Leo Breiman
#5,392
Most Influential Person Now
American statistician
Leo Breiman's AcademicInfluence.com Rankings
Leo Breimanmathematics Degrees
Mathematics
#981
World Rank
#1696
Historical Rank
#428
USA Rank
Statistics
#28
World Rank
#43
Historical Rank
#17
USA Rank
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Mathematics
Why Is Leo Breiman Influential?
(Suggest an Edit or Addition)According to Wikipedia, Leo Breiman was a distinguished statistician at the University of California, Berkeley. He was the recipient of numerous honors and awards, and was a member of the United States National Academy of Sciences.
Leo Breiman's Published Works
Published Works
- Random Forests (2001) (75405)
- Bagging predictors (2004) (17035)
- Classification and Regression Trees (1984) (14579)
- Bagging Predictors (1996) (5478)
- Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author) (2001) (2746)
- Statistical modeling: The two cultures (2001) (1745)
- Estimating Optimal Transformations for Multiple Regression and Correlation. (1985) (1720)
- Heuristics of instability and stabilization in model selection (1996) (1181)
- Better subset regression using the nonnegative garrote (1995) (1085)
- Stacked regressions (2004) (1077)
- Arcing classifier (with discussion and a rejoinder by the author) (1998) (975)
- Arcing Classifiers (1998) (786)
- Submodel selection and evaluation in regression. The X-random case (1992) (700)
- Bias, Variance , And Arcing Classifiers (1996) (663)
- Prediction Games and Arcing Algorithms (1999) (574)
- Hinging hyperplanes for regression, classification, and function approximation (1993) (501)
- Variable Kernel Estimates of Multivariate Densities (1977) (497)
- Predicting Multivariate Responses in Multiple Linear Regression (1997) (495)
- OUT-OF-BAG ESTIMATION (1996) (460)
- Optimal Gambling Systems for Favorable Games (1962) (455)
- CART: Classification and Regression Trees (1984) (452)
- On Some Limit Theorems Similar to the Arc-Sin Law (1965) (422)
- Stacked Regressions (1996) (354)
- The Capacity of a Class of Channels (1959) (340)
- Pasting Small Votes for Classification in Large Databases and On-Line (1999) (292)
- The Capacities of Certain Channel Classes Under Random Coding (1960) (291)
- The Little Bootstrap and other Methods for Dimensionality Selection in Regression: X-Fixed Prediction Error (1992) (282)
- The Individual Ergodic Theorem of Information Theory (1957) (265)
- Randomizing Outputs to Increase Prediction Accuracy (2000) (258)
- Arcing the edge (1997) (255)
- Using Iterated Bagging to Debias Regressions (2001) (234)
- Random Forests--random Features (1999) (212)
- SOME INFINITY THEORY FOR PREDICTOR ENSEMBLES (2000) (200)
- How Many Variables Should Be Entered in a Regression Equation (1983) (198)
- CONSISTENCY FOR A SIMPLE MODEL OF RANDOM FORESTS (2004) (196)
- Sums of Functions of Nearest Neighbor Distances, Moment Bounds, Limit Theorems and a Goodness of Fit Test (1983) (172)
- Technical note: Some properties of splitting criteria (2004) (162)
- Classification and Regression Trees (Wadsworth Statistics/Probability) (1984) (153)
- A deterministic algorithm for global optimization (1993) (135)
- USING ADAPTIVE BAGGING TO DEBIAS REGRESSIONS (1999) (115)
- INVESTMENT POLICIES FOR EXPANDING BUSINESSES OPTIMAL IN A LONG-RUN SENSE (1960) (114)
- The II P method for estimating multivariate functions from noisy data (1991) (105)
- First exit times from a square root boundary (1967) (105)
- The Strong Law of Large Numbers for a Class of Markov Chains (1960) (100)
