strategic Alignment: Leveraging information technology for transforming organisations. IBM Systems Journal, Vol. 38, No. 2-3, 1993 (1999), pp. 472-484.

Holley, K., Powerful Enterprise Architecture and Information Technology Strategies. WebServices Journal, Vol. 4, Issue 6, 2004, pp.30-33.

Huhns, M., Jacobs, N., Ksiezyk, T., Singh, M., Shen, W.M., Cannata, P., Integrating enterprise information models in Carnot. Proceedings of International Conference on Intelligent and Cooperative Information Systems, Rotterdam, Holland, 1993.

HyperKnowledge Consortium. URL: http://www.verbundplan.at/HyperKnowledge. Accessed: 7.4.2004.


IEEE Recommended Practice for Architectural Description of Software-Intensive Systems, IEEE Standard 1471-2000, 2000.

IEEE Recommended Practice for the Evaluation and Selection of CASE Tools, IEEE Std 1209-1992, 1992.

Industry Advisory Council (IAC) - Enterprise Architecture SIG, Advancing Enterprise Architecture Maturity (concept level white paper), March 2003. URL: http://www.enterprise-architecture.info/Images/Documents/030403_Advancing_Enterprise_Architecture_Maturity.pdf, Accessed: 25.9.2003.

Interoperability Clearinghouse Architecture Resource Center, URL: http://www.ichnet.org/, Accessed: 30.3.2005.

Ionita, M.T., Hammer, D.K., Obbink, H., Scenario-Based Software Architecture Evaluation Methods: An Overview. Proceedings of the International Conference on Software Engineering, 2002.

ISO/IEC 10746 Information technology - Open Distributed Processing - Reference Model.

ISO/IEC 10746-2 (1996) Information technology - Open Distributed Processing - Reference Model. Part 2: Foundations.

ISO/IEC 10746-3 (1996) Information technology - Open Distributed Processing - Reference Model. Part 3: Architecture.

ISO/IEC JTC7 N2359 FCD 15414: Information Technology - Open Distributed Processing - Reference Model - Enterprise Viewpoint (A Draft)

ISO/IEC 14102: Information Technology – Guideline for the evaluation and selection of CASE tools.

Ives, B., Järvenpää, S., Applications of Global Information Technology: Key Issues for Management. MIS Quarterly, Vol. 15, Issue 1, 1991, pp. 33-?.

Iyer, B., Gottlieb, R., The Four-Domain Architecture: An approach to support enterprise architecture design. IBM Systems Journal, Vol. 43, No. 3, 2004, pp. 587-597.

Jaaksi, A., Aalto, J.-M., Aalto, A., Vättö, K., Tried & True Object Development, Cambridge University Press, 1999.

Jacobson, I., Booch, G., Rumbauch, J., The Unified Software Development Process, Addison-Wesley, 1999.

Jayaratna, N., Understanding and Evaluating Methodologies. NIMSAD - A Systemic Framework. New York, McGraw-Hill, 1994.

Johansen, R., Computer Support for Business Teams. The Free Press, MacMillan, Inc., 1998.

Jonkers, H., van Buuren, R., Arbab, F., deBoer, F., Bonsangue, M., Bosma, H., terDoest H., Goroenewegen, L., Guillen Scholten, J., Hoppenbrouwers S., Iacob, M-E., Janssen, W., Lankhorst, M., vanLeeuwen, D., Proper, E., Stam, A., van der Torre L., Veldhuijzen van Zalten, G., Towards a Language for Coherent Enterprise Architecture Descriptions. Proceedings of the Seventh IEEE International Enterprise Distributed Object Computing Conference (EDOC'03), 2003, pp. 28-37.

Kaisler, S.H., Armour, F.J., Valivullah, M., Enterprise Architecting: Critical Problems. Proceedings of the 38th Hawaii International Conference on System Sciences, 2005. IEEE Computer Society.

Kao, D., Archer, N., Abstraction in conceptual model design. International Journal of Human-Computer Studies, 46, 1997, pp. 125-150.

Kateel, G. P. Kamath, M. Pratt, D.B., An Overview of CIM Enterprise Modeling Methodologies. Winter Simulation Conference, 1996, pp. 1000-1007.

Kazman, R., Barbacci, M., Klein, M., Carriere, S.J., Woods, S.G., Experience with Performing Architecture Tradeoff Analysis. Proceedings of International Conference for Software Engineering ICSE'99, 1999, pp. 54-63.

Khoury, G.R., Simoff, S.J., Enterprise Architecture Modelling Using Elastic Metaphors. Proceedings of the first Asian-Pacific Conference on Conceptual Modeling (Vol. 31), Dunedin, New Zealand, pp. 65-69.

Kim, Y.-G., Everest, G.C., Building an IS Architecture, Collective wisdom from the field. Information&Management, 26, 1994, pp.1-11.

