David A. Landgrebe
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David A. Landgrebecomputer-science Degrees
Computer Science
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Machine Learning
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Computer Science
David A. Landgrebe's Degrees
- PhD Computer Science Purdue University
- Masters Computer Science Purdue University
- Bachelors Mathematics Purdue University
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Why Is David A. Landgrebe Influential?
(Suggest an Edit or Addition)David A. Landgrebe's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- A survey of decision tree classifier methodology (1991) (3124)
- Signal Theory Methods in Multispectral Remote Sensing (2003) (1288)
- Hyperspectral image data analysis (2002) (968)
- The effect of unlabeled samples in reducing the small sample size problem and mitigating the Hughes phenomenon (1994) (608)
- Classification of Multispectral Image Data by Extraction and Classification of Homogeneous Objects (1976) (560)
- Supervised classification in high-dimensional space: geometrical, statistical, and asymptotical properties of multivariate data (1998) (471)
- Nonparametric weighted feature extraction for classification (2004) (440)
- Feature Extraction Based on Decision Boundaries (1993) (412)
- Covariance Matrix Estimation and Classification With Limited Training Data (1996) (352)
- Hyperspectral data analysis and supervised feature reduction via projection pursuit (1999) (302)
- 220 Band AVIRIS Hyperspectral Image Data Set: June 12, 1992 Indian Pine Test Site 3 (2015) (261)
- Adaptive Bayesian contextual classification based on Markov random fields (2002) (238)
- Analyzing high-dimensional multispectral data (1993) (222)
- Information Extraction Principles and Methods for Multispectral and Hyperspectral Image Data (1999) (199)
- Covariance estimation with limited training samples (1999) (199)
- An adaptive classifier design for high-dimensional data analysis with a limited training data set (2001) (190)
- Hyperspectral Image Data Analysis as a High Dimensional Signal Processing Problem (2002) (169)
- MultiSpec: a tool for multispectral--hyperspectral image data analysis (2002) (156)
- The development of a spectral-spatial classifier for earth observational data (1980) (154)
- Decision fusion approach for multitemporal classification (1999) (150)
- Decision boundary feature extraction for neural networks (1992) (150)
- Robust parameter estimation for mixture model (1998) (119)
- Information processing of remotely sensed agricultural data (1969) (107)
- Hierarchical classifier design in high-dimensional numerous class cases (1991) (92)
- A means for utilizing ancillary information in multispectral classification. [of remotely sensed data (1982) (89)
- Partially supervised classification using weighted unsupervised clustering (1999) (88)
- Classification of remote sensing images having high spectral resolution (1996) (74)
- Spectral band selection for classification of soil organic matter content (1989) (71)
- Minimum Distance Classification in Remote Sensing (1972) (69)
- Predicting the Required Number of Training Samples (1983) (68)
- A model-based mixture-supervised classification approach in hyperspectral data analysis (2002) (67)
- A covariance estimator for small sample size classification problems and its application to feature extraction (2002) (66)
- High dimensional feature reduction via projection pursuit (1994) (63)
- HYPERSPECTRAL DATA ANALYSIS AND FEATURE REDUCTION VIA PROJECTION PURSUIT (1999) (63)
- Toward an optimal supervised classifier for the analysis of hyperspectral data (2004) (60)
- Some fundamentals and methods for hyperspectral image data analysis (1999) (58)
- Fast Parzen Density Estimation Using Clustering-Based Branch and Bound (1994) (57)
- A robust classification procedure based on mixture classifiers and nonparametric weighted feature extraction (2002) (57)
- A cost-effective semisupervised classifier approach with kernels (2004) (56)
- Object-oriented feature extraction method for image data compaction (1988) (56)
- Multispectral land sensing: where from, where to? (2005) (54)
- An adaptive method for combined covariance estimation and classification (2002) (53)
- Decision boundary feature extraction for nonparametric classification (1993) (51)
- Classification of High Dimensional Data (1998) (51)
- Noise in Remote-Sensing Systems: The Effect on Classification Error (1986) (51)
