{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T04:14:51Z","timestamp":1748751291257,"version":"3.41.0"},"publisher-location":"Cham","reference-count":42,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319275420"},{"type":"electronic","value":"9783319275437"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-27543-7_4","type":"book-chapter","created":{"date-parts":[[2016,1,5]],"date-time":"2016-01-05T15:48:46Z","timestamp":1452008926000},"page":"78-98","source":"Crossref","is-referenced-by-count":2,"title":["Real-Time Tear Film Classification Through Cost-Based Feature Selection"],"prefix":"10.1007","author":[{"given":"Ver\u00f3nica","family":"Bol\u00f3n-Canedo","sequence":"first","affiliation":[]},{"given":"Beatriz","family":"Remeseiro","sequence":"additional","affiliation":[]},{"given":"Noelia","family":"S\u00e1nchez-Maro\u00f1o","sequence":"additional","affiliation":[]},{"given":"Amparo","family":"Alonso-Betanzos","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,1,6]]},"reference":[{"issue":"1","key":"4_CR1","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1097\/00003226-199801000-00007","volume":"17","author":"S Pflugfelder","year":"1998","unstructured":"Pflugfelder, S., Tseng, S., Sanabria, O., Kell, H., Garcia, C., Felix, C., Feuer, W., Reis, B.: Evaluation of subjective assessments and objective diagnostic tests for diagnosing tear-film disorders known to cause ocular irritation. Cornea 17(1), 38\u201356 (1998)","journal-title":"Cornea"},{"key":"4_CR2","volume-title":"Anatomy of the Eye and Orbit","author":"E Wolff","year":"1954","unstructured":"Wolff, E.: Anatomy of the Eye and Orbit, 4th edn. H.K. Lewis and Co., London (1954)","edition":"4"},{"issue":"4","key":"4_CR3","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1097\/00003226-199807000-00006","volume":"17","author":"M Rolando","year":"1998","unstructured":"Rolando, M., Iester, M., Macr\u00ed, A., Calabria, G.: Low spatial-contrast sensitivity in dry eyes. Cornea 17(4), 376\u2013379 (1998)","journal-title":"Cornea"},{"issue":"2","key":"4_CR4","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/S1542-0124(12)70081-2","volume":"5","author":"MA Lemp","year":"2007","unstructured":"Lemp, M.A., Baudouin, C., Baum, J., Dogru, M., Foulks, G.N., Kinoshita, S., Laibson, P., McCulley, J., Murube, J., Pfugfelder, S.C., Rolando, M., Toda, I.: The definition and classification of dry eye disease: report of the definition and classification subcommittee of the international dry eye workshop. Ocul. Surf. 5(2), 75\u201392 (2007)","journal-title":"Ocul. Surf."},{"issue":"4","key":"4_CR5","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1007\/s11882-004-0077-2","volume":"4","author":"PD O\u2019Brien","year":"2004","unstructured":"O\u2019Brien, P.D., Collum, L.M.: Dry eye: diagnosis and current treatment strategies. Curr. Allergy Asthma Rep. 4(4), 314\u2013319 (2004)","journal-title":"Curr. Allergy Asthma Rep."},{"key":"4_CR6","volume-title":"Tearscope Plus Clinical Handbook and Tearscope Plus Instructions","author":"JP Guillon","year":"1997","unstructured":"Guillon, J.P., Guillon, M.: Tearscope Plus Clinical Handbook and Tearscope Plus Instructions. Keeler Ltd., Keeler Inc, Windsor, Broomall (1997)"},{"issue":"Suppl 1","key":"4_CR7","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/S1367-0484(98)80035-0","volume":"21","author":"JP Guillon","year":"1998","unstructured":"Guillon, J.P.: Non-invasive tearscope plus routine for contact lens fitting. Contact Lens & Anterior Eye 21(Suppl 1), 31\u201340 (1998)","journal-title":"Contact Lens & Anterior Eye"},{"key":"4_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1007\/978-3-642-21498-1_9","volume-title":"Advances in Computational Intelligence","author":"L Ramos","year":"2011","unstructured":"Ramos, L., Penas, M., Remeseiro, B., Mosquera, A., Barreira, N., Yebra-Pimentel, E.: Texture and color analysis for the automatic classification of the eye lipid layer. In: Cabestany, J., Rojas, I., Joya, G. (eds.) IWANN 2011, Part II. LNCS, vol. 6692, pp. 66\u201373. Springer, Heidelberg (2011)"},{"key":"4_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2012\/207315","volume":"2012","author":"B Remeseiro","year":"2012","unstructured":"Remeseiro, B., Penas, M., Mosquera, A., Novo, J., Penedo, M.G., Yebra-Pimentel, E.: Statistical comparison of classifiers applied to the interferential tear film lipid layer automatic classification. Comput. Math. Methods Med. 2012, 1\u201310 (2012)","journal-title":"Comput. Math. Methods Med."