Patent ReferencesUltrasonic coordinate input apparatus Scalable system for K-means clustering of large databases Method for refining the initial conditions for clustering with applications to small and large database clustering Multilevel taxonomy based on features derived from training documents classification using fisher values as discrimination values Scalable system for expectation maximization clustering of large databases Generating a model for raw variables from a model for cooked variables Method and system for building a decision-tree classifier from privacy-preserving data Patent #: 6546389 InventorsApplicationNo. 09487191 filed on 01/19/2000US Classes:707/10, Distributed or remote access707/6Pattern matching accessExaminersPrimary: Ali, Mohammad M.Assistant: Fleurantin, Jean Bolte Attorney, Agent or FirmInternational ClassG06F017/30AbstractA system and method for mining data while preserving a user's privacy includes perturbing user-related information at the user's computer and sending the perturbed data to a Web site. At the Web site, perturbed data from many users is aggregated, and from the distribution of the perturbed data, the distribution of the original data is reconstructed, although individual records cannot be reconstructed. Based on the reconstructed distribution, a decision tree classification model or a Naive Bayes classification model is developed, with the model then being provided back to the users, who can use the model on their individual data to generate classifications that are then sent back to the Web site such that the Web site can display a page appropriately configured for the user's classification. Or, the classification model need not be provided to users, but the Web site can use the model to, e.g., send search results and a ranking model to a user, with the ranking model being used at the user computer to rank the search results based on the user's individual classification data.Other References
Field of SearchObject-oriented database structure referenceObject-oriented database structure Generating database or data structure (e.g., via user interface) Manipulating data structure (e.g., compression, compaction, compilation) Application of database or data structure (e.g., distributed, multimedia, image) Object-oriented database structure processing DATABASE SCHEMA OR DATA STRUCTURE Object-oriented database structure network FILE OR DATABASE MAINTENANCE Coherency (e.g., same view to multiple users) Recoverability Version management Archiving or backup File allocation Garbage collection Using interconnected networks Accessing a remote server Computer network access regulating | |