{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T11:04:59Z","timestamp":1753355099438,"version":"3.40.3"},"publisher-location":"Cham","reference-count":11,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030295509"},{"type":"electronic","value":"9783030295516"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-29551-6_42","type":"book-chapter","created":{"date-parts":[[2019,8,20]],"date-time":"2019-08-20T16:04:02Z","timestamp":1566317042000},"page":"472-480","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Deep Neighbor Embedding for Evaluation of Large Portfolios of Variable Annuities"],"prefix":"10.1007","author":[{"given":"Xiaojuan","family":"Cheng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guojun","family":"Gan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,8,21]]},"reference":[{"key":"42_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"716","DOI":"10.1007\/978-3-030-29894-4_57","volume-title":"PRICAI 2019: Trends in Artificial Intelligence","author":"X Cheng","year":"2019","unstructured":"Cheng, X., Luo, W., Gan, G., Li, G.: Fast valuation of large portfolios of variable annuities via transfer learning. In: Nayak, A.C., Sharma, A. (eds.) PRICAI 2019. LNCS, vol. 11672, pp. 716\u2013728. Springer, Cham (2019)"},{"issue":"3","key":"42_CR2","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1016\/j.insmatheco.2013.09.021","volume":"53","author":"G Gan","year":"2013","unstructured":"Gan, G.: Application of data clustering and machine learning in variable annuity valuation. Insur. Math. Econ. 53(3), 795\u2013801 (2013)","journal-title":"Insur. Math. Econ."},{"key":"42_CR3","doi-asserted-by":"crossref","unstructured":"Gan, G.: Application of metamodeling to the valuation of large variable annuity portfolios. In: Proceedings of the Winter Simulation Conference, pp. 1103\u20131114 (2015)","DOI":"10.1109\/WSC.2015.7408237"},{"key":"42_CR4","doi-asserted-by":"crossref","unstructured":"Gan, G., Huang, J.X.: A data mining framework for valuing large portfolios of variable annuities. In: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD 2017, pp. 1467\u20131475 (2017)","DOI":"10.1145\/3097983.3098013"},{"key":"42_CR5","first-page":"382","volume":"4","author":"G Gan","year":"2016","unstructured":"Gan, G., Valdez, E.: An empirical comparison of some experimental designs for the valuation of large variable annuity portfolios. Dep. Model. 4, 382\u2013400 (2016)","journal-title":"Dep. Model."},{"issue":"3","key":"42_CR6","doi-asserted-by":"crossref","first-page":"31","DOI":"10.3390\/data3030031","volume":"3","author":"G Gan","year":"2018","unstructured":"Gan, G., Valdez, E.: Nested stochastic valuation of large variable annuity portfolios: Monte Carlo simulation and synthetic datasets. Data 3(3), 31 (2018)","journal-title":"Data"},{"issue":"1","key":"42_CR7","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1080\/10920277.2017.1366863","volume":"22","author":"G Gan","year":"2018","unstructured":"Gan, G., Valdez, E.A.: Regression modeling for the valuation of large variable annuity portfolios. North Am. Actuarial J. 22(1), 40\u201354 (2018)","journal-title":"North Am. Actuarial J."},{"issue":"3","key":"42_CR8","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1287\/inte.5.3.21","volume":"5","author":"JPC Kleijnen","year":"1975","unstructured":"Kleijnen, J.P.C.: A comment on blanning\u2019s \u201cmetamodel for sensitivity analysis: The regression metamodel in simulation\u201d. Interfaces 5(3), 21\u201323 (1975)","journal-title":"Interfaces"},{"key":"42_CR9","first-page":"2579","volume":"9","author":"L Maaten van der","year":"2008","unstructured":"van der Maaten, L., Hinton, G.: Visualizing data using t-SNE. JMLR 9, 2579\u20132605 (2008)","journal-title":"JMLR"},{"key":"42_CR10","doi-asserted-by":"crossref","unstructured":"McInnes, L., Healy, J., Melville, J.: UMAP: uniform manifold approximation and projection for dimension reduction. arXiv preprint arXiv:1802.03426 (2018)","DOI":"10.21105\/joss.00861"},{"issue":"5500","key":"42_CR11","doi-asserted-by":"publisher","first-page":"2319","DOI":"10.1126\/science.290.5500.2319","volume":"290","author":"JB Tenenbaum","year":"2000","unstructured":"Tenenbaum, J.B., De Silva, V., Langford, J.C.: A global geometric framework for nonlinear dimensionality reduction. Science 290(5500), 2319\u20132323 (2000)","journal-title":"Science"}],"container-title":["Lecture Notes in Computer Science","Knowledge Science, Engineering and Management"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-29551-6_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,25]],"date-time":"2022-09-25T23:39:50Z","timestamp":1664149190000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-29551-6_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030295509","9783030295516"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-29551-6_42","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"21 August 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"KSEM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Knowledge Science, Engineering and Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Athens","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Greece","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 August 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 August 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ksem2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ksem.conferences.academy\/index.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"easychair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"240","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"77","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"26","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"32% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}