Sparse principal component analysis via regularized low rank matrix approximation

Article Properties
Journal Categories
Science
Mathematics
Science
Mathematics
Probabilities
Mathematical statistics
Social Sciences
Commerce
Business
Accounting
Bookkeeping
Social Sciences
Finance
Refrences
Title Journal Journal Categories Citations Publication Date
Sparse principal component analysis Journal of Computational and Graphical Statistics
  • Science: Mathematics: Probabilities. Mathematical statistics
  • Science: Mathematics
2006
Regularization and Variable Selection Via the Elastic Net

Journal of the Royal Statistical Society Series B: Statistical Methodology
  • Science: Mathematics: Probabilities. Mathematical statistics
  • Science: Mathematics
9,358 2005
Adjustment of systematic microarray data biases

Bioinformatics
  • Science: Biology (General)
  • Science: Chemistry: Organic chemistry: Biochemistry
  • Technology: Chemical technology: Biotechnology
  • Medicine: Medicine (General): Computer applications to medicine. Medical informatics
  • Science: Biology (General)
  • Science: Mathematics: Instruments and machines: Electronic computers. Computer science
  • Science: Biology (General)
  • Science: Chemistry: Organic chemistry: Biochemistry
272 2004
A Modified Principal Component Technique Based on the LASSO Journal of Computational and Graphical Statistics
  • Science: Mathematics: Probabilities. Mathematical statistics
  • Science: Mathematics
390 2003
Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties Journal of the American Statistical Association
  • Science: Mathematics: Probabilities. Mathematical statistics
  • Science: Mathematics
5,078 2001
Citations
Title Journal Journal Categories Citations Publication Date
An efficient algorithm for Fantope-constrained sparse principal subspace estimation problem Applied Mathematics and Computation
  • Technology: Technology (General): Industrial engineering. Management engineering: Applied mathematics. Quantitative methods
  • Science: Mathematics
2024
EEG-based schizophrenia classification using penalized sequential dictionary learning in the context of mobile healthcare Biomedical Signal Processing and Control
  • Medicine: Medicine (General): Medical technology
  • Technology: Engineering (General). Civil engineering (General)
2024
What causes US equity market sector volatilities during the coronavirus pandemic? Applied Economics Letters
  • Social Sciences: Commerce: Business
  • Social Sciences: Economic theory. Demography: Economics as a science
  • Social Sciences: Economic theory. Demography: Economics as a science
2024
TOSCCA: a framework for interpretation and testing of sparse canonical correlations

