The Analysis of Rank Fusion Techniques to Improve Query Relevance
Abstract: Rank fusion
meta-search engine algorithms can be used to merge web search results of
multiple search engines. In this paper we introduce two variants of the
Weighted Borda-Fuse algorithm. The first variant retrieves documents based on
popularities of component engines. The second one is based on k user-defined
toplist of component engines. In this research, experiments were performed on
k={50,100,200} toplist with AND/OR combinations implemented on ‘UNIB Meta
Fusion’ meta-search engine prototype which employed 3 out of 5 popular search
engines. Both of our two algorithms outperformed other rank fusion algorithms
(relevance score is upto 0.76 compare to Google that is 0.27, at P@10). The
pseudo-relevance automatic judgement techniques involved are Reciprocal Rank,
Borda Count, and Condorcet. The optimal setting was reached for queries with
operator "AND" (degree 1) or "AND ... AND" (degree 2) with
k=200. The ‘UNIB Meta Fusion’ meta-search engine system was built correctly.
Keywords: Weighted Borda-Fuse,
rank fusion, meta-search engine, pseudo-relevance automatic judgement, query
relevance
Author: Diyah Puspitaningrum,
Jeri Apriansyah Pagua, Aan Erlansari, Fauzi Fauzi, Rusdi Efendi, Desi
Andreswari, I.S.W.B. Prasetya
Journal Code: jptkomputergg150181
Artikel Terkait :
Jp Teknik Komputer gg 2015
- Current Ripple Analysis of New Double-Stator AC Drive Systems
- Comparing Performances of Evolutionary Algorithms on the Emission Dispatch and Economic Dispatch Problem
- A Polynomial-based Pairwise Key Pre-distribution and Node Authentication Protocol for Wireless Sensor Networks
- Power Characteristics of Wireless Charging for Sensor Networks in Tunnels
- Influence of Sensor Nodes on the Invulnerability of Tree Network
- An Automatic Calibration Method for Near-infrared Camera in Optical Surgical Navigation
- Optimal Economic Ordering Policy with Trade Credit and Discount Cash-Flow Approach
- Design and Implementation of Network Public Opinion Analysis System
- Evaluation of the Modernization of Hydraulic Projects Management Compact-Center-Point Triangular Whitenization Weight Function
- Transmission of Real-time Video Signal with Interference Density and Human Traffic
- Correlation of Student’s Precursor Emotion towards Learning Science Interest using EEG
- Recognition of Emotions in Video Clips: The Self-Assessment Manikin Validation
- Automatically generation and evaluation of Stop words list for Chinese Patents
- Service Engineering Based on Service Oriented Architecture Methodology
- Modelling on Tracking Test Condition of Polymer Nanocomposite using Finite Element Simulation
- A Novel Approach to Optimize Cognitive Radio Network Utilization using Cascading Technique
- Classification of Non-Functional Requirements Using Semantic-FSKNN Based ISO/IEC 9126
- Poisson Clustering Process on Hotspot in Peatland Area in Sumatera
- Computing Game and Learning State in Serious Game for Learning
- Double Difference Motion Detection and Its Application for Madura Batik Virtual Fitting Room
- Alternative Technique Reducing Complexity of Maximum Attribute Relation
- High Performance Computing on Cluster and Multicore Architecture
- Control System for Nutrient Solution of Nutrient Film Technique Using Fuzzy Logic
- Measurement of Ultra Wideband Channel Sounding Using Vector Network Analyzer