- The decision tree approach to classification (1975) (50)
- Simulation of optical remote sensing systems (1989) (50)
- Feature extraction and classification algorithms for high-dimensional data (1992) (49)
- Pixel Labeling by Supervised Probabilistic Relaxation (1981) (49)
- On the accuracy of pixel relaxation labeling (1981) (47)
- The Evolution of Landsat Data Analysis (1997) (46)
- On Information Extraction Principles for Hyperspectral Data (1997) (45)
- An analytical model of Earth-observational remote sensing systems (1991) (44)
- On Information Extraction Principles for Hyperspectral Data A White Paper (1997) (44)
- Analytical Design of Multispectral Sensors (1980) (40)
- The minimum distance approach to classification (1971) (40)
- Analysis technology for land remote sensing (1981) (39)
- A process model for remote sensing data analysis (2002) (36)
- Improved statistics estimation and feature extraction for hyperspectral data classification (2001) (35)
- On the classification of classes with nearly equal spectral response in remote sensing hyperspectral image data (1999) (35)
- Results of the 1971 Corn Blight Watch experiment (1972) (34)
- Fast likelihood classification (1991) (31)
- An empirical study of scanner system parameters (1977) (31)
- Use of Hyperspectral Data with Intensity Images for Automatic Building Modeling (1998) (30)
- Supplementing hyperspectral data with digital elevation (1999) (28)
- Hyperspectral data classification using nonparametric weighted feature extraction (2002) (27)
- Classification of high dimensional multispectral data (1995) (27)
- The K-L Expansion as an Effective Feature Ordering Technique for Limited Training Sample Size (1983) (26)
- Classification of multispectral data by joint supervised-unsupervised learning (1993) (26)
- Variance comparisons for unbiased estimators of probability of correct classification (Corresp.) (1976) (26)
- A spectral feature design system for the HIRIS/MODIS era (1989) (25)
- GEOMETRIC REGISTRATION AND CLASSIFICATION OF HYPERSPECTRAL AIRBORNE PUSHBROOM DATA (2000) (25)
- Introduction to the special issue on analysis of hyperspectral image data (2001) (25)
- Effect of radiance-to-reflectance transformation and atmosphere removal on maximum likelihood classification accuracy of high-dimensional remote sensing data (1994) (24)
- An Adaptive Reconstruction System for Spatially Correlated Multispectral Multitemporal Images (1989) (22)
- Utilizing Multitemporal Data by a Stochastic Model (1986) (21)
- Modeling, simulation, and analysis of optical remote sensing systems (1989) (20)
- Multispectral land sensing: where from, where to? (2003) (18)
- On the relationship between class definition precision and classification accuracy in hyperspectral analysis (2000) (17)
- Parameter trade-offs for imaging spectroscopy systems [remote sensing] (1991) (17)
- Machine Processing for Remotely Acquired Data (1973) (16)
- Systems Approach to the Use of Remote Sensing (1972) (16)
- Feature Selection with Limited Training Samples (1983) (16)
- Feature Selection Based on Decision Boundaries (1991) (15)
- Linear feature extraction for multiclass problems (1998) (14)
- Classification of high dimensional multispectral image data (1993) (14)
- Effects of compression and random noise on multispectral data. (1971) (14)
- Adaptive Relaxation Labeling (1984) (14)
- Remote Sensing Technology--A Look to the Future (1976) (14)
- Remote sensing as a tool for achieving and monitoring progress toward sustainability (2003) (13)
- The analytical design of spectral measurements for multispectral remote sensor systems (1979) (13)
- Spatio-temporal contextual classification of remotely sensed multispectral data (1990) (13)
- A noise taxonomy for remote sensing systems (1987) (13)
- Statistics enhancement in hyperspectral data analysis using spectral-spatial labeling, the EM algorithm, and the leave-one-out covariance estimator (1998) (12)
- An unsupervised feature extraction method for high dimensional image data compaction (1987) (12)
- Hierarchical Classification In High Dimensional, Numerous Class Cases (1990) (12)
- Boundaries in multispectral imagery by clustering (1970) (12)
- Parameter trade-offs for imaging spectroscopy systems (1991) (12)
- Machine Boundary Finding and Sample Classification of Remotely Sensed Agricultural Data (1973) (12)
- Analyzing High Dimensional Data (1992) (11)
- Using Partially Labeled Data For Normal Mixture Identification With Application To Class Definition (1992) (11)
- Design of an Adaptive Classification Procedure for the Analysis of High-Dimensional Data with Limited Training Samples (2001) (11)
- Applications of remote sensing, volume 3 (1977) (11)
- On line object feature extraction for multispectral scene representation (1988) (11)
- Information Processing for Remote Sensing (1999) (11)
- A Multichannel Image Data Handling System For Agricultural Remote Sensing (1967) (10)
- Asymptotic improvement of supervised learning by utilizing additional unlabeled samples: normal mixture density case (1992) (9)
- Stochastic Model Utilizing Spectral and Spatial Characteristics (1987) (9)
- Decision boundary feature selection for non-parametric classifier (1991) (9)
- A method for estimating the number of components in a normal mixture density function (2000) (9)
- Proceedings of the 4th IASME/WSEAS international conference on Energy & environment (2009) (9)
- A Binary Tree Feature Selection Technique for Limited Training Sample Size (1984) (8)
- Multispectral image compression by an on-board scene segmentation (2001) (8)
- The use of spatial characteristics for the improvement of multispectral classification of remotely sensed data (1976) (8)
- An Evaluation of Machine Processing Techniques of ERTS-1 Data for User Applications (1973) (8)
- Multistage classification of multispectral Earth observational data: The design approach (1981) (8)
- On a Method for Estimating Power Spectra (1967) (7)
- Spectral feature design in high dimensional multispectral data (1988) (7)
- An Early Analysis of ERTS-1 Data (1972) (7)
- Progress toward information-extraction methods for hyperspectral data (1997) (6)
- RSSIM: A Simulation Program for Optical Remote Sensing Systems (1989) (6)
- Two-dimensional signal representation using prolate spheroidal functions (1963) (6)
- Feature Selection For Neural Networks Using Parzen Density Estimator (1992) (6)
- A Spectral Feature Design System For High Dimensional Multispectral Data (1988) (6)
- Pattern Recognition in Remote Sensing (2005) (6)
- Applications of remote sensing (2016) (6)
- Prediction Of Optimal Number Of Features (1990) (6)
- Layered classification techniques for remote sensing applications (1975) (6)
- Spectral feature design for data compression in high dimensional multispectral data (1987) (5)
- Regularized covariance estimators for hyperspectral data classification and its application to feature extraction (2002) (5)
- A perspective on the analysis of hyperspectral data (1993) (5)
- Radiation and Sensor Systems in Remote Sensing (2005) (5)
- Agricultural scene understanding and supporting field research, volume 1 (1979) (5)
- Automatic Boundary and Sample Classification of Remotely Sensed Multispectral Data (1973) (5)
- Monitoring the earth's resources from space–Can you really identify crops by satellite? (1979) (4)
- Absolute Classification with Unsupervised Clustering (1992) (4)
- Gaussian mixture classifier with regularized covariance estimator for hyperspectral data classification (2003) (4)
- The relationship of sensor parameters to applications data analysis (1982) (4)
- Covariance estimation for classifying high dimensional data (1995) (4)
- Use of unlabeled samples for mitigating the Hughes phenomenon (1993) (3)
- Algorithm for classification of multispectral data and its implementation on a massively parallel computer (1993) (3)
- DESIGN OF PARTIALLY SUPERVISED CLASSIFIERS FOR MULTISPECTRAL IMAGE DATA (1993) (3)
- A self-improving classifier design for high-dimensional data analysis with a limited training data set (2001) (3)
- Simulation Of Optical Remote Sensing Systems For Earth Resource Analysis (1988) (3)
- Training a Classifier (2005) (3)
- HIRIS Performance Study (1989) (3)
- Analysis Research for Earth Resource Information Systems: Where Do We Stand? (1973) (3)
- Decision fusion with reliabilities in multisource data classification (1992) (3)
- Video and image systems engineering education for the 21st century (1996) (3)
- A Novel Feature Derivation Technique for SVM based Hyper Spectral Image Classification (2017) (2)
- Undergraduate Experiments in Data Handling and Linear Systems (1967) (2)
- On the further development of the multispectral approach (1995) (2)
- Land observation sensors in perspective (1983) (2)
- Toward an optimal analysis of hyperspectral data (2003) (2)
