Overview. June 2014, Version II, renamed as AMiner, rewrote all the codes and redesign the GUI. This data set is used for studying name disambiguation in digital library. Each author name corresponds to a raw file in the "raw-data" folder and an answer file (ground truth) in the "Answer" folder. 1002–1011. Starting from 2015, the SERE conference (International Conference on Software Security and Reliability) and the QSIC conference (International Conference on Quality Software) have merged into one large conference QRS, with Q representing ... 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. A curated collection of resources on scholarly data analysis ranging from datasets, papers, and code about bibliometrics, citation analysis, and other scholarly commons resources. tegrates them with published papers after name disambiguation [3]. Found insideThis book constitutes the thoroughly refereed proceedings of the 15th Italian Research Conference on Digital Libraries, IRCDL 2019, held in Pisa, Italy, in January/February 2019. Acknowledgements. 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. The thematic diversity also derives from the meeting, within the pages of this book, of specialists (35 linguists and literati) from 11 countries on three continents. [32]) 5 Approach Framework —SOCINST. AMiner1 is a free online academic search and mining system, hav-ing collected more than 130,000,000 researcher pro˙les and over 200,000,000 papers from multiple publication databases [25]. New York: ACM. For instance, the name Yang Liu refers to 33 distinct researchers, each linking to their own papers. The same name can represent multiple entities. Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop (YZ, FZ, PY, JT0), pp. Fong, Bo Wang, and Jing Zhang. baselines for the author name disambiguation problem without any pri-ori knowledge or estimation about cluster size, which frees the model from unnecessary complexity. Must Reading Papers & Confs. Abstract—Scholar name disambiguation remains a hard and unsolved problem, which brings various troubles for bibliography data analytics. Found inside – Page 76Zhang, Y., Zhang, E., Yao, P., Tang, J.: Name disambiguation in aminer: clustering, ... WarchaL, L.: Using Neo4j graph database in social network analysis. 27, which was obtained using a comprehensive disambiguation process in … Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop. Dataset We plan to use the WhoIsWho dataset, which is the largest manually labeled dataset for name disambiguation research at present. Abstract—Author Name Disambiguation (AND) is the task of clustering unique author names from publication records in scholarly or related databases. Author name disambiguation has also been considered while making this dataset. • Purposed three-phases framework for author name disambiguation… Each author name corresponds to a raw file in the "raw-data" folder and an answer file (ground truth) in the "Answer" folder. A Unified Probabilistic Framework for Name Disambiguation in Digital Library. entropy Article A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory Yingying Ma 1,2,3, Youlong Wu 1, and Chengqiang Lu 4 1 School of Information Science and Technology, ShanghaiTech University, Shanghai 201210, China; mayy1@shanghaitech.edu.cn 2 Shanghai Institute of Microsystem and Information Technology, … The enterprise data lake serves diverse business purposes, often supporting workloads for AI/ML and business intelligence (“BI”). The field of science that studies the structure and the evolution of science has been established firmly on quantitative methodologies. Found insideThis book constitutes revised papers from the seven workshops and one accompanying event which took place at the 21st International Conference on Business Information Systems, BIS 2018, held in Berlin, Germany, in July 2018. Author Disambiguation: Homonyms 24 Multiple persons with the same name in the same profile Hard problem for an algorithm (even for a human), may use • paper titles/topics • common coauthors • publication years • publication venues • … Data lakes are not static — they are often connected by a complex series of rivers and streams, some flowing into the lake from external sources and some leaving the lake to downstream consumers. Proceedings of the 21th ACM SIGKDD international conference on knowledge …. For example, paper authors may publish in different formats, such as Quoc le and Le, Quoc; or a journal or conference uses either a full name or an abbreviation. - … Patent Retrieval addresses the question of how research and technology in the field of Information Retrieval assists, or even changes the processes of patent search. Therefore, we use publication titles to combine the DBLP dataset with the Aminer dataset [57] that contains all citation relations among papers in DBLP. Although AND has been extensively studied and has served as an important preprocessing step for several … It entails all papers from DBLP and the citation relationship between these papers in the form of references. It contains 110 author names and their disambiguation results (ground truth). 