{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,25]],"date-time":"2025-07-25T10:24:30Z","timestamp":1753439070398,"version":"3.41.0"},"reference-count":50,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2012,5,1]],"date-time":"2012-05-01T00:00:00Z","timestamp":1335830400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGKDD Explor. Newsl."],"published-print":{"date-parts":[[2012,5]]},"abstract":"<jats:p>We present our early explorations into developing a data mining based approach for enhancing the quality of textbooks. We describe a diagnostic tool to algorithmically identify deficient sections in textbooks. We also discuss techniques for algorithmically augmenting textbook sections with links to selective content mined from the Web. Our evaluation, employing widely-used textbooks from India, indicates that developing technological approaches to help improve textbooks holds promise.<\/jats:p>","DOI":"10.1145\/2207243.2207246","type":"journal-article","created":{"date-parts":[[2012,5,7]],"date-time":"2012-05-07T18:47:42Z","timestamp":1336416462000},"page":"7-19","update-policy":"https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":22,"title":["Data mining for improving textbooks"],"prefix":"10.1145","volume":"13","author":[{"given":"Rakesh","family":"Agrawal","sequence":"first","affiliation":[{"name":"Search Labs, Microsoft Research, Mountain View, CA, USA"}]},{"given":"Sreenivas","family":"Gollapudi","sequence":"additional","affiliation":[{"name":"Search Labs, Microsoft Research, Mountain View, CA, USA"}]},{"given":"Anitha","family":"Kannan","sequence":"additional","affiliation":[{"name":"Search Labs, Microsoft Research, Mountain View, CA, USA"}]},{"given":"Krishnaram","family":"Kenthapadi","sequence":"additional","affiliation":[{"name":"Search Labs, Microsoft Research, Mountain View, CA, USA"}]}],"member":"320","published-online":{"date-parts":[[2012,5]]},"reference":[{"key":"e_1_2_1_1_1","unstructured":"Improving India's Education System through Information Technology. IBM 2005.  Improving India's Education System through Information Technology. IBM 2005."},{"key":"e_1_2_1_2_1","doi-asserted-by":"crossref","unstructured":"S. Abney. Parsing by chunks. Principle-based parsing 1991.  S. Abney. Parsing by chunks. Principle-based parsing 1991.","DOI":"10.1007\/978-94-011-3474-3_10"},{"volume-title":"The Brookings Institution","year":"2011","author":"Adams A.","key":"e_1_2_1_3_1"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2063576.2063843"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/1963192.1963362"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1926180.1926204"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-4573(00)00046-7"},{"key":"e_1_2_1_8_1","doi-asserted-by":"crossref","unstructured":"K. Bakewell. Research in indexing: more needed? Indexer 18(3) 1993.  K. Bakewell. Research in indexing: more needed? Indexer 18(3) 1993.","DOI":"10.3828\/indexer.1992.18.1.1"},{"volume-title":"Wiley-Blackwell","year":"1998","author":"Chambliss M.","key":"e_1_2_1_9_1"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/509907.509965"},{"volume-title":"Lawrence Erlbaum","year":"2008","author":"Coiro J.","key":"e_1_2_1_11_1"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0029067"},{"volume-title":"AIED","year":"2007","author":"Csomai A.","key":"e_1_2_1_13_1"},{"key":"e_1_2_1_14_1","unstructured":"E. Dale and J. Chall. A formula for predicting readability. Educational research bulletin 27(1) 1948.  E. Dale and J. Chall. A formula for predicting readability. Educational research bulletin 27(1) 1948."},{"volume-title":"Basic Books","year":"2009","author":"Downes L.","key":"e_1_2_1_15_1"},{"volume-title":"Impact Information","year":"2004","author":"DuBay W.","key":"e_1_2_1_16_1"},{"key":"e_1_2_1_17_1","doi-asserted-by":"crossref","unstructured":"I. Fang. By computer: Flesch's reading ease score and a syllable counter. Behavioral Science 13(3) 1968.  I. Fang. By computer: Flesch's reading ease score and a syllable counter. Behavioral Science 13(3) 1968.","DOI":"10.1002\/bs.3830130312"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/7287.001.0001"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2369220.2369233"},{"key":"e_1_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.5555\/2137739"},{"key":"e_1_2_1_21_1","unstructured":"J. Gillies and J. Quijada. Opportunity to learn: A high impact strategy for improving educational outcomes in developing countries. USAID Educational Quality Improvement Program (EQUIP2) 2008.  