Klimko, G., Knowledge Management and Maturity Models: Building common Understanding. Proceedings of the 2nd European Conference on Knowledge Management (ECKM 2001), 2001.

Koning, H., Dormann, C., van Vliet, H., Practical Guidelines for the Readability of IT-architecture Diagrams. Proceedings of the 20th Annual International Conference on Computer Documentation, 2002, Toronto, Canada, pp. 90-99.

Kruchten, P., Architectural Blueprints – The "4+1" View Model of Software Architecture. IEEE Software, 12 (6), November 1995, pp. 42-50.

Kruchten, P., The Rational Unified Process An Introduction, 2nd Edition, Addison-Wesley, 2000.

Lam, W., Shankararaman, V., An Enterprise Integration Methodology. IT Pro, March/April 2004, pp.48.

Lamsweerde, A., Formal specification: a roadmap. Proc. Conf. On The Future of Software Engineering, Limerick, Ireland, 2000, pp. 147-159.

Liles, D., Presley, A., Enterprise Modeling Within an Enterprise Engineering Framework. In Proceedings of the 28th conference on Winter simulation. Coronado, California, United States, 1996.

Linington, P., Milosevic, Z., Raymond., K., Policies in communities: extending the ODP enterprise viewpoint. Proceedings of the 2nd International Conference on Enterprise Distributed Object Computing, Workshop, 1998, pp. 14-24.

Linthicum, D., Enterprise Application Integration, Addison-Wesley, 2000.

Linthicum, D., B2B Application Integration: e-Business-Enable Your Enterprise, Addison-Wesley, Boston, 2001.

Linthicum, D., Next Generation Application Integration: From Simple Information to Web Services, Addison-Wesley, Boston, 2004.

Lopez de Vergara, J.E., Villagra, V.A., Berrocal., J., Asensio., J.I., Pignaton, R., Semantic Management: Application of Ontologies for the Integration of Management Information Models. Proceedings of the Eighth IFIP/IEEE International Symposium on Integrated Network Management, Colorado Springs, Colorado, USA, March 24-28, 2003.

Lublinsky, B., SOA Design: Meeting in the Middle. JAVAPro, August 20, 2004. URL: http://www.ftponline.com/javapro/2004_10/magazine/features/blublinsky, Accessed: 30.11.2004.

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Maedche, A., Staab S., Ontology Learning for the Semantic Web, IEEE Intelligent Systems, Vol. 16, No. 2, March/April 2001, pp. 72-79.

Maier, M.W., Emery, D., Hilliard, R., Software Architecture: Introducing IEEE Standard 1471. Computer, April 2001, pp. 107-109.

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Malan, R., Bredemeyer, D., Less is More with Minimalist Architecture, IT Pro, September/October 2002, pp. 46-48.

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McNurlin, B.,Sprague, R.H., Information Systems Management in Practice, Pearson, Prentice Hall, 2002 2004.

Menefee, J., Rudawitz, D., Taking Enterprise Architecture to the Next Level (white paper), October, 2003. URL: http://www.eacommunity.com/resources/whitepapers.asp.

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Pereira, C.M., Sousa, P., A Method to Define an Enterprise Architecture Using the Zachman Framework. Proceedings of the 2004 ACM Symposium on Applied Computing, March 2004, Nicosia, Cyprus, pp. 1366-1371.

Periasamy, K.P., Feeny, D.F., Information architecture practice: research-based recommendations for the practitioner. Journal of Information Technology, 12, 1997, pp. 197-205.

Perks, C., Beveridge, T., Guide to Enterprise IT Architecture. Springer, 2003.

Peyret, H., Architecture Selection? Build Your own! EMEA Architects' Tour 2003, Giga Information Group, 2002.

Popkin Software Whitepaper, Building an Enterprise Architecture: The Popkin Process, Version 1.0, URL: http://www.popkin.com

Prekop, P., Kingston, G., Chin, M., McCarthy, A., A Review of Architecture Tools for the Australian Defence Force. Joint Systems Branch, Electronics and Surveillance Research Laboratory, DSTO-TR-1139, June 2001, URL: http://www.enterprise-architecture.info/Images/Documents/Review%20Tools%20Defence.pdf, 16.6.2003.

Ptech, IBM Enterprise Architecture Method Enabled Through Ptech FrameWork(TM). Quincy, MA, Ptech Inc. and IBM Corporation, 2004.

Putman, J., Architecting with RM-ODP, Prentice Hall, 2001.

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Rajput, V.S., Profession of Enterprise Architect. A presentation given at the Enterprise Architect Summit 2004, Coachella Valley, California, USA, June 6-8, 2004.

Ramesh, B., Process Knowledge Management with Traceability. IEEE Software, May/June 2002, pp. 50-52.

Rational Software White Paper: The Zachman Framework For Enterprise Architecture and Rational Best Practices and Products, 2001.

