{"id":180,"date":"2018-07-12T05:41:19","date_gmt":"2018-07-12T05:41:19","guid":{"rendered":"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/?post_type=chapter&#038;p=180"},"modified":"2018-08-02T10:19:31","modified_gmt":"2018-08-02T10:19:31","slug":"lagrange-interpolation","status":"publish","type":"chapter","link":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/chapter\/lagrange-interpolation\/","title":{"rendered":"Lagrange Interpolation"},"content":{"raw":"&nbsp;\r\n<p style=\"text-align: justify\"><strong>1. Why and what is Interpolation?<\/strong><\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\">There are many real situations in which a process \/ phenomena is observed at certain intervals of time, as it may be difficult or impossible to observe and record such process continuously. However, for certain purposes, it is required to know the status of the process at some instance within the period, over which the observations are recorded.<\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\">For example, population senses of a country are taken after every 5 \/ 10 years, say, in 1995, 2000, 2005, 2010, and 2015 and suppose the government wants to know the effectiveness of certain populist measures in 2009, for which the estimate of population in 2009 is required.<\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\">As another example, in a black &amp; white digital image various grey levels z are recorded at certain grid points depending on the resolution of the image. To get exact analogue image, grey level estimates at the intermediate positions or a functional representation of a grey level, say, z = g(x, y) at each positional point (x, y), is required.<\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\">In the above examples, there are two types of variables associated with the process, a dependent variable (population \/ grey level) and an independent variable (year\/ co-ordinates of a point). The observations are recorded in the form of values of dependent variables corresponding to certain discrete values of independent variables.<\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\">The technique of determining the values of a dependent variable at some intermediate values of independent variables (i. e. Values in the domain over which the observations are made) from the observed discrete data points is called Interpolation. If the values of the dependent variables are required to be determined at the values of the independent variables outside the domain of observation, then the technique is called Extrapolation.<\/p>\r\n&nbsp;\r\n<p style=\"text-align: justify\"><img class=\"aligncenter wp-image-187 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671.jpg\" alt=\"\" width=\"1285\" height=\"531\" \/> <img class=\"aligncenter wp-image-186 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357.jpg\" alt=\"\" width=\"1309\" height=\"1964\" \/> <img class=\"aligncenter wp-image-185 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_3-e1533204986453.jpg\" alt=\"\" width=\"1292\" height=\"1958\" \/> <img class=\"aligncenter wp-image-184 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133.jpg\" alt=\"\" width=\"1298\" height=\"1941\" \/> <img class=\"aligncenter wp-image-183 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_5-e1533205047622.jpg\" alt=\"\" width=\"1240\" height=\"1711\" \/> <img class=\"aligncenter wp-image-182 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168.jpg\" alt=\"\" width=\"1303\" height=\"1894\" \/> <img class=\"aligncenter wp-image-181 \" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820.jpg\" alt=\"\" width=\"801\" height=\"1140\" \/><\/p>\r\n<strong>Additional\u00a0Reading material:<\/strong>\r\n\r\n&nbsp;\r\n<div>1.\u00a0Steven C Chapra &amp; Raymond Canale: N. Methods for Engineers, 5th Ed. TMH, 2009<\/div>\r\n<div>2. Conte Samuel D. &amp; Carl de Boor: Elementary N A \u2013An Algorithmic approach, 3rd Ed., TMH, 2005.<\/div>\r\n<div>3. Alfio Quarteroni, Recardo Sacco, Fausto Saleri: N. Mathematics (Text in Applied Math.) 2nd\u00a0Ed. SV, 2007<\/div>\r\n<div>4. Richard L. Burden &amp; J. Douglas Faires: N A\u2013 Theory &amp; Applications, Cengage Learning, 2005.<\/div>\r\n<div>5. Won Y. Yang, Wenwu Cao, Tae -Sang Chung, &amp; John Morris: Applied NM Using Matlab, WSE, 2005<\/div>\r\n<div>6. Kendall Atkinson &amp; Weimin Han: Elimentary Numerical Analysis, Third edition, Wiley Dreamtech India(P) Ltd., 2004.<\/div>\r\n<div>7. Matheus Grasselli &amp; Dimitry Pelinovsky: Numerical Mathematics, Narosa Publishing House, 2009.<\/div>\r\n<div>8.\u00a0s. s. ssatry: Introductory Methods of Numerical Analysis, PHI, 1989.<\/div>\r\n<div>9.\u00a0Polynomial interpolation,From Wikipedia, the free encyclopaedia.<\/div>","rendered":"<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><strong>1. Why and what is Interpolation?<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">There are many real situations in which a process \/ phenomena is observed at certain intervals of time, as it may be difficult or impossible to observe and record such process continuously. However, for certain purposes, it is required to know the status of the process at some instance within the period, over which the observations are recorded.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">For example, population senses of a country are taken after every 5 \/ 10 years, say, in 1995, 2000, 2005, 2010, and 2015 and suppose the government wants to know the effectiveness of certain populist measures in 2009, for which the estimate of population in 2009 is required.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">As another example, in a black &amp; white digital image various grey levels z are recorded at certain grid points depending on the resolution of the image. To get exact analogue image, grey level estimates at the intermediate positions or a functional representation of a grey level, say, z = g(x, y) at each positional point (x, y), is required.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">In the above examples, there are two types of variables associated with the process, a dependent variable (population \/ grey level) and an independent variable (year\/ co-ordinates of a point). The observations are recorded in the form of values of dependent variables corresponding to certain discrete values of independent variables.