J. Gillies and J. Quijada. Opportunity to learn: A high impact strategy for improving educational outcomes in developing countries. USAID Educational Quality Improvement Program (EQUIP2) 2008."},{"issue":"1","key":"e_1_2_1_22_1","volume":"1","author":"Glewwe P.","year":"2009","journal-title":"Textbooks and test scores in Kenya. American Economic Journal: Applied Economics"},{"key":"e_1_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/1183614.1183683"},{"volume-title":"University of Chicago Press","year":"1935","author":"Gray W.","key":"e_1_2_1_24_1"},{"volume-title":"World Bank","year":"2007","author":"Hanushek E. A.","key":"e_1_2_1_25_1"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/1321440.1321476"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/1835449.1835499"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/1869086.1869094"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.5555\/1885821.1885836"},{"volume-title":"Scandinavian University Press","year":"1992","author":"Johnsen E. B.","key":"e_1_2_1_30_1"},{"key":"e_1_2_1_31_1","doi-asserted-by":"crossref","unstructured":"J. S. Justeson and S. M. Katz. Technical terminology: Some linguistic properties and an algorithm for indentification in text. Natural Language Engineering 1(1) 1995.  J. S. Justeson and S. M. Katz. Technical terminology: Some linguistic properties and an algorithm for indentification in text. Natural Language Engineering 1(1) 1995.","DOI":"10.1017\/S1351324900000048"},{"volume-title":"KDD","year":"1997","author":"Lent B.","key":"e_1_2_1_33_1"},{"volume-title":"Advances in Automatic Text Summarization","year":"1999","author":"Marcu D.","key":"e_1_2_1_34_1"},{"volume-title":"Columbia University Teachers College Press","year":"1926","author":"McCall W.","key":"e_1_2_1_35_1"},{"volume-title":"Frontline","year":"2002","author":"Menon P.","key":"e_1_2_1_36_1"},{"volume-title":"The Improving Educational Quality Project","year":"1994","author":"Moulton J.","key":"e_1_2_1_37_1"},{"volume-title":"University of Chicago Press","year":"2005","author":"Mulvany N.","key":"e_1_2_1_38_1"},{"issue":"3","key":"e_1_2_1_39_1","volume":"5","author":"Panjwani S.","year":"2009","journal-title":"International Journal of Education and Development using Information and Communication Technology"},{"volume-title":"Dover","year":"1998","author":"Papadimitriou C.","key":"e_1_2_1_40_1"},{"key":"e_1_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511606076"},{"key":"e_1_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1561\/1900000003"},{"volume-title":"UNESCO","year":"1989","author":"Seguin R.","key":"e_1_2_1_43_1"},{"volume-title":"Greenwood Press","year":"1999","author":"Speck B. W.","key":"e_1_2_1_44_1"},{"key":"e_1_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.3115\/1073445.1073478"},{"volume-title":"World Bank","year":"1990","author":"Verspoor A.","key":"e_1_2_1_46_1"},{"volume-title":"NAACL-HLT","year":"2010","author":"Wang K.","key":"e_1_2_1_47_1"},{"volume-title":"Garland","year":"1988","author":"Woodward A.","key":"e_1_2_1_48_1"},{"volume-title":"Oxford University Press","year":"1999","key":"e_1_2_1_49_1"},{"key":"e_1_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1075\/z.htm2"},{"key":"e_1_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/1871437.1871572"}],"container-title":["ACM SIGKDD Explorations Newsletter"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/dl.acm.org\/doi\/10.1145\/2207243.2207246","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/dl.acm.org\/doi\/pdf\/10.1145\/2207243.2207246","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T09:20:55Z","timestamp":1750238455000},"score":1,"resource":{"primary":{"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/dl.acm.org\/doi\/10.1145\/2207243.2207246"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,5]]},"references-count":50,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2012,5]]}},"alternative-id":["10.1145\/2207243.2207246"],"URL":"https:\/\/linproxy.fan.workers.dev:443\/https\/doi.org\/10.1145\/2207243.2207246","relation":{},"ISSN":["1931-0145","1931-0153"],"issn-type":[{"type":"print","value":"1931-0145"},{"type":"electronic","value":"1931-0153"}],"subject":[],"published":{"date-parts":[[2012,5]]},"assertion":[{"value":"2012-05-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}