},{"key":"4_CR10","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.cmpb.2013.04.007","volume":"111","author":"B Remeseiro","year":"2013","unstructured":"Remeseiro, B., Penas, M., Barreira, N., Mosquera, A., Novo, J., Garc\u00eda-Res\u00faa, C.: Automatic classification of the interferential tear film lipid layer using colour texture analysis. Comput. Methods Programs Biomed. 111, 93\u2013103 (2013)","journal-title":"Comput. Methods Programs Biomed."},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Remeseiro, B., Mosquera, A., Penedo, M.G., Garc\u00eda-Res\u00faa, C.: Tear film maps based on the lipid interference patterns. In: Proceedings of the 6th International Conference on Agents and Artificial Intelligence, pp. 732\u2013739 (2014)","DOI":"10.5220\/0004926307320739"},{"key":"4_CR12","doi-asserted-by":"crossref","unstructured":"Remeseiro, B., Mosquera, A., Penedo, M.G.: CASDES: a computer-aided system to support dry eye diagnosis based on tear film maps. IEEE J. Biomed. Health Inform. (2015, in press)","DOI":"10.1109\/JBHI.2015.2419316"},{"key":"4_CR13","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-540-35488-8","volume-title":"Feature Extraction: Foundations and Applications","author":"I Guyon","year":"2006","unstructured":"Guyon, I.: Feature Extraction: Foundations and Applications, vol. 207. Springer, Heidelberg (2006)"},{"issue":"4","key":"4_CR14","doi-asserted-by":"publisher","first-page":"1485","DOI":"10.1109\/JBHI.2013.2294732","volume":"18","author":"B Remeseiro","year":"2014","unstructured":"Remeseiro, B., Bolon-Canedo, V., Peteiro-Barral, D., Alonso-Betanzos, A., Guijarro-Berdi\u00f1as, B., Mosquera, A., Penedo, M.G., S\u00e1nchez-Maro\u00f1o, N.: A methodology for improving tear film lipid layer classification. IEEE J. Biomed. Health Inf. 18(4), 1485\u20131493 (2014)","journal-title":"IEEE J. Biomed. Health Inf."},{"issue":"7","key":"4_CR15","doi-asserted-by":"publisher","first-page":"2481","DOI":"10.1016\/j.patcog.2014.01.008","volume":"47","author":"V Bol\u00f3n-Canedo","year":"2014","unstructured":"Bol\u00f3n-Canedo, V., Porto-D\u00edaz, I., S\u00e1nchez-Maro\u00f1o, N., Alonso-Betanzos, A.: A framework for cost-based feature selection. Pattern Recogn. 47(7), 2481\u20132489 (2014)","journal-title":"Pattern Recogn."},{"key":"4_CR16","doi-asserted-by":"crossref","unstructured":"Bol\u00f3n-Canedo, V., Remeseiro, B., S\u00e1nchez-Maro\u00f1o, N., Alonso-Betanzos, A.: mC-ReliefF: an extension of relieff for cost-based feature selection. In: Proceedings of the 6th International Conference on Agents and Artificial Intelligence, pp. 42\u201351 (2014)","DOI":"10.5220\/0004756800420051"},{"issue":"8","key":"4_CR17","doi-asserted-by":"publisher","first-page":"866","DOI":"10.1097\/ICO.0b013e31816f630e","volume":"27","author":"M Rolando","year":"2008","unstructured":"Rolando, M., Valente, C., Barabino, S.: New test to quantify lipid layer behavior in healthy subjects and patients with keratoconjunctivitis sicca. Cornea 27(8), 866\u2013870 (2008)","journal-title":"Cornea"},{"issue":"4","key":"4_CR18","doi-asserted-by":"publisher","first-page":"536","DOI":"10.1097\/ICO.0b013e31824d0d04","volume":"32","author":"C Garc\u00eda-Res\u00faa","year":"2013","unstructured":"Garc\u00eda-Res\u00faa, C., Gir\u00e1ldez-Fern\u00e1ndez, M.J., Penedo, M.G., Calvo, D., Penas, M., Yebra-Pimentel, E.: New software application for clarifying tear film lipid layer patterns. Cornea 32(4), 536\u2013546 (2013)","journal-title":"Cornea"},{"issue":"9","key":"4_CR19","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1111\/j.1478-4408.1976.tb03301.x","volume":"92","author":"K McLaren","year":"1976","unstructured":"McLaren, K.: The development of the CIE 1976 (L*a*b) uniform colour-space and colour-difference formula. J. Soc. Dyers Colour. 