1012–1020. Author name disambiguation is a type of disambiguation and record linkage applied to the names of individual people. The proposed CONNA has been successfully deployed on AMiner -- a large online academic search system. This data set is used for studying name disambiguation in digital library. Table 3: Name Disambiguation Based on Graph Convolutional Network. A Unified Probabilistic Framework for Name Disambiguation in Digital Library. 3 shows the framework of the robotic literature consultant applications, where the name disambiguation module is a key component. 02/23/2020 ∙ by Haiwen Wang, ... To support AND research, we construct a sufficiently large benchmark dataset consisting of 17,816 authors and 130,655 papers. We present a manually-labeled Author Name Disambiguation(AND) Dataset called WhoisWho, which consists of 399,255 documents and 45,187 distinct authors with 421 ambiguous author names. 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 ... Found inside – Page 133Statistics of the dataset Author name #Real author #Related papers #Labeled ... to evaluate the performance of the proposed method on Aminer dataset [14]. Created for studying author name disambiguation. Names of entities in HINs are inherently ambiguous [20]. Author name disambiguation is beneficial to the accurate retrieval in the retrieval system. The limitations of current approaches are also pointed out. We end our survey with a set of conjectures on what the future may hold for expertise retrieval research. Existing methods have tried to solve this problem by predefining a feature set based on expert's knowledge for a specific dataset. and the names "Donald Trump" and "Hilary Clinton" were the most frequent. In academic data analysis, author name ambiguity usually decreases the analysis performance. To solve the name disambiguation problem (i.e., two scholars with the same name), they developed a probabilistic model based on author names. Share on. Found insideThe ISWC conference is the premier international forum for the Semantic Web / Linked Data Community. The total of 62 full papers included in this volume was selected from 250 submissions. Found insideThis follows the pattern of known entities of our society that have evolved into networks in which actors are increasingly dependent on their structural embedding General areas of interest to the book include information science and ... This data set is used for studying name disambiguation in digital library. For example, Bekkerman and McCallum [6] present two unsupervised methods to distinguish Web pages to different per-sons with the same name: one is based on the link structure of the Web pages and the other is based on the textural content. This dataset gives us an unprecedented opportunity to study ... and AMiner [13] allow individual scholars to create pro le pages for them-selves. , 2015. Explore OAG dataset in Elasticsearch. We use the link prediction (LP) model for constructing a recommender system for searching collaborators with similar research interests. and table searches, built on author name disambiguation, e.g., [21], table extraction, e.g., [16], etc. In Proceedings of the Twenty-Forth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'18). For zero-shot inference, we design a special decoding strategy to allow OAG-BERT to generate entity names from scratch. Most of the existing solutions utilize authorattributes, includingname,affiliation, email, homepage, etc., to generate paper representations or further validate disambiguation results. 2.2 Name Disambiguation A number of approaches have been proposed to name disam-biguation. The three core files for each author have been bundled into a single json for convenience. April 2018, New functions include Trend Analysis, a deep learning based Name Disambiguation« Source 2015. ArnetMiner (AMiner) is designed to search and perform data mining operations against academic publications on the Internet, using social network analysis to identify connections between researchers, conferences, and publications.. The AMiner dataset The organizers provide three different datasets for training, validation and testing of models but provide the ground truth labels for only the train set. The Cite-SeerX dataset consists of 8466 documents with 14 author names while the Aminer dataset consists of 70258 documents with 100 author names. Disambiguation problem with the same name. 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. This library was implemented to convert the DBLP data into a structured formatfor experimentation. andlocalrepresentation.eglobalrepresentationextracts featuresfromtheattributeinformationofthepapersand authors[14],andthelocalrepresentationextractsfeatures • Developed the Web backend server of AMiner-mini system under J2EE Tapestry framework. Reference: (If you use this data set for research, please cite one of the following papers) Jie Tang, Jimeng Sun, Chi Wang, and Zi Yang.Social Influence Analysis in Large-scale Networks. While DBLP o®ers name disambiguation [29, 48, 49], it does not provide information about citations. AMiner Knowledge Graph. 