Context Identifier Algorithms for User-Defined Data Indexing
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Solution Overview
Problem
Existing data storage systems require specialized technical skills and administrative access to create and manage indexes for efficient data retrieval, leading to inefficiencies and increased costs in query performance and cross-indexing.
Innovation Solution
The implementation of a Context Identifier Algorithm that allows users to define and utilize indexes externally, using a Merkle Tree calculation to generate a consistent identifier from contextual data, enabling efficient data retrieval without relying on internal system knowledge or resources.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If users require specialized technical skills and administrative access to create and manage indexes, then index creation and management become complex and costly, but this approach ensures proper data organization for efficient retrieval
Solution Approach 1:
The system enables users to autonomously create and manage their own indexes without requiring administrative access or specialized technical skills. Users can define contextual parameters and the system automatically generates Merkle Tree-based identifiers, allowing self-service index creation that eliminates the need for database administrators while maintaining retrieval efficiency
Solution Approach 2:
The patent introduces an intermediary layer between user data and the storage system that handles index creation automatically. This intermediary component translates user-defined contextual parameters into optimized index structures using Merkle Tree calculations, shielding users from the complexity of index management while ensuring proper data organization for efficient retrieval
2Reliability
If the system requires administrative access for index management, then security is maintained, but this increases operational costs and reduces user autonomy
Solution Approach 1:
Users are empowered to manage their own indexes autonomously without requiring administrative credentials. The system provides built-in security mechanisms that allow users to define contextual parameters and manage their indexes independently, eliminating the need for privileged access while maintaining data security through cryptographic Merkle Tree identifiers
Solution Approach 2:
An intermediary security layer is introduced that enables users to manage indexes without administrative access. This intermediary mechanism uses Merkle Tree-based authentication and authorization, allowing users to securely create and manage indexes with appropriate permissions without needing elevated system privileges, thus maintaining security while enhancing user autonomy
3Productivity
If the system uses internal system knowledge and resources for index creation, then index optimization is maximized, but this increases system resource requirements and costs
Solution Approach 1:
The patent extracts the index creation logic from the central storage system and relocates it to user-space operations. Users define contextual parameters locally and the system generates Merkle Tree identifiers without requiring extensive server-side processing or storage resources, thereby reducing system resource requirements while maintaining query performance through efficient external indexes
Solution Approach 2:
An intermediary indexing mechanism is introduced that operates with minimal system resources. The system uses Merkle Tree-based identifiers that can be generated and validated with low computational overhead, acting as an efficient intermediary between user queries and data storage that maintains high query performance without requiring substantial system resources for index management
Data Source
AI summary
The present disclosure specifies a Context Identifier which enables users to define and utilize an identifier for a data set that is external to the data storage system. In another embodiment, a Context Identifier can be used for user identification, disambiguation, and verification. The present disclosure specifies a 4Emoji Mark which enables users to visually, audibly, or tactilely identify and disambiguate a fact, subject, object, individual, entity, or event. In another embodiment, a 4Emoji Mark can be themed, branded, and used to convey affiliation, sentiment, and language.