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A Modified Principal Component Technique Based on the LASSO
Article Properties
Language
English
DOI (url)
10.1198/1061860032148
Publication Date
2003/09/01
Journal
Journal of Computational and Graphical Statistics
Indian UGC (journal)
Refrences
17
Citations
390
Ian T
Jolliffe
Nickolay T
Trendafilov
Mudassir
Uddin
Journal Categories
Science
Mathematics
Science
Mathematics
Probabilities
Mathematical statistics
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Refrences
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Citations
Publication Date
Principal Component Analysis Based on a Subset of Variables: Variable Selection and Sensitivity Analysis
American Journal of Mathematical and Management Sciences
11
1997
Principal Component Analysis Based on a Subset of Variables: Variable Selection and Sensitivity Analysis
Ouyou toukeigaku
2000
Principal Component Analysis Based on a Subset of Variables: Variable Selection and Sensitivity Analysis
1996
Two Case Studies in the Application of Principal Component Analysis
Journal of the Royal Statistical Society Series C: Applied Statistics
Science: Mathematics: Probabilities. Mathematical statistics
Science: Mathematics
175
1967
Global optimization of statistical functions with simulated annealing
Journal of Econometrics
Social Sciences: Economic theory. Demography: Economics as a science
Social Sciences: Statistics
Science: Mathematics
Social Sciences: Commerce: Business
Social Sciences: Commerce: Business
Social Sciences: Economic theory. Demography: Economics as a science
946
1994
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Citations
Title
Journal
Journal Categories
Citations
Publication Date
Matrix-variate generalized linear model with measurement error
Statistical Papers
Science: Mathematics: Probabilities. Mathematical statistics
Science: Mathematics
2024
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
Lithium exploration targeting through robust variable selection and deep anomaly detection: An integrated application of sparse principal component analysis and stacked autoencoders
Geochemistry
Science: Geology
Science: Geology
Science: Geology
2024
Potentially toxic elements pose a threat to environmental quality and human health: The Kumasi Abattoir Ghana in perspective
Environmental Challenges
2024
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Citations Analysis
Category
Category Repetition
Science: Mathematics
164
Science: Mathematics: Probabilities. Mathematical statistics
126
Science: Mathematics: Instruments and machines: Electronic computers. Computer science
90
Technology: Engineering (General). Civil engineering (General)
63
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
51
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks
49
Technology: Mechanical engineering and machinery
41
Technology: Technology (General): Industrial engineering. Management engineering: Applied mathematics. Quantitative methods
34
Technology: Manufactures: Production management. Operations management
32
Science: Biology (General)
28
Science: Chemistry
28
Medicine: Medicine (General): Computer applications to medicine. Medical informatics
24
Science: Geology
22
Science: Science (General): Cybernetics: Information theory
20
Science: Chemistry: Analytical chemistry
18
Science: Chemistry: Organic chemistry: Biochemistry
16
Technology: Chemical technology: Chemical engineering
15
Science: Mathematics: Instruments and machines: Electronic computers. Computer science: Computer software
15
Science: Mathematics: Instruments and machines
14
Social Sciences: Statistics
14
Technology: Chemical technology: Biotechnology
13
Technology: Electrical engineering. Electronics. Nuclear engineering: Telecommunication
13
Social Sciences: Economic theory. Demography: Economics as a science
12
Technology: Environmental technology. Sanitary engineering
11
Technology: Technology (General): Industrial engineering. Management engineering: Information technology
11
Social Sciences: Commerce: Business
11
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics: Computer engineering. Computer hardware
10
Geography. Anthropology. Recreation: Environmental sciences
10
Science: Biology (General): Ecology
10
Social Sciences: Finance
10
Science: Science (General)
9
Social Sciences
9
Science: Physics: Meteorology. Climatology
9
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system: Psychiatry
9
Philosophy. Psychology. Religion: Psychology
9
Medicine: Medicine (General): Medical technology
8
Technology: Electrical engineering. Electronics. Nuclear engineering
8
Science: Physics
7
Science
7
Medicine: Medicine (General)
7
Technology: Technology (General): Industrial engineering. Management engineering
6
Social Sciences: Commerce: Business: Accounting. Bookkeeping
6
Agriculture
5
Agriculture: Agriculture (General)
5
Science: Physics: Electricity and magnetism: Electricity: Plasma physics. Ionized gases
4
Medicine
4
Technology: Photography
4
Technology: Chemical technology: Food processing and manufacture
4
Technology: Home economics: Nutrition. Foods and food supply
4
Technology: Engineering (General). Civil engineering (General): Environmental engineering
4
Medicine: Internal medicine: Special situations and conditions: Industrial medicine. Industrial hygiene
4
Social Sciences: Commerce: Business: Personnel management. Employment management
4
Agriculture: Animal culture
3
Technology: Hydraulic engineering: River, lake, and water-supply engineering (General)
3
Geography. Anthropology. Recreation: Geography (General)
3
Medicine: Medicine (General): Medical physics. Medical radiology. Nuclear medicine
3
Science: Biology (General): Genetics
3
Technology: Engineering (General). Civil engineering (General): Mechanics of engineering. Applied mechanics
2
Science: Zoology
2
Agriculture: Plant culture
2
Social Sciences: Sociology (General)
2
Technology: Mechanical engineering and machinery: Renewable energy sources
2
Technology: Chemical technology
2
Medicine: Public aspects of medicine
2
Social Sciences: Industries. Land use. Labor: Special industries and trades: Energy industries. Energy policy. Fuel trade
2
Geography. Anthropology. Recreation: Oceanography
2
Science: Geology: Petrology
2
Science: Geology: Mineralogy
2
Science: Physics: Optics. Light
2
Science: Physics: Acoustics. Sound
2
Technology
2
Science: Chemistry: Physical and theoretical chemistry
1
Technology: Manufactures
1
Medicine: Internal medicine: Infectious and parasitic diseases
1
Technology: Engineering (General). Civil engineering (General): Systems engineering
1
Technology: Technology (General)
1
Technology: Electrical engineering. Electronics. Nuclear engineering: Nuclear engineering. Atomic power
1
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry
1
Medicine: Internal medicine: Specialties of internal medicine: Immunologic diseases. Allergy
1
Science: Biology (General): Reproduction
1
Agriculture: Animal culture: Veterinary medicine
1
Technology: Engineering (General). Civil engineering (General): Transportation engineering
1
Social Sciences: Transportation and communications
1
Political science: Political institutions and public administration (General)
1
Medicine: Internal medicine: Specialties of internal medicine: Diseases of the endocrine glands. Clinical endocrinology
1
Technology: Engineering (General). Civil engineering (General): Engineering geology. Rock mechanics. Soil mechanics. Underground construction
1
Agriculture: Aquaculture. Fisheries. Angling
1
Fine Arts
1
Social Sciences: Social sciences (General)
1
Medicine: Dentistry
1
Science: Chemistry: General. Including alchemy
1
Technology: Engineering (General). Civil engineering (General): Applied optics. Photonics
1
Technology: Electrical engineering. Electronics. Nuclear engineering: Materials of engineering and construction. Mechanics of materials
1
Science: Microbiology
1
Social Sciences: Economic theory. Demography
1
Science: Physics: Geophysics. Cosmic physics
1
Science: Mathematics: Analysis
1
Bibliography. Library science. Information resources: Information resources (General)
1
Geography. Anthropology. Recreation
1
Technology: Chemical technology: Oils, fats, and waxes: Petroleum refining. Petroleum products
1
The category
Science: Mathematics
164
is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled
The Simplified Component Technique: An Alternative to Rotated Principal Components
and was published in 2000. The most recent citation comes from a 2024 study titled
Dynamic sparse PCA: a dimensional reduction method for sensor data in virtual metrology
. This article reached its peak citation in 2021, with 39 citations. It has been cited in 218 different journals,
10%
of which are open access. Among related journals, the
Journal of Computational and Graphical Statistics
cited this research the most, with 11 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year