92(9), 338\u2013341 (1976)","journal-title":"J. Soc. Dyers Colour."},{"key":"4_CR20","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"RM Haralick","year":"1973","unstructured":"Haralick, R.M., Shanmugam, K., Dinstein, I.: Texture features for image classification. IEEE Trans. Syst. Man Cybern. 3, 610\u2013621 (1973)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"4_CR21","unstructured":"Bradski, G.: The OpenCV Library. Dr. Dobb\u2019s J. Softw. Tools (2000)"},{"key":"4_CR22","first-page":"249","volume":"31","author":"SB Kotsiantis","year":"2007","unstructured":"Kotsiantis, S.B.: Supervised machine learning: a review of classification techniques. Informatica 31, 249\u2013268 (2007)","journal-title":"Informatica"},{"issue":"2","key":"4_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1023\/A:1009715923555","volume":"2","author":"C Burges","year":"1998","unstructured":"Burges, C.: A tutorial on support vector machines for pattern recognition. Data Min. Knowl. Disc. 2(2), 1\u201347 (1998)","journal-title":"Data Min. Knowl. Disc."},{"issue":"2","key":"4_CR24","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1109\/5254.671091","volume":"13","author":"J Yang","year":"1998","unstructured":"Yang, J., Honavar, V.: Feature subset selection using a genetic algorithm. IEEE Intell. Syst. Appl. 13(2), 44\u201349 (1998)","journal-title":"IEEE Intell. Syst. Appl."},{"key":"4_CR25","doi-asserted-by":"crossref","unstructured":"Bahamonde, A., Bay\u00f3n, G., D\u00edez, J., Quevedo, J., Luaces, O., Del Coz, J., Alonso, J., Goyache, F.: Feature subset selection for learning preferences: a case study. In: Proceedings of the Twenty-first International Conference on Machine Learning, pp. 49\u201356. ACM (2004)","DOI":"10.1145\/1015330.1015378"},{"issue":"6","key":"4_CR26","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"SMC\u20133","author":"R Haralick","year":"1973","unstructured":"Haralick, R., Shanmugam, K., Dinstein, I.: Textural features for image classification. IEEE Trans. Syst. Man Cybern. SMC\u20133(6), 610\u2013621 (1973)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"issue":"1","key":"4_CR27","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1109\/70.68068","volume":"7","author":"J Feddema","year":"1991","unstructured":"Feddema, J., Lee, C., Mitchell, O.: Weighted selection of image features for resolved rate visual feedback control. IEEE Trans. Robot. Autom. 7(1), 31\u201347 (1991)","journal-title":"IEEE Trans. Robot. Autom."},{"issue":"405","key":"4_CR28","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1080\/01621459.1989.10478752","volume":"84","author":"J Friedman","year":"1989","unstructured":"Friedman, J.: Regularized discriminant analysis. J. Am. Stat. Assoc. 84(405), 165\u2013175 (1989)","journal-title":"J. Am. Stat. Assoc."},{"issue":"2","key":"4_CR29","doi-asserted-by":"publisher","first-page":"210","DOI":"10.1109\/TPAMI.2008.79","volume":"31","author":"J Wright","year":"2009","unstructured":"Wright, J., Yang, A., Ganesh, A., Sastry, S., Ma, Y.: Robust face recognition via sparse representation. IEEE Trans. Pattern Anal. Mach. Intell. 31(2), 210\u2013227 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"3","key":"4_CR30","doi-asserted-by":"publisher","first-page":"631","DOI":"10.1109\/TPAMI.2010.173","volume":"33","author":"D You","year":"2011","unstructured":"You, D., Hamsici, O., Martinez, A.: Kernel optimization in discriminant analysis. IEEE Trans. Pattern Anal. Mach. Intell. 