Search queries on biomedical databases, like PubMed, usually come back a giant number of results, solely a small subset of that is relevant to the user. Ranking and categorization, which will also be combined, have been proposed to alleviate this info overload problem. Results categorization for biomedical databases is the main focus of this work. A natural approach to prepare biomedical citations is in keeping with their MeSH annotations. MeSH may be a comprehensive concept hierarchy used by PubMed. In this paper, we gift the BioNav system, a completely unique search interface that enables the user to navigate large range of question results by organizing them using the MeSH concept hierarchy. First, the query results are organized into a navigation tree. At each node growth step, BioNav reveals solely a small subset of the concept nodes, selected such that the expected user navigation price is minimized. In distinction, previous works expand the hierarchy during a predefined static manner, without navigation cost modeling. We show that the matter of choosing the simplest ideas to reveal at each node expansion is NP-complete and propose an economical heuristic plus a feasible optimal algorithm for comparatively little trees. We have a tendency to show experimentally that BioNav outperforms state-of-the-art categorization systems by up to an order of magnitude, with respect to the user navigation value.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Subgraph Matching with Effective Matching Order and Indexing ABSTRACT: When a query graph is compared to a data graph, the subgraph matching operation locates all embeddings in the data graph that are identical
PROJECT TITLE : Secure Cloud Data Deduplication with Efficient Re-encryption ABSTRACT: The data deduplication technique has seen widespread adoption among commercial cloud storage providers, which is both important and necessary
PROJECT TITLE : Scheduling Algorithms for Efficient Execution of Stream Workflow Applications in Multicloud Environments ABSTRACT: The applications used for processing large amounts of data are becoming increasingly complicated.
PROJECT TITLE : ES2: Building an Efficient and Responsive Event Path for I/O Virtualization ABSTRACT: I/O virtualization's primary performance bottleneck is hypervisor intervention in the virtual I/O event path. This is due to
PROJECT TITLE : Efficient Provision of Service Function Chains in Overlay Networks using Reinforcement Learning ABSTRACT: The technologies of Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) make it

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry