Data mining is the process of extracting and discovering patterns in large data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and statistics with an overall goal of extracting information from a data set and transforming the information into a comprehensible structure for further use. Data mining is the analysis step of the "knowledge discovery in databases" process, or KDD. Aside from the raw analysis step, it also involves database and data management aspects, data pre-processing, model and inference considerations, interestingness metrics, complexity considerations, post-processing of discovered structures, visualization, and online updating.
Nature is a British weekly scientific journal founded and based in London, England. As a multidisciplinary publication, Nature features peer-reviewed research from a variety of academic disciplines, mainly in science and technology. It has core editorial offices across the United States, continental Europe, and Asia under the international scientific publishing company Springer Nature. Nature was one of the world's most cited scientific journals by the Science Edition of the 2019 Journal Citation Reports, making it one of the world's most-read and most prestigious academic journals. As of 2012, it claimed an online readership of about three million unique readers per month.
Elsevier is a Dutch academic publishing company specializing in scientific, technical, and medical content. Its products include journals such as The Lancet, Cell, the ScienceDirect collection of electronic journals, Trends, the Current Opinion series, the online citation database Scopus, the SciVal tool for measuring research performance, the ClinicalKey search engine for clinicians, and the ClinicalPath evidence-based cancer care service. Elsevier's products and services include digital tools for data management, instruction, research analytics, and assessment.
Signs: Journal of Women in Culture and Society is a peer-reviewed feminist academic journal. It was established in 1975 by Jean W. Sacks, Head of the Journals Division, with Catharine R. Stimpson as its first editor in Chief, and is published quarterly by the University of Chicago Press. Signs publishes essays examining the lives of women, men, and non-binary people around the globe from both historical and contemporary perspectives, as well as theoretical and critical articles addressing processes of gendering, sexualization, and racialization.
A chief data officer (CDO) is a corporate officer responsible for enterprise-wide governance and utilization of information as an asset, via data processing, analysis, data mining, information trading and other means. CDOs usually report to the chief executive officer (CEO), although depending on the area of expertise this can vary. The CDO is a member of the executive management team and manager of enterprise-wide data processing and data mining.
SIGKDD, representing the Association for Computing Machinery's (ACM) Special Interest Group (SIG) on Knowledge Discovery and Data Mining, hosts an influential annual conference.
Jiawei Han is a Chinese-American computer scientist and researcher. He currently holds the position of Michael Aiken Chair Professor in the Department of Computer Science at the University of Illinois at Urbana-Champaign. His research focuses on data mining, text mining, database systems, information networks, data mining from spatiotemporal data, Web data, and social/information network data.
Virology is a peer-reviewed scientific journal in virology. Established in 1955 by George Hirst, Lindsay Black and Salvador Luria, it is the earliest English-only journal to specialize in the field. The journal covers basic research into viruses affecting animals, plants, bacteria and fungi, including their molecular biology, structure, assembly, pathogenesis, immunity, interactions with the host cell, evolution and ecology. Molecular aspects of control and prevention are also covered, as well as viral vectors and gene therapy, but clinical virology is excluded. As of 2013, the journal is published fortnightly by Elsevier.
Density-based spatial clustering of applications with noise (DBSCAN) is a data clustering algorithm proposed by Martin Ester, Hans-Peter Kriegel, Jörg Sander and Xiaowei Xu in 1996. It is a density-based clustering non-parametric algorithm: given a set of points in some space, it groups together points that are closely packed together, marking as outliers points that lie alone in low-density regions . DBSCAN is one of the most common clustering algorithms and also most cited in scientific literature.
In information science, profiling refers to the process of construction and application of user profiles generated by computerized data analysis.
Studia Logica, is a scientific journal publishing papers employing formal tools from Mathematics and Logic. The scope of papers published in Studia Logica covers all scientific disciplines; the key criterion for published papers is not their topic but their method: they are required to contain significant and original results concerning formal systems and their properties. The journal offers papers on topics in general logic and on applications of logic to methodology of science, linguistics, philosophy, and other branches of knowledge. The journal is published by the Institute of Philosophy and Sociology of the Polish Academy of Sciences and Springer publications.
Yahoo! Labs served as Yahoo!'s research arm, aiming to develop research in technologies to be used within the company. Yahoo! Labs includes approximately 200 research scientists and engineers.
Usama M. Fayyad is an American-Jordanian data scientist and co-founder of KDD conferences and ACM SIGKDD association for Knowledge Discovery and Data Mining. He is a speaker on Business Analytics, Data Mining, Data Science, and Big Data. He recently left his role as the Chief Data Officer at Barclays Bank.
Geoffrey I. Webb is Professor of Computer Science at Monash University, founder and director of Data Mining software development and consultancy company G. I. Webb and Associates, and former editor-in-chief of the journal Data Mining and Knowledge Discovery. Before joining Monash University he was on the faculty at Griffith University from 1986 to 1988 and then at Deakin University from 1988 to 2002.
Gregory I. Piatetsky-Shapiro is a data scientist and the co-founder of the KDD conferences, and co-founder and past chair of the Association for Computing Machinery SIGKDD group for Knowledge Discovery, Data Mining and Data Science. He is the founder and president of KDnuggets, a discussion and learning website for Business Analytics, Data Mining and Data Science.
Domain driven data mining is a data mining methodology for discovering actionable knowledge and deliver actionable insights from complex data and behaviors in a complex environment. It studies the corresponding foundations, frameworks, algorithms, models, architectures, and evaluation systems for actionable knowledge discovery.
Sushmita Mitra is an Indian computer scientist and is currently the head and INAE Chair Professor at the Machine Intelligence Unit at Indian Statistical Institute, Kolkata. Her research interests include pattern recognition, data mining, bioinformatics, soft computing and medical imaging. She got recognised as a fellow of IEEE for her neuro-fuzzy and hybrid approaches in pattern recognition.
Mark S. Boguski was an American pathologist specializing in computational analysis and structural biology, He was elected in 2001 to the U.S. National Academy of Medicine, and was a Fellow of the American College of Medical Informatics.
Martin Ester is a Canadian-German Full Professor of Computing Science at Simon Fraser University. His research focuses on researcher data mining and machine learning.
Hui Xiong is a data scientist. He is a Distinguished Professor at Rutgers University and a Distinguished Guest Professor at the University of Science and Technology of China (USTC).