- Fast Multistage Gaussian Maximum Likelihood Classifier (1990) (2)
- A study of the utilization of ERTS-1 data from the Wabash River Basin. [soil mapping, crop identification, water resources (1973) (2)
- Analysis of multispectral and hyperspectral data (1995) (2)
- US-Australian Seminar Held (1979) (2)
- The development of machine technology processing for earth resource survey (1970) (2)
- Test of spectral/spatial classifier (1977) (2)
- Data processing 2: Advancements in large scale data processing systems for remote sensing (1972) (2)
- Classification of remotely sensed image data using multi-type information (1983) (2)
- INFERENCE AND DECISION-MAKING WITH PARTIAL KNOWLEDGE (1995) (2)
- Data analysis and remotely sensed data (1970) (2)
- Hyperspectral data analysis procedures with reduced sensitivity to noise (1993) (2)
- Effect of the number of samples used in a leave-one-out covariance estimator (2000) (1)
- Topics in inference and decision-making with partial knowledge (1990) (1)
- Partially supervised classification with optimal significance testing (1993) (1)
- CLASSIFICATION OF MULTISPECTRAL IMAGE DATA WITH SPATIAL-TEMPORAL CONTEXT (1993) (1)
- Stratification and sample selection for multicrop experiments. [Arkansas, Kentucky, Michigan, Missouri, Mississippi, Ohio, Wisconsin, Illinois, Indiana, Minnesota, Iowa, Louisiana, Nebraska, South Dakota, and North Dakota] (1978) (1)
- Predicting the required number of training samples. [for remotely sensed image data based on covariance matrix estimate quality criterion of normal distribution] (1983) (1)
- Requirements of a global information system for corn production and distribution (1977) (1)
- Multispectral scanner system parameter study and analysis software system description, volume 2 (1978) (1)
- Use of robust estimators in parametric classifiers (1989) (1)
- Automatic processing of earth resource data (1969) (1)
- Quantitative Use of Ancillary Data in Pixel Labeling (1980) (1)
- A kernel-based supervised classifier for the analysis of hyperspectral data (2003) (1)
- A study of the utilization of ERTS-1 data from the Wabash River Basin. [crop identification, water resources, urban land use, soil mapping, and atmospheric modeling] (1974) (1)
- SUPPLEMENTING HYPERSPECTRAL DATAWITH DIGITAL ELEVATION (1999) (1)
- Stratification and sample selection for multi-crop experiments. (1978) (1)
- Multispectral Image Data Preprocessing (2005) (1)
- Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases (2009) (1)
- The application of remote sensing technology to the solution of problems in the management of resources in Indiana (1973) (1)
- Proceedings of the 1st WSEAS international conference on Nanotechnology (2009) (1)
- Information systems and services, user services (1975) (1)
- Hyperspectral Data Characteristics (2005) (1)
- An Analytical Approach to the Design of Spectral Measurements in the Design of Multispectral Sensor (1979) (1)
- Processing techniques development, volume 3 (1978) (0)
- Parameter trade-offs for imaging spectroscopy systems. [application of HIRIS instrument model to agricultural remote sensing (1991) (0)
- Undergraduate ExperimentsinData Handling and LinearSystems (1967) (0)
- Classific ation of Multispectral Image Data by Extraction and Classific ation of Homogeneous (1975) (0)
- Automated training sample labeling using laboratory spectra (1996) (0)
- Computer processing support, volume 4 (1978) (0)
- Identification and mapping of land use classes in Marion County (Indianapolis), Indiana by machine processing of ERTS-1 MSS data (1973) (0)
- Simulation techniques for estimating error in the classification of normal patterns (1974) (0)
- Remote sensing, a sketch of the technology (1975) (0)
- Scanning the issue (1985) (0)
- K4 IEEEGEOSCIENCEAND REMOTESENSINGSOCIETY (1987) (0)
- Remote Sensing Research: The Past As Prolog (1984) (0)
- Pixel Labeling bySupervised Probabilistic Relaxation (1981) (0)
- A Data Analysis Paradigm and Examples (2005) (0)
- Data handling and analysis for the 1971 corn blight watch experiment. (1972) (0)
- Processing techniques development, volume 3. Part 2: Data preprocessing and information extraction techniques (1979) (0)
- An empirical study of scanner system parameters. [for remote sensing] (1977) (0)
- Applications of remote sensing, volume 2 (1977) (0)
- Probabilistic Relaxation on Multitype Data (1982) (0)
- Applications of remote sensing, volume 1 (1977) (0)
