Archive: Conference<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n***<\/span><\/p>\n\n\n\n| <\/td>\n | \nMachine Learning, Regression and Numerical Optimization<\/span><\/b><\/strong><\/span><\/div>\n<\/td>\n| <\/td>\n<\/tr>\n | \n| <\/td>\n | \nBiswa\u00a0 Nath Datta*<\/span> \n<\/strong><\/span><\/div>\n<\/td>\n<\/td>\n<\/tr>\n | \n| <\/td>\n | <\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | <\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | \nAbstract:\u00a0<\/strong>\u201cMachine Learning\u201d is a scientific study of algorithms and statistical models that computer systems use to effectively perform a specific task without using specific instructions. It is viewed as a subject of Artificial Intelligence. This is an emerging area of study and research, and has found applications in solutions of a wide variety of practical -life problems, arising in , for example, manufacturing, computer vision, financial market analysis, handwriting recognition, image and speech recognition,\u00a0 medical diagnosis, health care and social media.<\/span><\/span><\/div>\nRegression is a well-known statistical modeling technique to establish a meaningful relationship between independent and dependent variables.<\/div>\n The development of machine-learning algorithms with real or continuous -valued output data gives rise to regression problems, which in turn, require techniques of optimizations for their solutions.<\/div>\n After giving a brief overview of the subject of machine-learning, it will be shown how and what sort of regression problems arise in the study of machine-learning,\u00a0\u00a0 and then discuss in some details numerically viable algorithms for optimization which can be gainfully employed to effectively solve these regressions problems.<\/div>\n The talk is rather elementary in nature and interdisciplinary. It should be accessible and beneficial to a wide variety of audience, ranging from mathematics, computer science, statistics, medical and health sciences, signal and image processing engineering, and many others. In particular, it should provide a strong incentive to the educators to develop an interdisciplinary course or curriculum along the line of the subject matter of this talk.<\/div>\n<\/td>\n <\/td>\n<\/tr>\n | \n| <\/td>\n | <\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | <\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | \u00a0 <\/a><\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | * <\/span>IEEE Fellow, Distinguished Research Professor<\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | \u00a0.<\/span> Northern Illinois University, Dekalb<\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | \u00a0.<\/span>USA<\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | \u00a0.<\/span>E-mail: profbiswa@yahoo.com<\/td>\n | <\/td>\n<\/tr>\n | \n| <\/td>\n | <\/td>\n | <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n **********************************<\/span> \n <\/p>\n","protected":false},"excerpt":{"rendered":"Conference: Home | Paper\/Poster Submission | Organizing Committee | Pre-Conference | Speakers | Archive: Conference *** Machine Learning, Regression and Numerical Optimization Biswa\u00a0 Nath Datta* Abstract:\u00a0\u201cMachine Learning\u201d is a scientific study of algorithms and statistical models that computer systems use to effectively perform a specific task without using specific instructions. It is viewed as a […]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-3387","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/pages\/3387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/comments?post=3387"}],"version-history":[{"count":0,"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/pages\/3387\/revisions"}],"wp:attachment":[{"href":"https:\/\/banglabet-bd.net\/stat\/wp-json\/wp\/v2\/media?parent=3387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}} | | | |