{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T08:20:07Z","timestamp":1730276407518,"version":"3.28.0"},"reference-count":10,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,4,6]],"date-time":"2022-04-06T00:00:00Z","timestamp":1649203200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,4,6]],"date-time":"2022-04-06T00:00:00Z","timestamp":1649203200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,4,6]]},"DOI":"10.1109\/isqed54688.2022.9806210","type":"proceedings-article","created":{"date-parts":[[2022,6,29]],"date-time":"2022-06-29T19:46:20Z","timestamp":1656531980000},"page":"71-76","source":"Crossref","is-referenced-by-count":3,"title":["Transaction Level Stimulus Optimization in Functional Verification Using Machine Learning Predictors"],"prefix":"10.1109","author":[{"given":"Saumil","family":"Gogri","sequence":"first","affiliation":[{"name":"Apple"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aakash","family":"Tyagi","sequence":"additional","affiliation":[{"name":"Texas A&#x0026;M University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Quinn","sequence":"additional","affiliation":[{"name":"Texas A&#x0026;M University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiang","family":"Hu","sequence":"additional","affiliation":[{"name":"Texas A&#x0026;M University"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref4","doi-asserted-by":"crossref","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"hochreiter","year":"1997","journal-title":"Long Short-term Memory Neural Computation"},{"key":"ref3","first-page":"7","volume":"17","author":"ioannides","year":"2012","journal-title":"Coverage-directed test generation automated by machine learning - A review ACM Transactions on Design Automation of Electronics and Systems"},{"key":"ref10","first-page":"2825","article-title":"Scikit-learn: Machine Learning in Python","volume":"12","author":"fabian","year":"2011","journal-title":"Journal of Machine Learning Research"},{"journal-title":"Deep Predictive Coverage Collection DVCON","year":"2018","author":"roy","key":"ref6"},{"key":"ref5","first-page":"18","volume":"2 3samp","author":"liaw","year":"2002","journal-title":"Classification and Regression by Random forest"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3194554.3194561"},{"journal-title":"Optimizing Random Test Constraints Using Machine Learning Algorithms DVCON","year":"2017","author":"sokorac","key":"ref7"},{"key":"ref2","first-page":"138","volume":"29","author":"guzey","year":"2010","journal-title":"Increasing the Efficiency of Simulation-Based Functional Verification Through Unsupervised Support Vector Analysis Computer-Aided Design of Integrated Circuits and Systems IEEE Transactionson"},{"journal-title":"Keras","year":"2015","author":"chollet","key":"ref9"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/2429384.2429404"}],"event":{"name":"2022 23rd International Symposium on Quality Electronic Design (ISQED)","start":{"date-parts":[[2022,4,6]]},"location":"Santa Clara, CA, USA","end":{"date-parts":[[2022,4,7]]}},"container-title":["2022 23rd International Symposium on Quality Electronic Design (ISQED)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9806045\/9806137\/09806210.pdf?arnumber=9806210","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,25]],"date-time":"2022-07-25T20:14:18Z","timestamp":1658780058000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9806210\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,6]]},"references-count":10,"URL":"https:\/\/doi.org\/10.1109\/isqed54688.2022.9806210","relation":{},"subject":[],"published":{"date-parts":[[2022,4,6]]}}}