@article{kocher_ayroles_stone_grozinger_2010, title={Individual variation in pheromone response correlates with reproductive traits and brain gene expression in worker honey bees}, volume={5}, number={2}, journal={PLoS One}, author={Kocher, S. D. and Ayroles, J. F. and Stone, E. A. and Grozinger, C. M.}, year={2010} } @article{bahler_stone_2000, title={Symbolic, neural, and Bayesian machine learning models for predicting carcinogenicity of chemical compounds}, volume={40}, ISSN={["0095-2338"]}, DOI={10.1021/ci990116i}, abstractNote={Experimental programs have been underway for several years to determine the environmental effects of chemical compounds, mixtures, and the like. Among these programs is the National Toxicology Program (NTP) on rodent carcinogenicity. Because these experiments are costly and time-consuming, the rate at which test articles (i.e., chemicals) can be tested is limited. The ability to predict the outcome of the analysis at various points in the process would facilitate informed decisions about the allocation of testing resources. To assist human experts in organizing an empirical testing regime, and to try to shed light on mechanisms of toxicity, we constructed toxicity models using various machine learning and data mining methods, both existing and those of our own devising. These models took the form of decision trees, rule sets, neural networks, rules extracted from trained neural networks, and Bayesian classifiers. As a training set, we used recent results from rodent carcinogenicity bioassays conducted by the NTP on 226 test articles. We performed 10-way cross-validation on each of our models to approximate their expected error rates on unseen data. The data set consists of physical−chemical parameters of test articles, alerting chemical substructures, salmonella mutagenicity assay results, subchronic histopathology data, and information on route, strain, and sex/species for 744 individual experiments. These results contribute to the ongoing process of evaluating and interpreting the data collected from chemical toxicity studies.}, number={4}, journal={JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES}, author={Bahler, D and Stone, B}, year={2000}, pages={906–914} } @article{lester_stone_stelling_1999, title={Lifelike pedagogical agents for mixed-initiative problem solving in constructivist learning environments}, volume={9}, ISSN={["1573-1391"]}, DOI={10.1023/A:1008374607830}, number={1-2}, journal={USER MODELING AND USER-ADAPTED INTERACTION}, author={Lester, JC and Stone, BA and Stelling, GD}, year={1999}, pages={1–44} } @inproceedings{lester_fitzgerald_stone_1997, title={The pedagogical design studio: Exploiting artifact-based task models for constructivist learning}, DOI={10.1145/238218.238317}, abstractNote={Article Free Access Share on The pedagogical design studio: exploiting artifact-based task models for constructivist learning Authors: James C. Lester Dept. of Computer Science, North Carolina State University Raleigh, NC Dept. of Computer Science, North Carolina State University Raleigh, NCView Profile , Patrick J. Fitzgerald Dept. of Design & Technology, North Carolina State University, Raleigh, NC Dept. of Design & Technology, North Carolina State University, Raleigh, NCView Profile , Brian A. Stone Dept. of Computer Science, North Carolina State University, Raleigh, NC Dept. of Computer Science, North Carolina State University, Raleigh, NCView Profile Authors Info & Claims IUI '97: Proceedings of the 2nd international conference on Intelligent user interfacesJanuary 1997 Pages 155–162https://doi.org/10.1145/238218.238317Published:06 January 1997Publication History 11citation727DownloadsMetricsTotal Citations11Total Downloads727Last 12 Months30Last 6 weeks0 Get Citation AlertsNew Citation Alert added!This alert has been successfully added and will be sent to:You will be notified whenever a record that you have chosen has been cited.To manage your alert preferences, click on the button below.Manage my AlertsNew Citation Alert!Please log in to your account Save to BinderSave to BinderCreate a New BinderNameCancelCreateExport CitationPublisher SiteeReaderPDF}, booktitle={IUI97: 1997 International Conference on Intelligent User Interfaces, January 6-9, 1997, Orlando, Florida, USA}, publisher={New York: Association for Computing Machinery}, author={Lester, J. C. and Fitzgerald, P. J. and Stone, B. A.}, editor={J. Moore, E. Ernest and Puerta, A.Editors}, year={1997}, pages={155–162} }