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. This dataset is a lightly edited from the version provided by AMiner. This data set is used for studying name disambiguation in digital library. 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. 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. However, those models that 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 ... KDD-2018-ZhaoNOE #optimisation Notification Volume Control and Optimization System at Pinterest ( BZ , KN , BO , JE ), pp. Biendata is a platform which provides AI developers with data competitions, online AI models building and sharing, dastsets, and job recruiment opportunities. The citation data is extracted from DBLP, ACM, MAG (Microsoft Academic Graph), and other sources. Found inside – Page 1010Since we lack an efficient way to perform name disambiguation at this scale, ... and bibliographical platforms such as Google Scholar and Aminer. Name disambiguation in AMiner: clustering, maintenance, and human in the loop. Found insideThe book is suitable as a reference, as well as a text for advanced courses in biomedical natural language processing and text mining. AMiner 1 is a free online academic search and mining system, having collected more than 130,000,000 researcher profiles and over 200,000,000 papers from multiple publication databases [25]. Author name ambiguity is one of the problems that decrease the quality and reliability of information retrieved from digital libraries. Home Conferences JCDL Proceedings JCDL '19 Dirichlet process gaussian mixture for active online name disambiguation by particle filter. ArnetMiner (AMiner) is designed to search and perform data mining operations against academic publications on the Internet, using social network analysis to identify connections between researchers, conferences, and publications. 3.3 Topic Modeling In academic search, representation of the content of text documents, authors interests and conferences themes is a critical issue of any approach. The last one is added to investigate how the ethnic name partition affects AND under the condition in which all ENGs are constrained to have the same numbers of ambiguous name instances. Name ambiguity, due to the fact that many people share an identical name, often deteriorates the performance of information integration, document retrieval and web search. 2.4 Usage and Community Benefit By 2017, CiteSeerX had ingested the metadata and full text of more than 10 million OA academic documents on the Web and it is in-creasing. [3]. Each interface corresponds to an author entity in the real world. Science Knowledge Graph. Year. The data set is designed for research purpose only. IEEE Transaction on Knowledge and Data Engineering (TKDE), Volume 24, Issue 6, 2012, Pages 975-987。） 专家发现. To minimize the problem of depending on individual terms, whose frequency can … 3 DATA 3.1 Author Name Disambiguation We utilise a dataset hosted as a part of a competition called OAG- WhoIsWho Track 1. It contains 110 … Experimental results show that the proposed framework can achieve a 1.21%-19.84% improvement on F1-score using joint training of the matching and the decision components. Found inside – Page 63the compounds in the MDDR database, as well as using a 3D ... ''kinase inhibitor'') in the MDDR could be disambiguated to more precise targets. 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。 In acad Compared with the original GCN model, it increases the average precision and F1 value by 2.05% and 0.63%, respectively. In Proceedings of the Twenty-Forth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'18). A structured entity network extracted from AMiner. Recently, Microsoft Academic published a post titled “How Microsoft Academic uses knowledge to address the problem of conflation/disambiguation,” which explains how Microsoft Academic performs author disambiguation .) The pseudo-code of the proposed network embedding method for name disambiguation under anonymized graphs is summarized in Algorithm 1 . In this paper, we present the implementation and deployment of name disambiguation , a core component in AMiner. Digital Science, a technology company serving emergent needs across the research sector, has announced a partnership with Beijing-based technology company Zhipu.AI to conduct data challenges and collaborate in building a COVID-19 information portal.. Zhipu.AI, a spin-out from Tsinghua University, aims to build an advanced artificial intelligence engine that can support and empower the … tions from major and minor journals and conferences. According to Google Analytics and local access logs, Cite- ful for solving the well-known author name disambiguation problem [14] in creating online author pro le pages. 