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bytecup2016's Introduction

ByteCup2016

数据描述

  • ByteCup2016数据挖掘竞赛,问题推荐

  • 比赛地址 https://biendata.com/competition/bytecup2016/

  • 专家表:专家ID,专家Label,专家描述(词),专家描述(字)

  • 问题表:问题ID,问题Label(不对应于专家Label),问题描述(词),问题描述(字),点赞数,回答数,精品回答数

  • 训练集:问题ID,专家ID,专家是否回答

  • 测试集/验证集:问题ID,专家ID

结果描述

  • NDCG结果:0.49

  • 最高NDCG结果:0.53

主要特征:

问题特征:

  • 这类问题被回答的概率

  • 这个问题被回答的概率

  • 点赞数(归一化)

  • 回答数(归一化)

  • 精品回答数(归一化)

专家特征:

  • 这个专家回答以往被推送问题的概率

  • 这个专家的标签数

问题与专家之间联系特征:

  • word2vec取mean之后得到句子表示之后计算距离

  • word2vec取max之后得到句子表示之后计算距离

  • LDA计算句子相似度。

  • 离散化的label特征

尝试过的深度学习模型(最优结果0.49)

1.结果:0.49

2.结果:0.46

3.结果:0.42

4.结果:0.49

备注

特征提取过程参见:create_features.py,其实还提了很多特征,不过都不work。

word2vec调参结果:HS+Skipgram+1minwords+10windows+50维

bytecup2016's People

Contributors

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Stargazers

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Watchers

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Forkers

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