Rich Caruana's (terribly out-of-date) Home Page
email: caruana@cs.cmu.edu -- (finger)
Sections
- Rich Caruana, "Multitask Learning," Ph.D. Thesis, School of Computer Science, CMU, 1997.
- Rich Caruana, "Multitask Learning," MACHINE LEARNING, 1997.
- Rich Caruana and Virginia de Sa, "Promoting Poor Features to Supervisors: Some Inputs Work Better As Outputs," Advances in Neural Information Processing Systems 9 (Proceedings of NIPS*96), 1997.
- Rich Caruana, "Algorithms and Applications for Multitask Learning," The 13th International Conference on Machine Learning, Bari, Italy, 1996.
- Rich Caruana, Shummet Baluja, and Tom Mitchell, "Using the Future to `Sort Out' the Present: Rankprop and Multitask Learning for Medical Risk Evaluation," Advances in Neural Information Processing Systems 8 (Proceedings of NIPS*95), 1996.
- Caruana, Rich, "Learning Many Related Tasks at the Same Time With Backpropagation," Advances in Neural Information Processing Systems 7 (Proceedings of NIPS*94), pp. 657-664, 1995.
- Caruana, Rich, "Multitask Connectionist Learning," Proceedings of the 1993 Connectionist Models Summer School, pp. 372-379, 1993.
- Caruana, Rich, "Multitask Learning: A Knowledge-Based Source of Inductive Bias," Proceedings of the 10th International Conference on Machine Learning, pp. 41-48, 1993.
- Baluja, Shumeet and Caruana, Rich, "Removing the Genetics from the Standard Genetic Algorithm," The Proceedings of the 12th Annual Conference on Machine Learning, pp. 38-46, 1995.
- Caruana, Rich and Freitag, Dayne, "How Useful is Relevance?" AAAI technical report for the Fall'94 AAAI Symposium on Relevance, New Orleans, 1994.
- Mitchell, Tom; Caruana, Rich; Freitag, Dayne; McDermott, John, Zabowski, David, "Experience with a Learning Personal Assistant," Communications of the ACM, July, 1994.
- Caruana, Rich and Freitag, Dayne, "Greedy Attribute Selection," The Proceedings of the 11th International Conference on Machine Learning, 1994.
- Chrisman, Lonnie; Caruana, Rich; Carriker, Wayne, "Intelligent Agent Design Issues: Internal Agent State and Incomplete Perception," AAAI Fall Symposium On Sensory Aspects of Robotic Intelligence, November, 1991.
- Buntine, Wray; Caruana, Rich, "Introduction to IND and Recursive Partitioning," NASA Ames Research Center TR# FIA-91-28, October, 1991.
- Caruana, Rich; Schaffer, J. David, "Using Multiple Representations to Control Inductive Bias: Gray and Binary Codes for Genetic Algorithms," Proceedings of The 1989 International Workshop on Machine Learning, July, 1989.
- Schaffer, J. David; Caruana, Rich; Eshelman, "Designing Neural Nets that Generalize Optimally with Genetic Algorithms," Los Alamos Conference on Emergent Computation, May, 1989.
- Caruana, Rich, "BANDIT: A Fast Algorithm for the Resolution of Spectra," Masters Thesis, Departments of Computer Science and Chemistry, Villanova University, May, 1989.
- Eshelman, Larry J.; Caruana, Rich; Schaffer, J. David, "Biases in the Crossover Landscape," The 1989 International Conference on Genetic Algorithms, 1989.
- Schaffer, J. David; Caruana, Rich; Eshelman, Larry J.; Das, Raj, "A Study of Control Parameters Affecting Online Performance of Genetic Algorithms for Function Optimization," The 1989 International Conference on Genetic Algorithms, 1989.
- Caruana, Rich; Eshelman, Larry J.; Schaffer, J. David, "Representation and Hidden Bias II: Eliminating Defining Length Bias in Genetic Search with Shuffle Crossover," IJCAI-89.
- Caruana, Rich, "Estimating the Number of Minima in Complex Search Spaces," Philips TR-88-159, 1988.
- Caruana, Rich; Schaffer, J. David, "Optimizing Digital Filters with Simulated Annealing and Genetic Algorithms," Philips TR-88-123, 1988.
- Caruana, Rich; Schaffer, J. David, "Representation and Hidden Bias: Gray vs. Binary Coding for Genetic Algorithms," The Fifth International Conference on Machine Learning, 1988.
- Caruana, Rich; Searle, Roger B.; Shupack, Saul I., "Additional Capabilities for a Fast Algorithm for the Resolution of Spectra," Journal of Analytical Chemistry, 1988.
- Caruana, Rich; Schaffer, J. David, "An Investigation of Parameter Sets for Genetic Algorithms," Philips TR-88-045, 1988.
- Caruana, Rich; Coffey, Brian J., "Searching for Optimal FIR Multiplierless Digital Filters with Simulated Annealing," Philips TR-88-031, 1988.
- Pelavin, Rich N.; Coffey, Brian J.; Caruana, Rich, "Research in Diagnosis Using Design Knowledge," Philips TR-88-001, 1988.
- Caruana, Rich; Schaffer, J. David, "Gray vs. Binary Coding for Genetic Algorithm Function Optimizers," Philips TR-87-080, 1987.
- Caruana, Rich, "The Automatic Training of Rule Bases that Use Numerical Uncertainty Representations," AAAI-87 Workshop on Uncertainty in Artificial Intelligence, Seattle, 1987, also in "Uncertainty in Artificial Intelligence, Volume 3," North-Holland, 1988.
- Benjamin, D. Paul; Caruana, Rich, "Partial-Matching as Search," Philips TR-87-019, 1987.
- Caruana, Rich; Searle, Roger B.; Heller, Thomas; Shupack, Saul I., "Fast Algorithm for the Resolution of Spectra," Journal of Analytical Chemistry, 1986.
- Caruana, Rich, "Experiments in Rule-Based Learning in Systems Using Numerical Uncertainty Representations," GTE Western Division Technical Report, Mountain View, CA, 1986.