Roselyne B. Tchoua, Aswathy Ajith, Zhi Hong, Logan T. Ward, K. Chard, Debra J. Audus, Shrayesh Patel, Juan J. de Pablo, Ian T Foster
{"title":"Towards hybrid human-machine scientific information extraction","authors":"Roselyne B. Tchoua, Aswathy Ajith, Zhi Hong, Logan T. Ward, K. Chard, Debra J. Audus, Shrayesh Patel, Juan J. de Pablo, Ian T Foster","doi":"10.1109/NYSDS.2018.8538953","DOIUrl":"https://doi.org/10.1109/NYSDS.2018.8538953","url":null,"abstract":"A wealth of valuable research data is locked within the millions of research articles published every year [1]. Extracting pertinent scientific facts (e.g., materials properties, known variants in genomics, population statistics etc.) from those articles has become an unmanageable task for researchers. This problem hinders the advancement of science, making it difficult to build on existing results, avoid unnecessary repetition, and to translate results into applications. Moreover, since these data are often loosely encoded in esoteric scientific articles intended for human consumption, they are, in general, not machine accessible. Thus, it is not often tractable to develop studies that automatically leverage this valuable information.","PeriodicalId":366010,"journal":{"name":"2018 New York Scientific Data Summit (NYSDS)","volume":"11 9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133913947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Using IBM-Q to study and visualize the ground state properties of the Su-Schrie.er-Heeger model","authors":"Aditya Samaroo, M. McGuigan","doi":"10.1109/NYSDS.2018.8538950","DOIUrl":"https://doi.org/10.1109/NYSDS.2018.8538950","url":null,"abstract":"IBM has developed an API allowing users to build and execute quantum programs on their quantum computers built using superconducting circuits, ranging from 4 to 20 qubits. Using the SSH model as our system to study, we compare the accuracy of the ground state found classically to the ground state calculated by the variational quantum eigensolver. We also explore how varying parameters such as number of qubits, quantum depth and shots affected the accuracy of the algorithm.","PeriodicalId":366010,"journal":{"name":"2018 New York Scientific Data Summit (NYSDS)","volume":"13 2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132958294","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}