Algorithms for Nonparametric Estimation
A special issue of Algorithms (ISSN 1999-4893). This special issue belongs to the section "Algorithms for Multidisciplinary Applications".
Deadline for manuscript submissions: closed (30 July 2020) | Viewed by 5814
Special Issue Editor
Interests: nonparametric function estimation including density and regression estimation; nonparametric classification; nonparametric modeling, multivariate analysis; nonparametric Bayes methods and decision procedures; semiparametric models and procedures; statistical methods for imaging and tomography; statistical inverse problems; statistical algorithms and machine learning; applications in image processing and computer vision; financial; bioinformatics and medicine
Special Issue Information
Dear Colleagues,
We invite you to submit your latest research in the area of the development of algorithms for nonparametric estimation to this Special Issue, “Algorithms for Nonparametric Estimation”. We are looking for new and innovative approaches for solving nonparametric estimation problems exactly or approximately. High-quality papers are solicited to address both theoretical and practical issues of nonparametric estimation. Submissions are welcome both for traditional nonparametric estimation problems, as well as new applications. Potential topics include, but are not limited to, algorithms for nonparametric density and regression estimation, nonparametric classification and decision procedures, nonparametric modeling, deep learning, dimensionality reduction and variable selection, algorithms for nonparametric techniques in image processing, computer vision, financial statistics, bioinformatics and medical applications.
Prof. Dr. Adam Krzyzak
Guest Editor
Manuscript Submission Information
Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.
Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Algorithms is an international peer-reviewed open access monthly journal published by MDPI.
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Keywords
- Nonparametric Regression and Density Estimation
- Rank and Distribution-free Procedures
- Multivariate Analysis
- Deep Learning Algorithms
- Dimension Reduction
- Inverse Problems
- Image Processing and Computer Vision
- Algorithms for Financial Statistics
- Algorithms for Bioinformatics and Medical Applications
- Complexity Analysis for Nonparametric Estimation Algorithms
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