33(3), 631\u2013638 (2011)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"4_CR31","first-page":"2113","volume":"15","author":"Z Xu","year":"2014","unstructured":"Xu, Z., Kusner, M., Weinberger, K., Chen, M., Chapelle, O.: Classifier cascades and trees for minimizing feature evaluation cost. J. Mach. Learn. Res. 15(1), 2113\u20132144 (2014)","journal-title":"J. Mach. Learn. Res."},{"issue":"2","key":"4_CR32","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1016\/j.eswa.2005.09.024","volume":"31","author":"C Huang","year":"2006","unstructured":"Huang, C., Wang, C.: A ga-based feature selection and parameters optimization for support vector machines. Expert Syst. Appl. 31(2), 231\u2013240 (2006)","journal-title":"Expert Syst. Appl."},{"issue":"1","key":"4_CR33","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.eswa.2006.04.010","volume":"33","author":"R Sivagaminathan","year":"2007","unstructured":"Sivagaminathan, R., Ramakrishnan, S.: A hybrid approach for feature subset selection using neural networks and ant colony optimization. Expert Syst. Appl. 33(1), 49\u201360 (2007)","journal-title":"Expert Syst. Appl."},{"key":"4_CR34","volume-title":"Data Mining: Concepts and Techniques","author":"H Jiawei","year":"2001","unstructured":"Jiawei, H., Kamber, M.: Data Mining: Concepts and Techniques. Morgan Kaufmann, San Francisco (2001)"},{"key":"4_CR35","unstructured":"Hall, M.A.: Correlation-based feature selection for machine learning. PhD thesis, The University of Waikato (1999)"},{"key":"4_CR36","volume-title":"Artificial Intelligence","author":"E Rich","year":"1991","unstructured":"Rich, E., Knight, K.: Artificial Intelligence. McGraw-Hill, New York (1991)"},{"issue":"8","key":"4_CR37","doi-asserted-by":"publisher","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"H Peng","year":"2005","unstructured":"Peng, H., Long, F., Ding, C.: Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell. 27(8), 1226\u20131238 (2005)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"4_CR38","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1007\/3-540-57868-4_57","volume-title":"Machine Learning: ECML-94","author":"I Kononenko","year":"1994","unstructured":"Kononenko, I.: Estimating attributes: analysis and extensions of RELIEF. In: Bergadano, F., De Raedt, L. (eds.) ECML 1994. LNCS, vol. 784, pp. 171\u2013182. Springer, Heidelberg (1994)"},{"key":"4_CR39","doi-asserted-by":"crossref","unstructured":"Kira, K., Rendell, L.A.: A practical approach to feature selection. In: Proceedings of the Ninth International Workshop on Machine Learning, pp. 249\u2013256. Morgan Kaufmann Publishers Inc. (1992)","DOI":"10.1016\/B978-1-55860-247-2.50037-1"},{"key":"4_CR40","unstructured":"VARPA: VOPTICAL\\_I1, VARPA optical dataset annotated by optometrists from the Optometry Service, University of Santiago de Compostela (Spain) (2012). http:\/\/www.varpa.es\/voptical_I1.html . Accessed July 2015"},{"key":"4_CR41","doi-asserted-by":"publisher","DOI":"10.1002\/9780470316672","volume-title":"Multiple Comparison Procedures","author":"Y Hochberg","year":"1987","unstructured":"Hochberg, Y., Tamhane, A.C.: Multiple Comparison Procedures. Wiley, Hoboken (1987)"},{"key":"4_CR42","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1007\/3-540-44719-9_22","volume-title":"Evolutionary Multi-criterion Optimization","author":"J Teich","year":"2001","unstructured":"Teich, J.: Pareto-front exploration with uncertain objectives. In: Zitzler, E., Thiele, L., Deb, K., Coello, C.A.C., Corne, D. (eds.) Evolutionary Multi-criterion Optimization. LNCS, vol. 1993, pp. 314\u2013328. Springer, Heidelberg (2001)"}],"container-title":["Lecture Notes in Computer Science","Transactions on Computational Collective Intelligence XX"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-27543-7_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T01:45:34Z","timestamp":1748742334000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-27543-7_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319275420","9783319275437"],"references-count":42,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-27543-7_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]}}}