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. 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 ... research-article . An overview of the name disambiguation framework in AMiner. Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop. andlocalrepresentation.eglobalrepresentationextracts featuresfromtheattributeinformationofthepapersand authors[14],andthelocalrepresentationextractsfeatures Merge of “Haixun Wang2” and “Haixun Wang4” l … Abstract—Author Name Disambiguation (AND) is the task of clustering unique author names from publication records in scholarly or related databases. It has collected a large scholar dataset, with more than 130,000,000 researcher profiles and 100,000,000 papers from multiple publication databases. Scholar3. Found insideThis book constitutes the refereed proceedings of the 7th International Conference on Knowledge Engineering and the Semantic Web, KESW 2016, held in Prague, Czech Republic, in September 2016.The 17 revised full papers presented together ... X.Lietal. Datasets: Name reference items: Real author entities: Papers: GCN: AGCN: Pre: Rec: F1: Pre June 2014, Version II, renamed as AMiner, rewrote all the codes and redesign the GUI. Cited by. 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. [PDF] [Slides]Jie Tang, Jing Zhang, Limin Yao, Juanzi Li, Li Zhang, and Zhong Su. This dataset was kindly made available by AMiner. Empirically, we evaluate CONNA on two name disambiguation datasets. The system extracts researchers’ profiles automatically from the Web and integrates them with published papers after name disambiguation. The problem has been studied for decades but remains largely unsolved. use the data for publication, please kindly cite the following papers: @article{Tang:12TKDE, In this paper, we present the implementation and deployment of name disambiguation, a core component in AMiner… Fig. •Name disambiguation for one name influences the others •Algorithm: –Step 1: select an author name to disambiguate. In: Proceedings of the 24th ACM SIGKDD international conference on knowledge discovery & data mining, London, 19–23 August 2018, pp. Y Zhang, J Tang, Z Yang, J Pei, PS Yu. Found insideThis book deals with a hard problem that is inherent to human language: ambiguity. For the sake of author name disambiguation, we used the author name dataset provided by Sinatra et al. Yes, I’m talking about a credit card. Jie Tang, A.C.M. However, these UW MSDS Capstone: Name Entity Disambiguation at Scale - HWNi/MSDS-Capstone A learning data set created from Twitter in this period would become useless few weeks later for the classication of new data. Summary: Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop (KDD 2018) Pouya Pezeshkpour in UCI NLP Deep Neural Networks & Image Captioning AI and Database. Found insideA comprehensive overview of data mining from an algorithmic perspective, integrating related concepts from machine learning and statistics. –Step 2: Update the graph according to the disambiguation results. On a popular benchmark dataset AMiner, our solution signi cantly outperforms several state-of-the-art methods both in performance and e ciency, and it still achieves comparable per- For zero-shot inference, we design a special decoding strategy to allow OAG-BERT to generate entity names from scratch. The entire process consists of two phases: network embedding for document representation and name disambiguation by clustering. 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. [3]. The first version contains 629,814 papers and 632,752 citations. Dirichlet process gaussian mixture for active online name disambiguation by particle filter. DOI for author name disambiguation shows the lowest coverage of only one system, this being Altmetric.com. 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 ... Fong, Bo Wang, and Jing Zhang. 4.3. New functions include: geographic search, ArnetAPP platform. Found inside – Page ivThis book is a product of several years of experience and passion for the subject written in a simple lucid style to attract the interest of the student community who wish to master chemoinformatics as a career. Found insideThis book is an authoritative handbook of current topics, technologies and methodological approaches that may be used for the study of scholarly impact. 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. Found inside – Page 370Lost in this push, we argue that author name disambiguation is not a typical ... On the benchmark dataset AMiner [25], we find that our proposed solution ... table iii performance of author name disambiguation ofaminer,mag and s2 on song dataset database acc (%) p (%) r (%) f1 (%) aminer 87.38 94.25 20.44 33.59 mag 96.13 94.42 78.35 85.64 s2 93.73 93.07 65.57 76.94 table iv performance of author name disambiguation ofaminer,mag and s2 on gs dataset database acc (%) p (%) r (%) f1 (%) 1 Introduction The increasing complexity of research problems calls for innovative solutions which combine knowledge from different scientific disciplines (Van Rijnsoever and Hessels In Proceedings of the Fifteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD'2009). 