- Final Report: National Science Foundation Remote Sensing Workshop. Held atPurdue University February 28, 29, March 1, 1984 (1984) (0)
- Analyzing high dimensional data. [remote sensing using Field Spectrometer System data] (1992) (0)
- Proceedings of the 8th WSEAS International Conference on Software engineering, parallel and distributed systems (2009) (0)
- Analytical DesignofMultispectral Sensors (1980) (0)
- Research in remote sensing of agriculture, earth resources, and man's environment (2013) (0)
- CLASSIFICATION AND1 FEATURE EXTRACTION WITH ENHANCED STATISTICS1 (1996) (0)
- Automatic classification of soils and vegetation with ERTS-1 data (1972) (0)
- Use of Spatial Variations (2005) (0)
- Research in remote sensing of agriculture, earth resources, and man's environment. [Iowa, South Dakota, Purdue University Agronomy Farm, and the Sandhills Experiment Station (1979) (0)
- Data processing programs at LARS-Purdue (1968) (0)
- Classification ofMultispectral ImageDatabyExtraction and Classification ofHomogeneous Objects (1976) (0)
- Proceedings of the 8th WSEAS international conference on Electronics, hardware, wireless and optical communication (2009) (0)
- Research in remote sensing of agriculture, earth resources, and man's environment. [North Dakota, Kansas, and Indiana (1978) (0)
- Appendix: An Outline of Probability Theory (2005) (0)
- Classific ation of High Dimensional Data (1998) (0)
- Applications of remote sensing. [Texas, South Dakota, North Dakota, and Kansas (1977) (0)
- N O T I C E THIS DOCUMENT HAS BEEN REPRODUCED FROM MICROFICHE. ALTHOUGH IT IS RECOGNIZED THAT CERTAIN PORTIONS ARE ILLEGIBLE, IT IS BEING RELEASED IN THE INTEREST OF MAKING AVAILABLE AS MUCH (2009) (0)
- On realizing the potential of the earth-looking vantage point (1985) (0)
- Agricultural scene understanding, volume 1 (1978) (0)
- An interdisciplinary analysis of ERTS data for Colorado mountain environments using ADP techniques. An early analysis of ERTS-1 data (1972) (0)
- Multispectral data analysis: LARSYS III (1975) (0)
- IN MULTISPECTRAL REMOTE SENSING (2013) (0)
- Processing techniques development, volume 2. Part 1: Crop inventory techniques. [Iowa, Illinois, Indiana, Kentucky, Montana, and South Kakota] (1979) (0)
- Training Samples for Classification of Multispectral Earth Observation Data (1979) (0)
- A first-look machine analysis of ERTS-1 data (1972) (0)
- IMAGE DATA BY EXTFACTICN AND L OF HCMCGENECUS (2010) (0)
- Remote sensing research studies (1978) (0)
- Automatic mapping of geological features from ERTS-1 MSS data obtained over Fannin County, Texas (1972) (0)
- EARTH OBSERVATIONAL RESEARCH USING MULTISTAGE EOS-LIKE DATA (1993) (0)
- 부분 훈련 인식을 위한 최적 중요도 검증기법 ( Optimal Significance Testing for Partially Supervised Classification ) (1999) (0)
- Automatic identification of land uses from ERTS-1 data obtained over Milwaukee, Wisconsin (1972) (0)
- A study of the utilization of ERTS-A data from the Wabash River Basin. An early analysis of ERTS-1 data (1972) (0)
- Toward a maximally effective means for analysis of hyperspectral data (2002) (0)
- Processing techniques development (1977) (0)
- On the Response of Linear Systems to Suddenly-Applied Periodic Excitation (1966) (0)
- Preliminary results on machine classification of soil associations in Collin County, Texas (1972) (0)
- Annual Technical Summary Report (1978) (0)
- Proceedings of the 8th WSEAS international conference on Signal processing, robotics and automation (2009) (0)
- Machine Processing Methods for Earth Observational Data (1973) (0)
- Preliminary results on automatic identification of forest and agricultural cover types utilizing ERTS-1 data over the Wabash River Basin (1972) (0)
- Machine processing for remotely acquired data. [using multivariate statistical analysis] (1974) (0)
- Assessment of methods of acquiring analyzing, and reporting crop production statistics, volume 4. [Argentina, Canada, U.S.S.R., and United States] (1978) (0)
- Noise in Remote Sensing Systems (2005) (0)
- Photointerpretation of Skylab Imagery (1976) (0)
- Sensors in perspective (1981) (0)
- Noise in Earth observational sensor systems (1983) (0)
- Radiance-To-Reflectance Maximum Likelihood Classification (0)
- T ~ 1314 / 4 MA-129 TA LARS Contract Report 112777 Final Report Processing Techniques Development (2008) (0)
- Landsat-D Thematic Mapper Technical Working Group Meeting (1975) (0)
- Information/user services, summary (1975) (0)
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