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Hierarchical Graph Neural Network with Cross-Attention for Cross-Device User Matching 基于交叉关注的层次图神经网络跨设备用户匹配
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2023-04-06 DOI: 10.48550/arXiv.2304.03215
Ali Taghibakhshi, Mingyuan Ma, Ashwath Aithal, Onur Yilmaz, Haggai Maron, Matthew West
{"title":"Hierarchical Graph Neural Network with Cross-Attention for Cross-Device User Matching","authors":"Ali Taghibakhshi, Mingyuan Ma, Ashwath Aithal, Onur Yilmaz, Haggai Maron, Matthew West","doi":"10.48550/arXiv.2304.03215","DOIUrl":"https://doi.org/10.48550/arXiv.2304.03215","url":null,"abstract":"Cross-device user matching is a critical problem in numerous domains, including advertising, recommender systems, and cybersecurity. It involves identifying and linking different devices belonging to the same person, utilizing sequence logs. Previous data mining techniques have struggled to address the long-range dependencies and higher-order connections between the logs. Recently, researchers have modeled this problem as a graph problem and proposed a two-tier graph contextual embedding (TGCE) neural network architecture, which outperforms previous methods. In this paper, we propose a novel hierarchical graph neural network architecture (HGNN), which has a more computationally efficient second level design than TGCE. Furthermore, we introduce a cross-attention (Cross-Att) mechanism in our model, which improves performance by 5% compared to the state-of-the-art TGCE method.","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114653327","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RODD: Robust Outlier Detection in Data Cubes RODD:数据立方体中的鲁棒异常点检测
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2023-03-14 DOI: 10.48550/arXiv.2303.08193
Lara Kuhlmann, Daniel Wilmes, Emmanuel Müller, M. Pauly, Daniel Horn
{"title":"RODD: Robust Outlier Detection in Data Cubes","authors":"Lara Kuhlmann, Daniel Wilmes, Emmanuel Müller, M. Pauly, Daniel Horn","doi":"10.48550/arXiv.2303.08193","DOIUrl":"https://doi.org/10.48550/arXiv.2303.08193","url":null,"abstract":"Data cubes are multidimensional databases, often built from several separate databases, that serve as flexible basis for data analysis. Surprisingly, outlier detection on data cubes has not yet been treated extensively. In this work, we provide the first framework to evaluate robust outlier detection methods in data cubes (RODD). We introduce a novel random forest-based outlier detection approach (RODD-RF) and compare it with more traditional methods based on robust location estimators. We propose a general type of test data and examine all methods in a simulation study. Moreover, we apply ROOD-RF to real world data. The results show that RODD-RF can lead to improved outlier detection.","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127935625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
UniCausal: Unified Benchmark and Repository for Causal Text Mining unicause:因果文本挖掘的统一基准和存储库
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2022-08-19 DOI: 10.1007/978-3-031-39831-5_23
Fiona Anting Tan, Xinyu Zuo, See-Kiong Ng
{"title":"UniCausal: Unified Benchmark and Repository for Causal Text Mining","authors":"Fiona Anting Tan, Xinyu Zuo, See-Kiong Ng","doi":"10.1007/978-3-031-39831-5_23","DOIUrl":"https://doi.org/10.1007/978-3-031-39831-5_23","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133395719","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Interpretable Input-Output Hidden Markov Model-Based Deep Reinforcement Learning for the Predictive Maintenance of Turbofan Engines 基于可解释输入输出隐马尔可夫模型的涡扇发动机预测性维修深度强化学习
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2022-06-27 DOI: 10.1007/978-3-031-12670-3_12
Ammar N. Abbas, Georgios C. Chasparis, John D. Kelleher