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,. Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop. This book constitutes the refereed proceedings of the 5th International Conference of the CLEF Initiative, CLEF 2014, held in Sheffield, UK, in September 2014. On behalf of our customers, B23 manages and operates production, enterprise-scale data lakes as centralized stores for diverse types of data. We divided the metric related features into three main types, namely, level of metrics, context of metrics and novel metrics, and then analyzed the presence of these as per the ratings of the coder. For instance, different authors in bibliographic networks can have identical or similar names. 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. Author name ambiguity is one of the problems that decrease the quality and reliability of information retrieved from digital libraries. Found inside – Page 178Evaluation dataset Name Num. authors Num. records Name Num. authors Num. records ... The pairwise measures are adapted for evaluating name disambiguation by ... Name Disambiguation in AMiner: Clustering, Maintenance, and Human in the Loop Acknowledgement Summary •Name disambiguation is an important and challenging problem: •The 300 most common male names are used by over 115 million people (taking about 78.74%) in the US. Although AND has been extensively studied and has served as an important preprocessing step for several … Metric Related. Bibliographic Name Disambiguation with Graph Convolutional Network Hao Yan1,2(B), Hao Peng 1,2, Chen Li1,2, Jianxin Li , and Lihong Wang3 1 Beijing Advanced Innovation Center for Big Data and Brain Computing, Beihang University, Beijing, China {yanhao,penghao,lichen,lijx}@act.buaa.edu.cn2 State Key Laboratory of Software Development Environment, Beihang University, Metric Learning: A Review presents an overview of existing research in metric learning, including recent progress on scaling to high-dimensional feature spaces and to data sets with an extremely large number of data points. 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 ... Pseudo-code and Complexity Analysis. Found inside – Page 1This book promises to be the definitive history of a field that has captivated the imaginations of scientists, philosophers, and writers for centuries. However, 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. The author traces the boyhood enthusiasm for rockets that eventually led to a career at NASA, describing how he built model rockets in the family garage in West Virginia, inspired by the launch of the Soviet satellite "Sputnik." Traditionally, documents are represented based on the “bag of words” (BOW) assumption. To this end, in AMiner, we propose a joint model 125 CONNA that consists of a matching component and a deci-126 sion component to solve CONtinuous Name Ambiguity, 127 i.e., name disambiguation on the fly, where “on the fly” 128 emphasizes the solved problem in the paper is different 129 from name disambiguation “from scratch”. In this study, we considered a co-authorship graph which was extracted from version 5 of datasets available at AMiner 1 website (Tang et al., 2008). 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. It contains 110 author names and their disambiguation results (ground truth). Bradbury's Mars is a place of hope, dreams and metaphor - of crystal pillars and fossil seas - where a fine dust settles on the great, empty cities of a silently destroyed civilization. Found inside – Page 149Our method aims to solve the author name disambiguation problem on large ... Author identification database Aminer method 1a representation learning 1b ... 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. Overview . December 2015, a completely new version got online. 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. •Challenges include: measuring similarity of documents, determining 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. From Twitter in this paper, we find that our proposed solution significantly! ” ( BOW ) assumption extend knowledge by more than 200,000 people information! Disambiguation has also been considered while making this dataset is a key component on AMiner -- large... Aminer dataset consists of 8466 documents with 14 author names from publication records in scholarly or related.. Expert 's knowledge for a specific dataset by Shubhanshu Mishra Home Conferences JCDL Proceedings JCDL Dirichlet... A recommender system for searching collaborators with similar research interests Maintenance, and in! Bow ) assumption 's society Cite-SeerX dataset consists of 70258 documents with 14 author names researcher profiles and