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">The technique of determining the values of a dependent variable at some intermediate values of independent variables (i. e. Values in the domain over which the observations are made) from the observed discrete data points is called Interpolation. If the values of the dependent variables are required to be determined at the values of the independent variables outside the domain of observation, then the technique is called Extrapolation.<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-187 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671.jpg\" alt=\"\" width=\"1285\" height=\"531\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671.jpg 1285w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-300x124.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-768x317.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-1024x423.jpg 1024w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-65x27.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-225x93.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_1-e1533204904671-350x145.jpg 350w\" sizes=\"auto, (max-width: 1285px) 100vw, 1285px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-186 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357.jpg\" alt=\"\" width=\"1309\" height=\"1964\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357.jpg 1309w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-200x300.jpg 200w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-768x1152.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-682x1024.jpg 682w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-65x98.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-225x338.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_2-e1533204958357-350x525.jpg 350w\" sizes=\"auto, (max-width: 1309px) 100vw, 1309px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-185 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_3-e1533204986453.jpg\" alt=\"\" width=\"1292\" height=\"1958\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_3-e1533204986453.jpg 1292w, 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1292px) 100vw, 1292px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-184 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133.jpg\" alt=\"\" width=\"1298\" height=\"1941\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133.jpg 1298w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133-201x300.jpg 201w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133-768x1148.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_4-e1533205017133-685x1024.jpg 685w, 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1240px) 100vw, 1240px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-182 size-full\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168.jpg\" alt=\"\" width=\"1303\" height=\"1894\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168.jpg 1303w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-206x300.jpg 206w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-768x1116.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-704x1024.jpg 704w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-65x94.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-225x327.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_6-e1533205081168-350x509.jpg 350w\" sizes=\"auto, (max-width: 1303px) 100vw, 1303px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-181\" src=\"http:\/\/itp15.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820.jpg\" alt=\"\" width=\"801\" height=\"1140\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820.jpg 733w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820-211x300.jpg 211w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820-719x1024.jpg 719w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820-65x93.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820-225x320.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-content\/uploads\/sites\/26\/2018\/07\/1505729129e-PG-pathshala-Interpolation_Page_7-e1533205110820-350x498.jpg 350w\" sizes=\"auto, (max-width: 801px) 100vw, 801px\" \/><\/p>\n<p><strong>Additional\u00a0Reading material:<\/strong><\/p>\n<p>&nbsp;<\/p>\n<div>1.\u00a0Steven C Chapra &amp; Raymond Canale: N. Methods for Engineers, 5th Ed. TMH, 2009<\/div>\n<div>2. Conte Samuel D. &amp; Carl de Boor: Elementary N A \u2013An Algorithmic approach, 3rd Ed., TMH, 2005.<\/div>\n<div>3. Alfio Quarteroni, Recardo Sacco, Fausto Saleri: N. Mathematics (Text in Applied Math.) 2nd\u00a0Ed. SV, 2007<\/div>\n<div>4. Richard L. Burden &amp; J. Douglas Faires: N A\u2013 Theory &amp; Applications, Cengage Learning, 2005.<\/div>\n<div>5. Won Y. Yang, Wenwu Cao, Tae -Sang Chung, &amp; John Morris: Applied NM Using Matlab, WSE, 2005<\/div>\n<div>6. Kendall Atkinson &amp; Weimin Han: Elimentary Numerical Analysis, Third edition, Wiley Dreamtech India(P) Ltd., 2004.<\/div>\n<div>7. Matheus Grasselli &amp; Dimitry Pelinovsky: Numerical Mathematics, Narosa Publishing House, 2009.<\/div>\n<div>8.\u00a0s. s. ssatry: Introductory Methods of Numerical Analysis, PHI, 1989.<\/div>\n<div>9.\u00a0Polynomial interpolation,From Wikipedia, the free encyclopaedia.<\/div>\n","protected":false},"author":4,"menu_order":11,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":["dr-v-d-pathak"],"pb_section_license":""},"chapter-type":[],"contributor":[59],"license":[],"class_list":["post-180","chapter","type-chapter","status-publish","hentry","contributor-dr-v-d-pathak"],"part":3,"_links":{"self":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapters\/180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/wp\/v2\/users\/4"}],"version-history":[{"count":4,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapters\/180\/revisions"}],"predecessor-version":[{"id":517,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapters\/180\/revisions\/517"}],"part":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/parts\/3"}],"metadata":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapters\/180\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/wp\/v2\/media?parent=180"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/pressbooks\/v2\/chapter-type?post=180"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/wp\/v2\/contributor?post=180"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/itp15\/wp-json\/wp\/v2\/license?post=180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}