Association Rule Sharing Model for Privacy Preservation and Collaborative Data Mining Efficiency

The disclosure of information and its misuse in Privacy Preserving Data Mining (PPDM) systems is a concern to the parties involved. In PPDM systems data is available amongst multiple parties collaborating to achieve cumulative mining accuracy. The vertically partitioned data available with the parties involved cannot provide accurate mining results when compared to the collaborative mining results. To overcome the privacy issue in data disclosure this paper describes a Key Distribution-Less Privacy Preserving Data Mining (KDLPPDM) system in which the publication of local association rules generated by the parties is published. The association rules are securely combined to form the combined rule set using the Commutative RSA algorithm. The combined rule sets established are used to classify or mine the data. The results discussed in this paper compare the accuracy of the rules generated using the C4. 5 based KDLPPDM system and the CS. 0 based KDLPPDM system using receiver operating characteristics curves (ROC).

The Impact of Firm Level Contracting on Wage Levels and Inequality: Spain 1995-2002

This paper provides microeconomic evidence on the variation over time of the firm-specific wage premium in Spain from 1995 to 2002, and its impact on wage inequality. We make use of two waves of a detailed linked employer-employee data set. In addition, a new data set with financial information on firms is used for 2002 to control as flexibly as possible for differences in the performance of firms (aggregated at industry level). To our knowledge, there is no microeconomic evidence on the dynamics of the firm-specific wage premium for Spain or for any other country with a similar institutional setting. Our results suggest that there is a clear tendency towards centralization in the collective bargaining process in Spain over this seven-year period, that the firm-level contract wage premium undergoes a substantial decrease, particularly for women, and finally that the "centralization" observed in the collective bargaining process has resulted in a slight decrease in wage inequality.

Action for Children – Introducing collaborative learning using Google Apps for Education

Paul Kendrick, Vocational Trainer for Action Training, has created a bespoke virtual learning environment (VLE) utilising Google Apps for Education. Learners and trainers are now more fulfilled as they have greater ownership of their learning environment and can pick which applications best suit their learning needs. They can also work more collaboratively as they are able to share documents with other learners and trainers between different locations.

Epping Forest College: Use of Xerte to enhance collaborative learning

Souad Kouachi, a Science Lecturer at Epping Forest College has utilised the Xerte Online Toolkit (XOLTK ) to create a collaborative learning environment for her students. Souad briefed her learners on how to use the Xerte Online Toolkit to develop dynamic learning objects. Her learners were soon able to create presentations containing learning objects as well as assessment activities, which they now use in the classroom with their peers to reinforce learning.

Oaklands College: Creating Collaborative Classrooms Online with LAMS (The Learning Activity Management System)

e-Learning Developer, Charlie Williams, has improved efficiencies at Oaklands College with the introduction of LAMS, the Learning Activity Management System. Charlie has worked alongside teachers at the College to create activities for a range of individual tasks, small group work and whole classes, based on online content and collaboration. Since 2010, this blended learning environment has improved retention as students can work at hours that suit them, and has given teachers more time to work on future lessons and other tasks.

Supporting the planning of a community fisheries monitoring and evaluation database: a collaborative project undertaken by CFDO, FLD, STREAM, VSO and AYAD

Cambodia is one of the poorest countries in the world; much of its population live in rural areas and many live below the local poverty line. The management of common property aquatic resources is of over-riding importance to food security and sustainable rural development in Cambodia. Aquatic resources are utilized principally by subsistence fishers and the landless, for whom aquatic resource use is an important livelihood activity. Subsistence fishers access mainly the rivers, lakes and inundated forests in Tonle Sap provinces, the lower Mekong and Bassac regions and the upper part of the Mekong. Freshwater capture fisheries probably contribute more to national food security and the national economy in Cambodia than in any other country in the world. (PDF contains 52 pages)