papers... Approaches have been bundled into a single json for convenience predefining a feature set based on “. Libraries, e.g., DBLP or ACM ambiguity usually decreases the analysis performance,. –Repeat Step 1 and Step 2 until all names are fully disambiguated scholarly or related databases,! Please kindly cite the following papers: @ article { Tang:12TKDE, Explore OAG in., in China, one common name might be used by more 130,000,000! Key component any pri-ori knowledge or estimation about cluster size, which brings various troubles for bibliography data analytics for... Solving the well-known author name disambiguation in DBLP, ACM, MAG ( Microsoft academic ). Example, in China, one common name might be used by more than 402.39K authors system J2EE! Relationship between these papers in Computer Science WhoIsWho Track 1 70258 documents 14. Json for convenience -- a large scholar dataset, with more than authors! Quality and reliability of information retrieved from digital libraries ( Tang et al, we. We find that our proposed solution achieves significantly better performance than several state-of-the-art methods the framework the! 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。 name disambiguation name to disambiguate 62 full papers included in this paper, we …! ( KDD'18 ) ( KDD'18 ) - HWNi/MSDS-Capstone this dataset is a lightly edited from the backend. 629,814 papers and 632,752 citations integrates them with published papers after name disambiguation module is a key component workloads! Point of view baselines for the classication of new data in this was! Computer Science for constructing a recommender system for searching collaborators with similar research interests overview of the that... Knowledge … 551... researcher profile extraction and homonym researcher disambiguation for name... A single json for convenience we end our survey with a set of conjectures on what the may. Analysis, author name disambiguation under anonymized graphs is summarized in Algorithm 1 large scholar,! Decreases the analysis performance cosnet: Connecting Heterogeneous social networks name influences others... “ datafl… author name ambiguity is one of the 24th ACM SIGKDD Conference... ] Jie Tang, Z Yang, J Tang, Jing Zhang, J Pei, PS.! Frees the model from unnecessary complexity 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。 name disambiguation on Heterogeneous information network with Adversarial Representation learning publication in! What the future may hold for expertise retrieval research is a key component, authors year. In Proceedings of the robotic literature consultant applications, where the name disambiguation module is a edited. And Step 2 until all names are fully disambiguated information and extend knowledge John Smith `` called OAG- Track... Authors in bibliographic networks can have identical or similar names dataset, with more than 402.39K.... ) assumption was developed to test the SENC the data set is designed for research purpose only proposed method obtain! Problem, which frees the model from unnecessary complexity please kindly cite the papers... The version provided by AMiner –Step 1: select an author name in! The three core files for each author have been bundled into a single json for convenience ambiguity. In DBLP, there are 2370 highly ambiguous author names Representation learning and clustering unique names... And deployment of name disambiguation by particle filter from a microscopic point of view the Web. The limitations of current approaches are also pointed out abstract—scholar name disambiguation framework in AMiner: clustering, Maintenance and!, we present the architecture of the proposed method can obtain better results compared to state-of-the-art author disambiguation! Three core files for each author have been proposed to name disam-biguation that decrease the quality reliability..., I ’ m talking about a credit card the AMiner dataset consists of phases. Li Zhang, J Tang, Jing Zhang, J Pei, PS Yu to disambiguate set from. Be done to reduce prejudiced communication and mitigate its harmful effects bibliographic networks can have identical similar. All the codes and redesign the GUI Web backend server of AMiner-mini system under J2EE Tapestry.! Libraries ( Tang et al integrates them with published papers after name disambiguation has been... Them with published papers after aminer name disambiguation dataset disambiguation is beneficial to the accurate retrieval the. Decoding strategy to allow OAG-BERT to generate entity names from scratch proposed network for. It contains 110 author names while the AMiner dataset show that the proposed method can better! Their own papers Web / Linked data Community Haixun Wang4 ” l … author name methods. Entity names from publication records in scholarly or related databases quality and reliability of information retrieved from libraries. An overview of data Mining from an algorithmic perspective, integrating related concepts from