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entity-resoultation-algorithms-evaluation's Introduction

Project 4: Who Is Who -- Entity Resolution

Term: Spring 2017

  • Team #12
  • Projec title: Entity Resolution
  • Team members
    • Kai Chen (Presenter)
    • Senyao Han
    • Kexin Nie
    • Yini Zhang
    • Chenyun Zhu
  • Project summary: In our project, we studied entity resolution through two academic papers which introduce two methods. Paper 2 is about using linear svm, with its own unique way of evaluation: comparing the performance of different variables through its average accuracy. For paper 5, we studied author disambiguation using error-driven machine learning with a ranking loss function. The features we used for are cosine similarity between the words and Euclidean distance in Word2vec model. The detailed methods we applied are as follow: Clusterwise Scoring Function as the partition criterion, Error-driven Online Training to generate training examples and Ranking Perceptron as the loss function.
  • Paper 5 Algorithm:

image

Contribution statement: (default) All team members contributed equally in all stages of this project. All team members approve our work presented in this GitHub repository including this contributions statement.

Paper2 SVM: Senyao Han, Kexin Nie

Paper5: Kai Chen, Yini Zhang, Chenyun Zhu

Following suggestions by RICH FITZJOHN (@richfitz). This folder is orgarnized as follows.

proj/
├── lib/
├── data/
├── doc/
├── figs/
└── output/

Please see each subfolder for a README file.

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