- Technical Note: Some Properties of Splitting Criteria (1996) (98)
- Proof of Shannon's Transmission Theorem for Finite-State Indecomposable Channels (1958) (96)
- Population theory for boosting ensembles (2003) (90)
- Statistics: with a view toward applications (1969) (87)
- Classification of EEG Spatial Patterns with a Tree-Structured Methodology: CART (1986) (83)
- Optimal Localization by Pointing Off Axis (2010) (76)
- Neural Networks and Related Methods for Classification - Discussion (1994) (75)
- The Poisson Tendency in Traffic Distribution (1963) (74)
- BORN AGAIN TREES (1996) (70)
- Random Forests: Finding Quasars (2003) (69)
- Estimating Optimal Transformations for Multiple Regression and Correlation: Rejoinder (1985) (67)
- Pasting Bites Together For Prediction In Large Data Sets And On-Line (1996) (55)
- Probability and stochastic processes : with a view toward applications (1970) (55)
- Fitting additive models to regression data (1993) (51)
- The 1991 Census Adjustment: Undercount or Bad Data? (1994) (49)
- On the tail behavior of sums of independent random variables (1967) (45)
- General Estimates of the Intrinsic Variability of Data in Nonlinear Regression Models (1976) (42)
- Correction Notes: Correction to "The Individual Ergodic Theorem of Information Theory" (1960) (40)
- Consistent Estimates and Zero-One Sets (1964) (39)
- A Delicate Law of the Iterated Logarithm for Non-Decreasing Stable Processes (1968) (38)
- Robust confidence bounds for extreme upper quantiles (1990) (37)
- On the Completeness of Order Statistics (1960) (37)
- [Neural Networks: A Review from Statistical Perspective]: Comment (1994) (34)
- Bias-variance, regularization, instability and stabilization (1998) (32)
- On achieving channel capacity in finite-memory channels (1960) (30)
- Time scales, fluctuations and constant flow periods in uni-directional traffic☆ (1973) (29)
- The statistical properties of freeway traffic (1977) (29)
- HALF&HALF BAGGING AND HARD BOUNDARY POINTS (1998) (26)
- Comparing Automatic Smoothers (A Public Service Enterprise) (1992) (25)
- Tree-Structured Classification Via Generalized Discriminant Analysis: Comment (1988) (23)
- Big Random Forests: Classification and Regression Forests forLarge Data Sets (2014) (23)
- AN EXPERIMENTAL ANALYSIS OF SINGLE-LANE TIME HEADWAYS IN FREELY FLOWING TRAFFIC (1968) (17)
- Using convex pseudo-data to increase prediction accuracy (1998) (16)
- [The ∏ Method for Estimating Multivariate Functions from Noisy Data]: Response (1991) (16)
- Probability and Stochastic Processes (With a View toward Applications) (1970) (15)
- Bivariate variable selection for classification problem (2005) (14)
- The Teaching of Probability and Statistics (1972) (14)
- Space-time relationships in one-way traffic flow (1969) (13)
- A Note on Minimax Filtering (1973) (13)
- Discussion: Multivariate Adaptive Regression Splines (1991) (11)
- Confidence bounds for extreme quantiles (1988) (11)
- A SIMPLE STOCHASTIC MODEL FOR FREEWAY TRAFFIC (1977) (10)
- Discussion: Consistent Nonparametric Regression (1977) (10)
- On a Simple Estimation Procedure for Censored Regression Models with Known Error Distributions (1993) (9)
- Use of multivariate statistical methods to identify immunochemical cross‐reactants (1994) (9)
- Point and trajectory processes in one-way traffic flow (1969) (8)
- Convergence Properties of a Learning Algorithm (1964) (7)
- 1 RANDOM FORESTS (1999) (7)
- No Bayesians in foxholes (1997) (7)
- DISTRIBUTION BASED TREES ARE MORE ACCURATE (2013) (7)