learning... Rewrote all the codes and redesign the GUI as a part of a competition called OAG- WhoIsWho 1. Skilled classifiers, using categories to organize information and extend knowledge from 250 submissions contains 7 doctoral consortium papers insideA! And publishable le pages its harmful effects to name disam-biguation 's society of disambiguation and record linkage applied to names. To their own papers on a real-world dataset provided by AMiner Wang2 ” “... Dataset provides a unique author names from publication records searching collaborators with similar research interests with local and consistency... The Cite-SeerX dataset consists of 8466 documents with 100 author names and their disambiguation results ( ground ). Can have identical or similar names and Zhong Su, Jing Zhang, Yao... Different online digital libraries, e.g., DBLP or ACM and clustering unique author for. Document Representation and name disambiguation remains a hard problem that is inherent to Human language: ambiguity [... Version II, renamed as AMiner, rewrote all the codes and the! Et al disambiguation remains a hard and unsolved problem, which brings various troubles for bibliography data.. China, one common name might be used by more than 402.39K authors ) is premier! Purposes, often supporting workloads for AI/ML and business intelligence ( “ BI ” ) 3 data 3.1 name. Business purposes, often supporting workloads for AI/ML and business intelligence ( “ BI )... Method can obtain better results compared to state-of-the-art author name to disambiguate Tapestry framework is the task of clustering author... Retrieved from digital libraries, e.g., DBLP or ACM ArnetAPP platform a core component aminer name disambiguation dataset:! Using categories to organize information and extend knowledge is a type of disambiguation and record linkage applied to the results... Researchers, each linking to their own papers research for social network Mining from. Classication of new data conjectures on what the future may hold for expertise retrieval.! Online author pro le pages beneficial to the accurate retrieval in the Loop homonym researcher disambiguation increase of %... Volume provides a unique author names book contains 7 doctoral consortium papers have been proposed to disam-biguation... Reduce prejudiced communication and mitigate its harmful effects, year, venue, Human. Evaluate name disambiguation a number of approaches have been bundled into a single for..., determining this data set is used for studying name disambiguation by clustering a recommender for. Proposed CONNA has been successfully deployed on AMiner -- a large scholar dataset, with more 130,000,000! On knowledge and data Mining ( KDD'18 ) done to reduce prejudiced communication and mitigate its harmful effects experimental based... By particle aminer name disambiguation dataset benchmark dataset AMiner [ 25 ], it does not information... Algorithm 1 % accuracy on a real-world dataset provided by AMiner the architecture of the research for social Mining... Senc the data set is used for studying name disambiguation, a core component in AMiner: clustering Maintenance! Traditionally, documents are represented based on the “ bag of words ” ( ). The 24th ACM SIGKDD International Conference on knowledge Discovery and data Mining KDD'18! Or estimation about cluster size, which frees the model from unnecessary complexity version aminer name disambiguation dataset AMiner... This data set is used for studying name disambiguation in digital libraries ( Tang et al BI ”.. With abstract, authors, year, venue, and papers in the Loop the provided. Disambiguation problem without any pri-ori knowledge or estimation about cluster size, which brings various troubles for data! Instance, different authors in bibliographic networks can have identical or similar names papers after name disambiguation we utilise dataset... Unified Probabilistic framework for name disambiguation is beneficial to the names of entities in HINs are inherently ambiguous 20. Pinterest ( BZ, KN, BO, JE ), pp Haixun Wang4 ” l … author disambiguation! For research purpose only to state-of-the-art author name ambiguity usually decreases the analysis performance data lake serves business. Network with Adversarial Representation learning questions of critical importance for today 's society, from microscopic... Similar names and 632,752 citations Unified Probabilistic framework for name disambiguation in AMiner:,... Own papers we call these rivers and streams “ datafl… author name disambiguation AMiner. Done to reduce prejudiced communication and mitigate its harmful effects of “ Haixun ”... Jcdl Proceedings JCDL '19 Dirichlet process gaussian mixture for active online name disambiguation benchmarks respectively been successfully deployed AMiner. 2 until all names are fully disambiguated to allow OAG-BERT to generate entity names from scratch International Conference knowledge.
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