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This unit explores secure knowledge management in organizations, covering topics such as access control, privacy, trust management, and secure knowledge management technologies.
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Data and Applications Security Developments and Directions Dr. Bhavani Thuraisingham The University of Texas at Dallas Secure Knowledge Management: Confidentiality, Privacy and Trust November 29, 2005
Outline of the Unit • Background on Knowledge Management • Secure Knowledge Management • Confidentiality: Access Control • Privacy • Trust Management • Integrated System • Secure Knowledge Management Technologies • Directions
References • Proceedings Secure Knowledge Management Workshop • Secure Knowledge Management Workshop, Buffalo, NY, September 2004 • http://www.cse.buffalo.edu/caeiae/skm2004/ • Secure Knowledge Management • Bertino, Khan, Sandhu and Thuraisingham • To be published in IEEE Transactions on Systems man and Cybernetics • This lecture is based on the above paper
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: http://www.commerce-database.com/knowledge-management.htm?source=google
Knowledge Management Components Knowledge Components of Management: Components, Cycle and Technologies Cycle: Technologies: Components: Knowledge, Creation Expert systems Strategies Sharing, Measurement Collaboration Processes And Improvement Training Metrics Web
Organizational Learning Process Diffusion - Tacit, Explicit Integration Modification Identification Creation Metrics Action Incentives Source: Reinhardt and Pawlowsky
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
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
Security Impact on Organizational Learning Process Diffusion - Tacit, Explicit Integration Modification Identification Creation Metrics Action Incentives What are the restrictions On knowledge sharing By incorporating security
Security Policy Issues for Knowledge Management • Defining Policies during Knowledge Creation • Representing policies during knowledge management • Enforcing policies during knowledge manipulation and dissemination
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?
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
RBAC for SKM • Access to information sources including structured and unstructured data both within the organization and external to the organization • Search Engines and tools for identifying relevant pieces of this information for a specific purpose • Knowledge extraction, fusion and discovery programs and services • Controlled dissemination and sharing of newly produced knowledge
UCON for SKM • RBAC model is incorporated into UCON and useful for SKM • Authorization component • Obligations • Obligations are actions required to be performed before an access is permitted • Obligations can be used to determine whether an expensive knowledge search is required • Attribute Mutability • Used to control the scope of the knowledge search • Condition • Can be used for resource usage policies to be relaxed or tightened
Trust Management for SKM • Trust Services • Identify services, authorization services, reputation services • Trust negotiation (TN) • Digital credentials, Disclosure policies • TN Requirements • Language requirements • Semantics, constraints, policies • System requirements • Credential ownership, validity, alternative negotiation strategies, privacy • Example TN systems • KeyNote and Trust-X (U of Milan), TrustBuilder (UIUC)
The problem: establishing trust in open systems • Mutual authentication - Assumption on the counterpart honesty no longer holds - Both participants need to authenticate each other • Interactions between strangers - In conventional systems user identity is known in advance and can be used for performing access control - In open systems partecipants may have no pre-existing relationship and may not share a common security domain ?
Trust Negotiationmodel • A promising approach for open systems where most of the interactions occur between strangers • The goal: establish trust between parties in order to exchange sensitive information and services • The approach: establish trust by verifying properties of the other party
Trust negotiation: the approach Interactions between strangers in open systems are different from traditional access control models Policies and mechanisms developed in conventional systems need to be revised ACCESS CONTROL POLICIES VS. DISCLOSURE POLICIES USER ID’s VS. SUBJECT PROPERTIES
CA CA CA Subject properties: digital credentials • Assertion about the credential owner issued and certified by a Certification Authority. • Each entity has an associated set of credentials, describing propertiesand attributes of the owner. CA
Use of Credentials Digital Credentials Credential Issuer • Julie • 3 kids • Married • American Alice Check Check -Julie - Married -Julie - American Company B Want to know marital status Company A Referenced from http://www.credentica.com/technology/overview.pdf Want to know citizenship
Credentials • Credentials can be expressed through the Security Assertion Mark-up Language (SAML) • SAML allows a party to express security statements about a given subject • Authentication statements • Attribute statements • Authorization decision statements
Disclosure policies Disclosure policies • Disclosure policies govern: • Access to protected resources • Access to sensitive information • Disclosure of sensitive credentials • Disclosure policies express trust requirements by means of credential combinations that must be disclosed to obtain authorization
Disclosure policies - Example • Suppose NBG Bank offers loans to students • To check the eligibility of the requester, the Bank asks the student to present the following credentials • The student card • The ID card • Social Security Card • Financial information – either a copy of the Federal Income Tax Return or a bank statement
Disclosure policies - Example p1= ({}, Student_Loan Student_Card()); p2= ({p1}), Student_Loan Social_Security_Card()); p3= ({p2}, Student_Loan Federal_Income_Tax_Return()); p4= ({p2}, Student_Loan Bank_Statement()); P5=({p3,p4}, Student_Loan DELIV); These policies result in two distinct “policy chains” that lead to disclosure [p1, p2, p3, p5] [p1, p2, p4, p5]
Trust Negotiation - definition The gradual disclosure of credentials and requests for credentials between two strangers, with the goal of establishing sufficient trust so that the parties can exchange sensitive information and/or resources
Trust-X system: Joint Research with University of Milan • A comprehensive XML based framework for trust negotiations: • Trust negotiation language (X-TNL) • System architecture • Algorithms and strategies to carry out the negotiation process
Trust-X language: X-TNL • Able to handle mutliple and heterogeneus certificate specifications: • Credentials • Declarations • Able to help the user in customizing the management of his/her own certificates • X-Profile • Data Set • Able to define a wide range of protection requirements by means of disclosure policies
X-TNL: Credential type system X-TNL simplifies the task of credential specification by using a set of templates called credential types Uniqueness is ensured by use of XML Namespaces Credential types are defined by using Document Type Definition <!DOCTYPE library_badge[ <!ELEMENT library_badge (name, address, phone_number*, email?, release_date, profession,Issuer)> <!ELEMENT name (fname, lname)> <!ELEMENT address (#PCDATA)> <!ELEMENT phone_number (#PCDATA)> <!ELEMENT email (#PCDATA)> <!ELEMENT release_date (#PCDATA)> <!ELEMENT profession (#PCDATA)> <!ELEMENT fname (#PCDATA)> <!ELEMENT lname (#PCDATA)> <!ELEMENT Issuer ANY> <!ATTLIST Issuer XML:LINK CDATA #FIXED “SIMPLE” HREF CDATA #REQUIRED TITLE CDATA #IMPLIED> <!ATTLIST library_badge CredID ID #REQUIRED> <!ATTLIST library_badge SENS CDATA #REQUIRED> ]>
Trust-X negotiation phases- basic model • Introduction • Send a request for a resource/service • Introductory policy exchanges • Policy evaluation phase • Disclosure policy exchange • Evaluation of the exchanged policies in order to determine secure solutions for both the parties. • Certificate exchange phase • Exchange of the sequence of certificates determined at step n. 2.
Trust-X Architecture Trust-X has been specifically designed for a peer-to-peer environment in that each party is equipped with the same functional modules and thus it can alternatively act as a requester or resource controller during different negotiations.
How a policy is processed Upon receiving a disclosure policy the compliance checker determines if it can be satisfied by any certificate of the local X-profile. Then, the module checks in the policy base the protection needs associated with the certificates, if any. The state of the negotiation is anyway updated by the tree manager, which records whether new policies and credentials have been involved or not. COMPLIANCE CHECKER TREE MANAGER Disclosure Policies Policy Base Policy Reply X-Profile
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
Directions • 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