Bioinformatics Advances
  • Medicine: Medicine (General): Computer applications to medicine. Medical informatics
  • Science: Biology (General)
  • Medicine: Medicine (General): Computer applications to medicine. Medical informatics
  • Science: Biology (General)
2024
Data-driven classification of sheared stratified turbulence from experimental shadowgraphs Physical Review Fluids
  • Science: Physics: Electricity and magnetism: Electricity: Plasma physics. Ionized gases
  • Science: Physics
2024
Citations Analysis
Category Category Repetition
Science: Mathematics113
Science: Mathematics: Probabilities. Mathematical statistics102
Science: Mathematics: Instruments and machines: Electronic computers. Computer science99
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks52
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics52
Science: Biology (General)52
Technology: Engineering (General). Civil engineering (General)43
Technology: Mechanical engineering and machinery42
Science: Chemistry: Organic chemistry: Biochemistry39
Medicine: Medicine (General): Computer applications to medicine. Medical informatics37
Technology: Chemical technology: Biotechnology29
Science: Chemistry24
Science: Science (General): Cybernetics: Information theory19
Science: Science (General)16
Science: Chemistry: Analytical chemistry16
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics: Computer engineering. Computer hardware15
Technology: Technology (General): Industrial engineering. Management engineering: Applied mathematics. Quantitative methods14
Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication13
Science: Mathematics: Instruments and machines: Electronic computers. Computer science: Computer software13
Medicine12
Science: Mathematics: Instruments and machines11
Science11
Technology: Technology (General): Industrial engineering. Management engineering: Information technology11
Social Sciences: Statistics11
Technology: Manufactures: Production management. Operations management10
Technology: Chemical technology: Chemical engineering9
Science: Biology (General): Genetics9
Philosophy. Psychology. Religion: Psychology9
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system: Psychiatry9
Social Sciences: Commerce: Business8
Social Sciences: Economic theory. Demography: Economics as a science8
Science: Geology7
Medicine: Medicine (General)7
Science: Microbiology6
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry6
Geography. Anthropology. Recreation: Environmental sciences6
Agriculture: Agriculture (General)6
Agriculture6
Medicine: Medicine (General): Medical technology6
Social Sciences: Commerce: Business: Accounting. Bookkeeping6
Social Sciences: Finance6
Technology: Environmental technology. Sanitary engineering5
Science: Biology (General): Ecology5
Technology: Technology (General): Industrial engineering. Management engineering5
Technology: Electrical engineering. Electronics. Nuclear engineering5
Technology: Chemical technology5
Technology: Home economics: Nutrition. Foods and food supply5
Technology: Chemical technology: Food processing and manufacture5
Science: Physics5
Technology: Photography4
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the endocrine glands. Clinical endocrinology4
Geography. Anthropology. Recreation: Geography (General)3
Agriculture: Animal culture3
Technology: Hydraulic engineering: River, lake, and water-supply engineering (General)2
Agriculture: Plant culture2
Medicine: Medicine (General): Medical physics. Medical radiology. Nuclear medicine2
Medicine: Internal medicine: Neoplasms. Tumors. Oncology. Including cancer and carcinogens2
Medicine: Public aspects of medicine: Toxicology. Poisons2
Social Sciences: Industries. Land use. Labor: Special industries and trades: Energy industries. Energy policy. Fuel trade2
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system2
Social Sciences2
Social Sciences: Commerce: Business: Personnel management. Employment management2
Science: Chemistry: General. Including alchemy2
Science: Physics: Optics. Light2
Medicine: Internal medicine: Specialties of internal medicine: Nutritional diseases. Deficiency diseases2
Agriculture: Animal culture: Cattle: Dairy processing. Dairy products2
Agriculture: Animal culture: Cattle: Dairying2
Medicine: Dermatology1
Technology: Electrical engineering. Electronics. Nuclear engineering: Distribution or transmission of electric power1
Technology: Electrical engineering. Electronics. Nuclear engineering: Production of electric energy or power. Powerplants. Central stations1
Science: Astronomy: Astrophysics1
Medicine: Internal medicine: Medical emergencies. Critical care. Intensive care. First aid1
Technology: Ocean engineering1
Medicine: Internal medicine: Special situations and conditions: Industrial medicine. Industrial hygiene1
Science: Physics: Electricity and magnetism: Electricity: Plasma physics. Ionized gases1
Science: Zoology1
Technology: Engineering (General). Civil engineering (General): Transportation engineering1
Science: Physics: Heat: Thermodynamics1
Science: Chemistry: Physical and theoretical chemistry1
Technology: Engineering (General). Civil engineering (General): Mechanics of engineering. Applied mechanics1
Social Sciences: Industries. Land use. Labor: Management. Industrial management1
Science: Microbiology: Microbial ecology1
Technology: Engineering (General). Civil engineering (General): Environmental engineering1
Technology: Engineering (General). Civil engineering (General): Earthwork. Foundations1
Science: Physics: Meteorology. Climatology1
Science: Mathematics: Analysis1
The category Science: Mathematics 113 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled Predicting qualitative phenotypes from microarray data – the Eadgene pig data set and was published in 2009. The most recent citation comes from a 2024 study titled An efficient algorithm for Fantope-constrained sparse principal subspace estimation problem. This article reached its peak citation in 2013, with 36 citations. It has been cited in 191 different journals, 17% of which are open access. Among related journals, the BMC Bioinformatics cited this research the most, with 14 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year