{"title":"Interpretable Input-Output Hidden Markov Model-Based Deep Reinforcement Learning for the Predictive Maintenance of Turbofan Engines","authors":"Ammar N. Abbas, Georgios C. Chasparis, John D. Kelleher","doi":"10.1007/978-3-031-12670-3_12","DOIUrl":"https://doi.org/10.1007/978-3-031-12670-3_12","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134571222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Cognitive Visual Commonsense Reasoning Using Dynamic Working Memory 使用动态工作记忆的认知视觉常识推理
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2021-07-04 DOI: 10.1007/978-3-030-86534-4_7
Xuejiao Tang, Xin Huang, Wenbin Zhang, T. Child, Qiong Hu, Zhen Liu, Ji Zhang
{"title":"Cognitive Visual Commonsense Reasoning Using Dynamic Working Memory","authors":"Xuejiao Tang, Xin Huang, Wenbin Zhang, T. Child, Qiong Hu, Zhen Liu, Ji Zhang","doi":"10.1007/978-3-030-86534-4_7","DOIUrl":"https://doi.org/10.1007/978-3-030-86534-4_7","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123584501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Extreme-SAX: Extreme Points Based Symbolic Representation for Time Series Classification Extreme- sax:基于极值点的时间序列分类符号表示
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2020-10-02 DOI: 10.1007/978-3-030-59065-9_10
Muhammad Marwan Muhammad Fuad
{"title":"Extreme-SAX: Extreme Points Based Symbolic Representation for Time Series Classification","authors":"Muhammad Marwan Muhammad Fuad","doi":"10.1007/978-3-030-59065-9_10","DOIUrl":"https://doi.org/10.1007/978-3-030-59065-9_10","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131470070","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Data Engineering for Data Science: Two Sides of the Same Coin 数据科学的数据工程:同一枚硬币的两面
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2020-09-14 DOI: 10.1007/978-3-030-59065-9_13
Oscar Romero, R. Wrembel
{"title":"Data Engineering for Data Science: Two Sides of the Same Coin","authors":"Oscar Romero, R. Wrembel","doi":"10.1007/978-3-030-59065-9_13","DOIUrl":"https://doi.org/10.1007/978-3-030-59065-9_13","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122381423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Parallel K-Prototypes Clustering with High Efficiency and Accuracy 高效、准确的并行k -原型聚类
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2020-09-14 DOI: 10.1007/978-3-030-59065-9_29
Hiba Jridi, Mohamed Aymen Ben HajKacem, N. Essoussi
{"title":"Parallel K-Prototypes Clustering with High Efficiency and Accuracy","authors":"Hiba Jridi, Mohamed Aymen Ben HajKacem, N. Essoussi","doi":"10.1007/978-3-030-59065-9_29","DOIUrl":"https://doi.org/10.1007/978-3-030-59065-9_29","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"119 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114384368","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Multivariate Time Series Classification: A Relational Way 多元时间序列分类:一种关系方法
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2020-09-14 DOI: 10.1007/978-3-030-59065-9_25
D. Gay, A. Bondu, V. Lemaire, M. Boullé, F. Clérot
{"title":"Multivariate Time Series Classification: A Relational Way","authors":"D. Gay, A. Bondu, V. Lemaire, M. Boullé, F. Clérot","doi":"10.1007/978-3-030-59065-9_25","DOIUrl":"https://doi.org/10.1007/978-3-030-59065-9_25","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114697326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Derivative, Regression and Time Series Analysis in SARS-CoV-2 SARS-CoV-2的导数、回归和时间序列分析
International Conference on Data Warehousing and Knowledge Discovery Pub Date : 2020-09-14 DOI: 10.1007/978-3-030-59065-9_17
P. Furtado
{"title":"Derivative, Regression and Time Series Analysis in SARS-CoV-2","authors":"P. Furtado","doi":"10.1007/978-3-030-59065-9_17","DOIUrl":"https://doi.org/10.1007/978-3-030-59065-9_17","url":null,"abstract":"","PeriodicalId":184981,"journal":{"name":"International Conference on Data Warehousing and Knowledge Discovery","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134644097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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