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Region-wise Ranking of Sports Players based on Link Fusion

Published: 23 April 2018 Publication History

Abstract

Players are ranked in various sports to show their importance over other players. Existing methods only consider intra-type links (e.g., player to player and team to team), but ignore inter-type links (e.g., one type of player to another type of player, such as batsman to bowler and player to team) based on cognitive aspects. They also ignore the spatiality of the players. There is a strong relationship among players and their teams, which can be represented as a network consisting of multi-type interrelated objects. In this paper, we propose a players' ranking method, called Region-wise Players Link Fusion (RPLF) which is applied to the sport of cricket. RPLF considers players' region-wise intra-type and inter-type relation-based features to rank the players. Considering multi-type interrelated objects is based on the intuition that a batsman scoring high against top bowlers of a strong team or a bowler taking wickets against top batsmen of a strong team is considered as a good player. The experimental results show that RPLF provides promising insights of players' rankings. RLFP is a generic method and can be applied to different sports for ranking players.

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Cited By

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  • (2022)ModK: Formula for Determining the Best Season and Career of a Football Player by Objective IndicatorsThe Open Sports Sciences Journal10.2174/1875399X-v15-e220106015:1Online publication date: 11-Mar-2022
  • (2020)Extraction of Strong and Weak Regions of Cricket Batsman through Text-Commentary Analysis2020 IEEE 23rd International Multitopic Conference (INMIC)10.1109/INMIC50486.2020.9318089(1-6)Online publication date: 5-Nov-2020
  • (2020)A Region-Based and a Unified Team’s Strength in the Game of Cricket Using Principal Component Analysis (PCA)Intelligent Technologies and Applications10.1007/978-981-15-5232-8_13(141-161)Online publication date: 9-May-2020

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Published In

cover image ACM Other conferences
WWW '18: Companion Proceedings of the The Web Conference 2018
April 2018
2023 pages
ISBN:9781450356404
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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  • IW3C2: International World Wide Web Conference Committee

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International World Wide Web Conferences Steering Committee

Republic and Canton of Geneva, Switzerland

Publication History

Published: 23 April 2018

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Author Tags

  1. cognitive computing
  2. intra-type and inter-type links
  3. link fusion
  4. players
  5. ranking
  6. region-wise ranking
  7. sports

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  • Research-article

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  • N/A

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WWW '18
Sponsor:
  • IW3C2
WWW '18: The Web Conference 2018
April 23 - 27, 2018
Lyon, France

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Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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Cited By

View all
  • (2022)ModK: Formula for Determining the Best Season and Career of a Football Player by Objective IndicatorsThe Open Sports Sciences Journal10.2174/1875399X-v15-e220106015:1Online publication date: 11-Mar-2022
  • (2020)Extraction of Strong and Weak Regions of Cricket Batsman through Text-Commentary Analysis2020 IEEE 23rd International Multitopic Conference (INMIC)10.1109/INMIC50486.2020.9318089(1-6)Online publication date: 5-Nov-2020
  • (2020)A Region-Based and a Unified Team’s Strength in the Game of Cricket Using Principal Component Analysis (PCA)Intelligent Technologies and Applications10.1007/978-981-15-5232-8_13(141-161)Online publication date: 9-May-2020

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