Author name disambiguation is beneficial to the accurate retrieval in the retrieval system. This data set is used for studying name disambiguation in digital library. Argues that post-crisis Wall Street continues to be controlled by large banks and explains how a small, diverse group of Wall Street men have banded together to reform the financial markets. Traditionally, documents are represented based on the “bag of words” (BOW) assumption. Maintained by Shubhanshu Mishra AMiner is a free online academic search and mining system, which automatically collects researchers' profiles from the Web and integrates with published papers after name disambiguation,. Biendata is a platform which provides AI developers with data competitions, online AI models building and sharing, dastsets, and job recruiment opportunities. In this book, we present the architecture of the research for social network mining, from a microscopic point of view. We focus on investigating several key issues in social networks. Task-oriented Dialogue System. Most existing methods handle name disambiguation separately that tackles one name at a time, and neglect the fact that disambiguation of one name … Merge of “Haixun Wang2” and “Haixun Wang4” l … In DBLP, there are 2370 highly ambiguous author names with disambiguation pages. Year. Let D be a set of publication records in digital libraries. We evaluate the OAG-BERT on various downstream academic tasks, including NLP benchmarks, zero-shot entity inference, heterogeneous graph link prediction, and author name disambiguation. [32]) 5 Approach Framework —SOCINST. Disambiguation problem with the same name. This data set is used for studying name disambiguation in digital library. Found insideThe manual is designed to be compatible with a variety of data structures, and provides charts, decision trees, examples, and other tools to help experts and non-experts alike in performing real-world cataloguing of moving image collections ... cause the name of the author can be represented in various forms (e.g., full name or with initials), and numerous individuals have same name representations. 专家搜索是AMiner提供的主要服务之一，其根据用户查询的话题找出在相关领域的权威专家。 The international conference on Advances in Computing and Information technology (ACITY 2012) provides an excellent international forum for both academics and professionals for sharing knowledge and results in theory, methodology and ... author name disambiguation benchmarks respectively. Found insideWith topics like high content screening, scoring, docking, binding free energy calculations, polypharmacology, QSAR, chemical collections and databases, and much more, this book is the go-to reference for all academic and pharmaceutical ... It contains 110 author names and their disambiguation results (ground truth). Each author name corresponds to a raw file in the "raw-data" folder and an answer file (ground truth) in the "Answer" folder. Existing methods have tried to solve this problem by predefining a feature set based on expert's knowledge for a specific dataset. This dataset was kindly made available by AMiner. ICLR 2021. The proposed CONNA has been successfully deployed on AMiner -- a large online academic search system. The Cite-SeerX dataset consists of 8466 documents with 14 author names while the Aminer dataset consists of 70258 documents with 100 author names. Found insideThe book is suitable as a reference, as well as a text for advanced courses in biomedical natural language processing and text mining. The citation data is extracted from DBLP, ACM, MAG (Microsoft Academic Graph), and other sources. We present a study on co-authorship network representation based on network embedding together with additional information on topic modeling of research papers and new edge embedding operator. The Enhanced Name disambiguation method (EnhancedName) led the Original Name method (InnerName) by a large margin, which can be explained by the strong evidence in Table 4, in which ∼32% additional abbreviated names were restored to their full names. Recent research shows that pre-school children are skilled classifiers, using categories to organize information and extend knowledge. What is more, we build a bilingual dataset, BAT, which contains various forms of academic achievements and will be an alternative in future research of name disambiguation. Celebrating the contribution that Charles Goodhart has made to monetary economics and policy, this unique compendium of original papers draws together a highly respected group of international academics, central bankers and financial market ... baselines for the author name disambiguation problem without any pri-ori knowledge or estimation about cluster size, which frees the model from unnecessary complexity. Empirically, we evaluate CONNA on two name disambiguation datasets. Author name ambiguity is one of the problems that decrease the quality and reliability of information retrieved from digital libraries. A structured entity network extracted from AMiner. –Step 2: Update the graph according to the disambiguation results. Going into the store with my parents, I always used to wonder how this piece of plastic was the same as giving actual money (AKA, cash); because for me, back when I was age 9, a credit card was essentially magic. Name disambiguation [2], [3], which aims to identify ... We conduct extensive experiments on AMiner-AND and a large-scale real-world dataset collected from Semantic. Found inside – Page 5465.2 Experimental Settings In all experiments, we use Aminer proposed global ... we sample 500 name references from Aminer dataset (as training data for ... The entire process consists of two phases: network embedding for document representation and name disambiguation by clustering. Found insideThe ISWC conference is the premier international forum for the Semantic Web / Linked Data Community. The total of 74 full papers included in this volume was selected from 283 submissions. mag elasticsearch aminer microsoft-academic-graph oag Updated Dec 18, 2019 ... To associate your repository with the aminer topic, visit your … Experimental results based on well-known Aminer dataset show that the proposed method can obtain better results compared to state-of-the-art author name disambiguation methods. [PDF] [Slides]Jie Tang, Jing Zhang, Limin Yao, Juanzi Li, Li Zhang, and Zhong Su. This dataset gives us an unprecedented opportunity to study ... and AMiner [13] allow individual scholars to create pro le pages for them-selves. On the benchmark dataset AMiner [25], we find that our proposed solution achieves significantly better performance than several state-of-the-art methods. Datasets: Name reference items: Real author entities: Papers: GCN: AGCN: Pre: Rec: F1: Pre The 39 full papers, 11 short papers, and 10 poster papers presented in this volume were carefully reviewed and selected from 106 submissions. In addition the book contains 7 doctoral consortium papers. Acknowledgements. Name disambiguation [2], [3], which aims to identify unique persons with the same name, has been studied for decades but remains largely unsolved. 2015. The input data contains the text information X text and the entity relationship X entity.Firstly, we initialize the paper embedding based on X text.Secondly, the proposed Mech-RL method is applied to update and learn the paper embedding based on X entity … December 2015, a completely new version got online. Author name ambiguity is one of the problems that decrease the quality and reliability of information retrieved from digital libraries. For instance, the name Yang Liu refers to 33 distinct researchers, each linking to their own papers. X.Lietal. Found inside – Page iiThis two-volume set, LNAI 10234 and 10235, constitutes the thoroughly refereed proceedings of the 21st Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2017, held in Jeju, South Korea, in May 2017. Name disambiguation in AMiner: clustering, maintenance, and human in the loop. May 2010, Version 7.0, New functions include name disambiguation, paper-reviewer recommendation, ArnetPage creation; March 2012, Version II, renamed as AMiner, rewrote all the codes and redesign the GUI. Experiments on another public dataset show that such rules conform to the natural law and are applicable to the whole author name disam-biguation task rather than just the AMiner dataset. – Name disambiguation in digital libraries (Tang et al. The first version contains 629,814 papers and 632,752 citations. Must Reading Papers & Confs. The organizers provide three different datasets for training, validation and testing of models but provide the ground truth labels for only the train set. An editor may apply the process to scholarly documents where the goal is to find all mentions of the same author and cluster them together. 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