{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T08:06:55Z","timestamp":1648886815141},"reference-count":0,"publisher":"World Scientific Pub Co Pte Lt","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[1991,10]]},"abstract":"<jats:p> We have spent the last several years investigating likely roles for neural network technology in the automatic active underwater sonar classifier development process, including exploration of both the improvement of in-service sonar systems and the creation of new ones. Currently, numerous classifier studies place emphasis on comparing class distinction performance figures of neural networks to those of traditional classifiers. We find that, for active sonar classifiers, this approach provides an incomplete and sometimes misleading assessment of the value of neural network technology. It is demonstrated that it is meaningful to divide the classifier development process into its phases and evaluate the influence that the neural network approach has on each phase. Conclusions are drawn on the potential impact of neural network technology on the active sonar classifier development field, which may help provide motivation for areas of future research. <\/jats:p>","DOI":"10.1142\/s0218001491000375","type":"journal-article","created":{"date-parts":[[2004,11,26]],"date-time":"2004-11-26T20:43:01Z","timestamp":1101501781000},"page":"645-654","source":"Crossref","is-referenced-by-count":2,"title":["AN ASSSESSMENT OF THE IMPACT OF NEURAL NETWORK TECHNOLOGY ON AUTOMATIC ACTIVE SONAR CLASSIFIER DEVELOPMENT"],"prefix":"10.1142","volume":"05","author":[{"given":"THOMAS B.","family":"HALEY","sequence":"first","affiliation":[{"name":"Software Development Branch,  Code 8124, Naval Underwater Systems Center, Newport, RI 02841-5047, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001491000375","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T12:39:43Z","timestamp":1565181583000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218001491000375"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1991,10]]},"references-count":0,"journal-issue":{"issue":"04","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[1991,10]]}},"alternative-id":["10.1142\/S0218001491000375"],"URL":"https:\/\/doi.org\/10.1142\/s0218001491000375","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"value":"0218-0014","type":"print"},{"value":"1793-6381","type":"electronic"}],"subject":[],"published":{"date-parts":[[1991,10]]}}}