Rechtin, E., The art of systems architecting. IEEE Spectrum, October 1992, pp. 66-69.

Rechtin, E., The synthesis of complex systems, IEEE Spectrum, July 1997, pp. 51-55.

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标题SpringBoot智能在线预约挂号系统研究AI更换标题第1章引言介绍智能在线预约挂号系统的研究背景、意义、国内外研究现状及论文创新点。1.1研究背景与意义阐述智能在线预约挂号系统对提升医疗服务效率的重要性。1.2国内外研究现状分析国内外智能在线预约挂号系统的研究与应用情况。1.3研究方法及创新点概述本文采用的技术路线、研究方法及主要创新点。第2章相关理论总结智能在线预约挂号系统相关理论,包括系统架构、开发技术等。2.1系统架构设计理论介绍系统架构设计的基本原则和常用方法。2.2SpringBoot开发框架理论阐述SpringBoot框架的特点、优势及其在系统开发中的应用。2.3数据库设计与管理理论介绍数据库设计原则、数据模型及数据库管理系统。2.4网络安全与数据保护理论讨论网络安全威胁、数据保护技术及其在系统中的应用。第3章SpringBoot智能在线预约挂号系统设计详细介绍系统的设计方案,包括功能模块划分、数据库设计等。3.1系统功能模块设计划分系统功能模块,如用户管理、挂号管理、医生排班等。3.2数据库设计与实现设计数据库表结构,确定字段类型、主键及外键关系。3.3用户界面设计设计用户友好的界面,提升用户体验。3.4系统安全设计阐述系统安全策略,包括用户认证、数据加密等。第4章系统实现与测试介绍系统的实现过程,包括编码、测试及优化等。4.1系统编码实现采用SpringBoot框架进行系统编码实现。4.2系统测试方法介绍系统测试的方法、步骤及测试用例设计。4.3系统性能测试与分析对系统进行性能测试,分析测试结果并提出优化建议。4.4系统优化与改进根据测试结果对系统进行优化和改进,提升系统性能。第5章研究结果呈现系统实现后的效果,包括功能实现、性能提升等。5.1系统功能实现效果展示系统各功能模块的实现效果,如挂号成功界面等。5.2系统性能提升效果对比优化前后的系统性能
在金融行业中,对信用风险的判断是核心环节之一,其结果对机构的信贷政策和风险控制策略有直接影响。本文将围绕如何借助机器学习方法,尤其是Sklearn工具包,建立用于判断信用状况的预测系统。文中将涵盖逻辑回归、支持向量机等常见方法,并通过实际操作流程进行说明。 一、机器学习基本概念 机器学习属于人工智能的子领域,其基本理念是通过数据自动学习规律,而非依赖人工设定规则。在信贷分析中,该技术可用于挖掘历史数据中的潜在规律,进而对未来的信用表现进行预测。 二、Sklearn工具包概述 Sklearn(Scikit-learn)是Python语言中广泛使用的机器学习模块,提供多种数据处理和建模功能。它简化了数据清洗、特征提取、模型构建、验证与优化等流程,是数据科学项目中的常用工具。 三、逻辑回归模型 逻辑回归是一种常用于分类任务的线性模型,特别适用于二类问题。在信用评估中,该模型可用于判断借款人是否可能违约。其通过逻辑函数将输出映射为0到1之间的概率值,从而表示违约的可能性。 四、支持向量机模型 支持向量机是一种用于监督学习的算法,适用于数据维度高、样本量小的情况。在信用分析中,该方法能够通过寻找最佳分割面,区分违约与非违约客户。通过选用不同核函数,可应对复杂的非线性关系,提升预测精度。 五、数据预处理步骤 在建模前,需对原始数据进行清理与转换,包括处理缺失值、识别异常点、标准化数值、筛选有效特征等。对于信用评分,常见的输入变量包括收入水平、负债比例、信用历史记录、职业稳定性等。预处理有助于减少噪声干扰,增强模型的适应性。 六、模型构建与验证 借助Sklearn,可以将数据集划分为训练集和测试集,并通过交叉验证调整参数以提升模型性能。常用评估指标包括准确率、召回率、F1值以及AUC-ROC曲线。在处理不平衡数据时,更应关注模型的召回率与特异性。 七、集成学习方法 为提升模型预测能力,可采用集成策略,如结合多个模型的预测结果。这有助于降低单一模型的偏差与方差,增强整体预测的稳定性与准确性。 综上,基于机器学习的信用评估系统可通过Sklearn中的多种算法,结合合理的数据处理与模型优化,实现对借款人信用状况的精准判断。在实际应用中,需持续调整模型以适应市场变化,保障预测结果的长期有效性。 资源来源于网络分享,仅用于学习交流使用,请勿用于商业,如有侵权请联系我删除!
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