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Data and Applications Security Developments and Directions
Dr. Bhavani Thuraisingham The University of Texas at Dallas Secure Knowledge Management: and Web Security November 2012
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Outline of the Unit Background on Knowledge Management
Secure Knowledge Management Confidentiality, Privacy and Trust Integrated System Secure Knowledge Management Technologies Web Security Digital Libraries Directions
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References Proceedings Secure Knowledge Management Workshop
Secure Knowledge Management Workshop, Buffalo, NY, September 2004 Secure Knowledge Management Bertino, Khan, Sandhu and Thuraisingham IEEE Transactions on Systems man and Cybernetics This lecture is based on the above paper
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What is Knowledge Management
Knowledge management, or KM, is the process through which organizations generate value from their intellectual property and knowledge-based assets KM involves the creation, dissemination, and utilization of knowledge Reference: management.htm?source=google
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Knowledge Management Components
Components of Management: Components, Cycle and Technologies Cycle: Technologies: Components: Knowledge, Creation Expert systems Strategies Sharing, Measurement Collaboration Processes And Improvement Training None of these things were endorsed by military acquisitions, but all have gradually started happening out of necessity and user requirements. Metrics Web
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Organizational Learning Process
Diffusion - Tacit, Explicit Incentives Integration Modification Identification Creation Metrics Action Overall focus is on learning actionable knowledge Organizations successful at KM Generate and Generalize knowledge Generate - Create new knowledge and Identify knowledge that exists inside and outside the organization Generalize - Transfer Knowledge from person to person, group to group, organization to organization Diffusion - tacit/explicit - Tacit - Dialogue, Explicit - someone creates an external representation of their understanding (Word, , PowerPoint) Integration - Knowledge transfer only matters to the receiver. Person knowledge is transferred to must be open to new ideas, able to challenge assumptions to integrate into their mental model. Modification - Knowledge is never received “pure”, typically the receiver takes out the pieces that work for him/her. Action - Important experiential knowledge is built through action. Wouldn’t expect someone to be able to <choose example> by reading a book or paper. Need tacit knowledge built up in action. Need metrics to determine success in each area and to provide incentive. Not measured it won’t get done. Focus of this MSR is on metrics and incentives for the diffusion process. Examine available tools and develop tools for each area. (I.e. Expert Finder (identification), CVW - diffusion, Invention Machine (integration), PowerSim (Action) Source: Reinhardt and Pawlowsky
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Aspects of Secure Knowledge Management (SKM)
Protecting the intellectual property of an organization Access control including role-based access control Security for process/activity management and workflow Users must have certain credentials to carry out an activity Composing multiple security policies across organizations Security for knowledge management strategies and processes Risk management and economic tradeoffs Digital rights management and trust negotiation
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SKM: Strategies, Processes, Metrics, Techniques
Security Strategies: Policies and procedures for sharing data Protecting intellectual property Should be tightly integrated with business strategy Security processes Secure workflow Processes for contracting, purchasing, order management, etc. Metrics What is impact of security on number of documents published and other metrics gathered Techniques Access control, Trust management
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SKM: Strategies, Processes, Metrics, Techniques
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Security Impact on Organizational Learning Process
Diffusion - Tacit, Explicit Incentives Integration Modification Identification Creation Metrics Action Overall focus is on learning actionable knowledge Organizations successful at KM Generate and Generalize knowledge Generate - Create new knowledge and Identify knowledge that exists inside and outside the organization Generalize - Transfer Knowledge from person to person, group to group, organization to organization Diffusion - tacit/explicit - Tacit - Dialogue, Explicit - someone creates an external representation of their understanding (Word, , PowerPoint) Integration - Knowledge transfer only matters to the receiver. Person knowledge is transferred to must be open to new ideas, able to challenge assumptions to integrate into their mental model. Modification - Knowledge is never received “pure”, typically the receiver takes out the pieces that work for him/her. Action - Important experiential knowledge is built through action. Wouldn’t expect someone to be able to <choose example> by reading a book or paper. Need tacit knowledge built up in action. Need metrics to determine success in each area and to provide incentive. Not measured it won’t get done. Focus of this MSR is on metrics and incentives for the diffusion process. Examine available tools and develop tools for each area. (I.e. Expert Finder (identification), CVW - diffusion, Invention Machine (integration), PowerSim (Action) What are the restrictions On knowledge sharing By incorporating security
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Security Policy Issues for Knowledge Management
Defining Policies during Knowledge Creation Representing policies during knowledge management Enforcing policies during knowledge manipulation and dissemination
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Secure Knowledge Management Architecture
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SKM for Coalitions Organizations for federations and coalitions work together to solve a problem Universities, Commercial corporation, Government agencies Challenges is to share data/information and at the same time ensure security and autonomy for the individual organizations How can knowledge be shared across coalitions?
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SKM Coalition Architecture
Knowledge for Coalition Export Export Knowledge Knowledge Export Knowledge Component Component Knowledge for Knowledge for Agency A Agency C Component Knowledge for Agency B
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SKM Technologies Data Mining
Mining the information and determine resources without violating security Secure Semantic Web Secure knowledge sharing Secure Annotation Management Managing annotations about expertise and resources Secure content management Markup technologies and related aspects for managing content Secure multimedia information management This is about knowledge management and security
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Directions for SKM We have identified high level aspects of SKM
Strategies, Processes. Metrics, techniques, Technologies, Architecture Need to investigate security issues RBAC, UCON, Trust etc. CS departments should collaborate with business schools on KM and SKM
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Web Security End-to-end security?
Need to secure the clients, servers, networks, operating systems, transactions, data, and programming languages The various systems when put together have to be secure Composable properties for security Secure system from untrusted components Access control rules, enforce security policies, auditing, intrusion detection Security solutions proposed by W3C and OASIS Java Security Firewalls Digital signatures and Message Digests, Cryptography
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Attacks to Web Security
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Secure Web Components
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E-Commerce Transactions
E-commerce functions are carried out as transactions Banking and trading on the internet Each data transaction could contain many tasks Database transactions may be built on top of the data transaction service Database transactions are needed for multiuser access to web databases Need to enforce concurrency control and recovery techniques
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Types of Transaction Systems
Stored Account Payment e.g., Credit and debit card transactions Electronic payment systems Examples: First Virtual, CyberCash, Secure Electronic Transaction Stored Value Payment Uses bearer certificates Modeled after hard cash Goal is to replace hard cash with e-cash Examples: E-cash, Cybercoin, Smart cards
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Building Database Transactions
Database Transaction Protocol Payments Protocol HTTP Protocol Socket Protocol TCP/IP Protocol
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Secure Digital Libraries
Digital libraries are e-libraries Several communities have developed digital libraries Medical, Social, Library of Congress Components technologies Web data management, Multimedia, information retrieval, indexing, browsing, Security has to be incorporated into all aspects Secure models for digital libraries, secure functions
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Secure Web Databases Database access through the web
JDBC and related technologies Query, indexing and transaction management E.g., New transaction models for E-commerce applications Index strategies for unstructured data Query languages and data models XML has become the standard document interchange language Managing XML databases on the web XQuery, Extensions to XML, Query and Indexing strategies Integrating heterogeneous data sources on the web Information integration and ontologies are key aspects Mining the data on the web Web content, usage, structure and content mining
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Directions for Web Security
End-to-end security Secure networks, clients, servers, middleware Secure Web databases, agents, information retrieval systems, browsers, search engines, - - - As technologies evolve, more security problems Data mining, intrusion detection, encryption are some of the technologies for security Next steps Secure semantic web, Secure knowledge management Building trusted applications from untrusted components
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