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A REFERENCE-BASED RECOMMENDATION SYSTEM FOR ACADEMIC PAPERS ON ACEMAP
By Jingqi Zhang
Recommendation systems are a useful alternative to search algorithms since they help users discover items they might be interested in.
A REFERENCE-BASED RECOMMENDATION SYSTEM FOR ACADEMIC PAPERS ON - - PowerPoint PPT Presentation
A REFERENCE-BASED RECOMMENDATION SYSTEM FOR ACADEMIC PAPERS ON - - PowerPoint PPT Presentation
A REFERENCE-BASED RECOMMENDATION SYSTEM FOR ACADEMIC PAPERS ON ACEMAP By Jingqi Zhang Recommendation systems are a useful alternative to search algorithms since they help users discover items they might be interested in. Recommendation
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Recommendation System in Acemap
...
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Recommendation System based on Author’s Name Problems
- 1. Authors having the same
name
- 2. The author has papers in
different fields
…
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Recommendation System based on Reference
l Based on Neighborhood Algorithm and Graph Theory l Strong relativity: 127 million paper + 530 million reference l High feasibility: can reach the speed of 60-100 recommended paper per second
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In this figure, A, B, C are different papers. A makes direct reference to B1, B1 makes direct reference to C1, so A makes indirect (two-step) reference to C1. The papers which are referenced by A are called A’s neighbors. For another paper D, we can also have D’s neighbors. The similarity of A and D is measured by numbers of the same neighbors they share.
A
B1 B2 C1 C2 C3 C4
reference
Neighborhood set of paper A
Neighborhood Algorithm
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Pricing for uplink power control in cognitive radio networks Spot pricing of secondary spectrum access in wireless cellular networks
6
...
3
reference reference
2
Game theory for cognitive radio networks: An
- verview
Auction-based dynamic spectrum trading market — Spectrum allocation and profit sharing Recommendation Index r
Paper Network Based on Reference
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Neighborhood Algorithm based on Reference
Calculating Speed Searching Breadth Retrieval Precision
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Author’s Name-based vs. Reference-based
·Recommendation System based on Author’s Name ·Recommendation System based on Reference
Effectiveness improved compared to the current Acemap recommendation system.
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Infocom 2018 Recommendation System
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Multi-dimensional Recommendation
- Most related papers
- Most cited papers
- Latest papers
- Papers belonging to the same conference
- Surveys for a specific field
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Visualization
Make Academia Visible!
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Session Map
The sessions on that map cluster naturally by the force of citation.
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