- Significance Tests.@@@Statistics: With a View Toward Applications. (1973) (6)
- Data and models in homogeneous one-way traffic flow (1969) (6)
- On Transient Markov Chains with Application to the Uniqueness Problem for Markov Processes (1957) (6)
- Further Development of New Methods for Estimating Tail Probabilities and Extreme Value Distributions. (1981) (6)
- New Methods for Estimating Tail Probabilities and Extreme Value Disributions. (1979) (6)
- 12. Stochastic Processes and Brownian Motion (1992) (5)
- Discussion: Linear Smoothers and Additive Models (1989) (4)
- [Monotone Regression Splines in Action]: Comment (1988) (4)
- Two-Eyed Algorithms and Problems (2003) (4)
- Transient Atomic Markov Chains with a Denumerable Number of States (1958) (3)
- Correction Notes: Correction to "A Delicate Law of the Iterated Logarithm for Non-Decreasing Stable Processes" (1970) (3)
- A relationship between space and time distributions in homogeneous traffic flow and its applications (1974) (3)
- Univariate and bivariate variable selection in high dimensional data (2004) (2)
- DISCRETE SIGNALING AND CODING SYSTEMS. (1965) (2)
- An Elementary Theorem Concerning Stationary Ergodic Processes (1958) (2)
- BASED TREES ARE MORE ACCURATE (1996) (1)
- A MODEL FOR QUALITY CONTROL (1962) (1)
- Addendum: Addendum to "A Delicate Law of the Iterated Logarithm for Non- Decreasing Stable Processes" (1969) (1)
- 4 Discussion and Future Work 3 Experiments and Results 2 Our Solution Adaptive Sentence Boundary Disambiguation (1994) (0)
- A Counterexample to a Theorem of Kolmogorov (1957) (0)
- 15. Markov Processes, Introduction and Pure Jump Case (1992) (0)
- 7. Markov Chains (1992) (0)
- 14. Martingales and Processes with Stationary, Independent Increments (1992) (0)
- Empirical techniques for analyzing air quality and meteorological data. Part III. Short-term changes in ground-level ozone concentrations: an empirical analysis. Final report May 74--Oct 75 (1976) (0)
- 9. The One-Dimensional Central Limit Problem (1992) (0)
- 6. Stationary Processes and the Ergodic Theorem (1992) (0)
- 11. Multidimensional Central Limit Theorem and Gaussian Processes (1992) (0)
- 13. Invariance Theorems (1992) (0)
- Parallelizing CART Using a WorkstationNetworkPhil (2013) (0)
- Statistical Artifacts in the Ratio of Discrete Quantities (1995) (0)
- 8. Convergence in Distribution and the Tools Thereof (1992) (0)
- Synthetic Aperture Radar Signals: Formulations and Approaches for Data Analysis (1975) (0)
- 4. Conditional Probability and Conditional Expectation (1992) (0)
- 2. Mathematical Framework (1992) (0)
- 10. The Renewal Theorem and Local Limit Theorem (1992) (0)
- Topics in the Analysis and Optimization of Complex Systems. (1977) (0)
- Introduction to Probability Theory.@@@Introduction to Statistical Theory.@@@Introduction to Stochastic Processes.@@@Probability and Stochastic Processes: With a View Toward Applications.@@@Statistics: With a View Toward Applications. (1975) (0)
- 1 ARCING CLASSIFIERS (0)
- THE LMILE BOOTSTRAP AND OTHER METHODS FOR DIMENSIONALITY SELECTION IN REGRESSION : X-FXCED PREDICTION ERROR (0)
- ON RANDOM WALKS WITH AN ABSORBING BARRIER AND GAMBLING SYSTEMS (1965) (0)
- Predicting Skin Sensitization Using 21 st Century Toxicology (2014) (0)
- [Can We Reach Consensus on Census Adjustment?]: Rejoinder (1994) (0)
- 1 ARCING THE EDGE (0)
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What Schools Are Affiliated With Leo Breiman?
Leo Breiman is affiliated with the following schools: