{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T04:09:47Z","timestamp":1743048587212,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":39,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783662444399"},{"type":"electronic","value":"9783662444405"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-662-44440-5_11","type":"book-chapter","created":{"date-parts":[[2014,10,30]],"date-time":"2014-10-30T04:56:22Z","timestamp":1414644982000},"page":"179-193","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Evaluation of Class Binarization and Feature Selection in Tear Film Classification using TOPSIS"],"prefix":"10.1007","author":[{"given":"Rebeca","family":"M\u00e9ndez","sequence":"first","affiliation":[]},{"given":"Beatriz","family":"Remeseiro","sequence":"additional","affiliation":[]},{"given":"Diego","family":"Peteiro-Barral","sequence":"additional","affiliation":[]},{"given":"Manuel G.","family":"Penedo","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,10,31]]},"reference":[{"key":"11_CR1","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"},{"key":"11_CR2","volume-title":"The Tear Film: Structure, Function and Clinical Examination","author":"D Korb","year":"2002","unstructured":"Korb, D.: The Tear Film: Structure, Function and Clinical Examination. Butterworth-Heinemann, Oxford (2002)"},{"key":"11_CR3","doi-asserted-by":"publisher","first-page":"762","DOI":"10.1097\/01.ico.0000133997.07144.9e","volume":"23","author":"K Nichols","year":"2004","unstructured":"Nichols, K., Nichols, J., Mitchell, G.: The lack of association between signs and symptons in patients with dry eye disease. Cornea 23, 762\u2013770 (2004)","journal-title":"Cornea"},{"key":"11_CR4","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1016\/j.exer.2003.09.019","volume":"78","author":"A Bron","year":"2004","unstructured":"Bron, A., Tiffany, J., Gouveia, S., Yokoi, N., Voon, L.: Functional aspects of the tear film lipid layer. Exp. Eye Res. 78, 347\u2013360 (2004)","journal-title":"Exp. Eye Res."},{"key":"11_CR5","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., Marcr\u00ed, A., Calabria, G.: Low spatial-contrast sensitivity in dry eyes. Cornea 17, 376\u2013379 (1998)","journal-title":"Cornea"},{"key":"11_CR6","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1001\/archopht.1983.01040010557003","volume":"101","author":"M Rolando","year":"1983","unstructured":"Rolando, M., Refojo, M., Kenyon, K.: Increased tear evaporation in eyes with keratoconjunctivitis sicca. Arch. Ophthalmol. 101, 557\u2013558 (1983)","journal-title":"Arch. Ophthalmol."},{"key":"11_CR7","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/S1542-0124(12)70081-2","volume":"5","author":"M Lemp","year":"2007","unstructured":"Lemp, M., Baudouin, C., Baum, J., Dogru, M., Foulks, G., Kinoshita, S., Laibson, P., McCulley, J., Murube, J., Pfugfelder, S., Rolando, M., Toda, I.: The definition and classification of dry eye disease: report of the definition and classification subcommittee of the internation dry eye workshop (2007). Ocul. Surf. 5, 75\u201392 (2007)","journal-title":"Ocul. Surf."},{"issue":"Suppl 1","key":"11_CR8","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/S1367-0484(98)80035-0","volume":"21","author":"J Guillon","year":"1998","unstructured":"Guillon, J.: Non-invasive tearscope plus routine for contact lens fitting. Cont. Lens Ant. Eye 21(Suppl 1), 31\u201340 (1998)","journal-title":"Cont. Lens Ant. Eye"},{"key":"11_CR9","doi-asserted-by":"publisher","first-page":"704","DOI":"10.1016\/S0002-9394(02)02147-5","volume":"135","author":"E Goto","year":"2003","unstructured":"Goto, E., Yagi, Y., Kaido, M., Matsumoto, Y., Konomi, K., Tsubota, K.: Improved functional visual acuity after punctual occlusion in dry eye patients. Am. J. Ophthalmol. 135, 704\u2013705 (2003)","journal-title":"Am. J. Ophthalmol."},{"key":"11_CR10","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1097\/00006324-199901000-00025","volume":"76","author":"P King-Smith","year":"1999","unstructured":"King-Smith, P., Fink, B., Fogt, N.: Three interferometric methods for measuring the thickness of layers of the tear film. Optom. Vis. Sci. 76, 19\u201332 (1999)","journal-title":"Optom. Vis. Sci."},{"key":"11_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"388","DOI":"10.1007\/978-3-642-13775-4_39","volume-title":"Image Analysis and Recognition","author":"D Calvo","year":"2010","unstructured":"Calvo, D., Mosquera, A., Penas, M., Garc\u00eda-Res\u00faa, C., Remeseiro, B.: Color texture analysis for tear film classification: a preliminary study. In: Campilho, A., Kamel, M. (eds.) ICIAR 2010, Part II. LNCS, vol. 6112, pp. 388\u2013397. Springer, Heidelberg (2010)"},{"key":"11_CR12","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":"11_CR13","doi-asserted-by":"publisher","first-page":"538","DOI":"10.1097\/ICO.0b013e31824d0d04","volume":"32","author":"C Garc\u00eda-Res\u00faa","year":"2012","unstructured":"Garc\u00eda-Res\u00faa, C., Gir\u00e1ldez-Fern\u00e1ndez, M., Penedo, M., Calvo, D., Penas, M., Yebra-Pimentel, E.: New software application for clarifying tear film lipid layer patterns. Cornea 32, 538\u2013546 (2012)","journal-title":"Cornea"},{"key":"11_CR14","doi-asserted-by":"crossref","unstructured":"Remeseiro, B., Ramos, L., Penas, M., Mart\u00ednez, E., Penedo, M., Mosquera, A.: Colour texture analysis for classifying the tear film lipid layer: a comparative study. In: International Conference on Digital Image Computing: Techniques and Applications (DICTA), Noosa, Australia, pp. 268\u2013273 (2011)","DOI":"10.1109\/DICTA.2011.51"},{"key":"11_CR15","doi-asserted-by":"crossref","unstructured":"Remeseiro, B., Penas, M., Mosquera, A., Novo, J., Penedo, M., Yebra-Pimentel, E.: Statistical comparison of classifiers applied to the interferential tear film lipid layer automatic classification. Comput. Math. Methods Med. 2012 (2012)","DOI":"10.1155\/2012\/207315"},{"key":"11_CR16","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/3-540-36755-1_9","volume-title":"Machine Learning: ECML 2002","author":"J F\u00fcrnkranz","year":"2002","unstructured":"F\u00fcrnkranz, J.: Pairwise classification as an ensemble technique. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) ECML 2002. LNCS (LNAI), vol. 2430, pp. 97\u2013110. Springer, Heidelberg (2002)"},{"key":"11_CR17","first-page":"101","volume":"5","author":"R Rifkin","year":"2004","unstructured":"Rifkin, R., Klautau, A.: In defense of one-vs-all classification. The Journal of Machine Learning Research 5, 101\u2013141 (2004)","journal-title":"The Journal of Machine Learning Research"},{"key":"11_CR18","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1613\/jair.105","volume":"2","author":"T Dietterich","year":"1995","unstructured":"Dietterich, T., Bakiri, G.: Solving multiclass learning problems via error-correcting output codes. J. Artif. Intell. Res. 2, 263\u2013286 (1995)","journal-title":"J. Artif. Intell. Res."},{"key":"11_CR19","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1023\/A:1013637720281","volume":"47","author":"K Crammer","year":"2002","unstructured":"Crammer, K., Singer, Y.: On the learnability and design of output codes for multiclass problems. Mach. Learn. 47, 201\u2013233 (2002)","journal-title":"Mach. Learn."},{"key":"11_CR20","first-page":"721","volume":"2","author":"J Furnkranz","year":"2002","unstructured":"Furnkranz, J.: Round robin classification. J. Mach. Learn. Res. 2, 721\u2013747 (2002)","journal-title":"J. Mach. Learn. Res."},{"key":"11_CR21","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1109\/TNN.2002.1000139","volume":"13","author":"C Hsu","year":"2002","unstructured":"Hsu, C., Lin, C.: A comparison of methods for multiclass support vector machines. IEEE Trans. Neural Netw. 13, 415\u2013425 (2002)","journal-title":"IEEE Trans. Neural Netw."},{"key":"11_CR22","first-page":"113","volume":"1","author":"E Allwein","year":"2001","unstructured":"Allwein, E., Schapire, R., Singer, Y.: Reducing multiclass to binary: a unifying approach for margin classifiers. J. Mach. Learn. Res. 1, 113\u2013141 (2001)","journal-title":"J. Mach. Learn. Res."},{"key":"11_CR23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-35488-8","volume-title":"Feature Extraction: Foundations and Applications","author":"I Guyon","year":"2006","unstructured":"Guyon, I., Gunn, S., Nikravesh, M., Zadeh, L.: Feature Extraction: Foundations and Applications. Springer, Heidelberg (2006)"},{"key":"11_CR24","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/1-84628-102-4_3","volume-title":"Research and Development in Intelligent Systems XXI","author":"J Loughrey","year":"2005","unstructured":"Loughrey, J., Cunningham, P.: Overfitting in wrapper-based feature subset selection: the harder you try the worse it gets. In: Bramer, M., Coenen, F., Allen, T. (eds.) Research and Development in Intelligent Systems XXI, pp. 33\u201343. Springer, London (2005)"},{"key":"11_CR25","doi-asserted-by":"crossref","unstructured":"Bol\u00f3n-Canedo, V., S\u00e1nchez-Maro\u00f1o, N., Alonso-Betanzos, A.: On the behavior of feature selection methods dealing with noise and relevance over synthetic scenarios. In: The 2011 International Joint Conference on Neural Networks (IJCNN), pp. 1530\u20131537. IEEE (2011)","DOI":"10.1109\/IJCNN.2011.6033406"},{"key":"11_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1007\/978-3-642-25274-7_9","volume-title":"Advances in Artificial Intelligence","author":"V Bol\u00f3n-Canedo","year":"2011","unstructured":"Bol\u00f3n-Canedo, V., Peteiro-Barral, D., Alonso-Betanzos, A., Guijarro-Berdi\u00f1as, B., S\u00e1nchez-Maro\u00f1o, N.: Scalability analysis of ANN training algorithms with feature selection. In: Lozano, J.A., G\u00e1mez, J.A., Moreno, J.A. (eds.) CAEPIA 2011. LNCS, vol. 7023, pp. 84\u201393. Springer, Heidelberg (2011)"},{"key":"11_CR27","unstructured":"Hall, M.: Correlation-based feature selection for machine learning. Ph.D. thesis, The University of Waikato (1999)"},{"key":"11_CR28","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1016\/S0004-3702(03)00079-1","volume":"151","author":"M Dash","year":"2003","unstructured":"Dash, M., Liu, H.: Consistency-based search in feature selection. Artif. Intell. 151, 155\u2013176 (2003)","journal-title":"Artif. Intell."},{"key":"11_CR29","unstructured":"Zhao, Z., Liu, H.: Searching for interacting features. In: Proceedings of the 20th International Joint Conference on Artifical Intelligence, pp. 1156\u20131161. Morgan Kaufmann Publishers Inc. (2007)"},{"key":"11_CR30","volume-title":"Numerical Recipes","author":"W Press","year":"1986","unstructured":"Press, W., Flannery, B., Teukolsky, S., Vetterling, W., et al.: Numerical Recipes, vol. 547. Cambridge University Press, Cambridge (1986)"},{"key":"11_CR31","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1142\/S0219622012500095","volume":"11","author":"G Kou","year":"2012","unstructured":"Kou, G., Lu, Y., Peng, Y., Shi, Y.: Evaluation of Classification Algorithms using MCDM and Rank Correlation. Int. J. Inf. Technol. Decis. Making (IJITDM) 11, 197\u2013225 (2012)","journal-title":"Int. J. Inf. Technol. Decis. Making (IJITDM)"},{"key":"11_CR32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-48318-9","volume-title":"Multiple Attribute Decision Making: Methods and Applications: A State-of-the-Art Survey","author":"C Hwang","year":"1981","unstructured":"Hwang, C., Yoon, K.: Multiple Attribute Decision Making: Methods and Applications: A State-of-the-Art Survey, vol. 13. Springer, New York (1981)"},{"key":"11_CR33","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1016\/S0377-2217(03)00020-1","volume":"156","author":"S Opricovic","year":"2004","unstructured":"Opricovic, S., Tzeng, G.: Compromise solution by MCDM methods: a comparative analysis of VIKOR and TOPSIS. Eur. J. Oper. Res. 156, 445\u2013455 (2004)","journal-title":"Eur. J. Oper. Res."},{"key":"11_CR34","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1016\/j.mcm.2004.10.003","volume":"40","author":"D Olson","year":"2004","unstructured":"Olson, D.: Comparison of weights in TOPSIS models. Math. Comput. Modell. 40, 721\u2013727 (2004)","journal-title":"Math. Comput. Modell."},{"key":"11_CR35","unstructured":"Remeseiro, B.: VOPTICAL_I1, VARPA optical dataset annotated by optometrists from the Faculty of Optics and Optometry, University of Santiago de Compostela (Spain) (2012). http:\/\/www.varpa.es\/voptical_I1.html. Accessed May 2013"},{"key":"11_CR36","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.: Textural features for image classification. IEEE Trans. Syst. Man, Cybern. 3, 610\u2013621 (1973)","journal-title":"IEEE Trans. Syst. Man, Cybern."},{"issue":"9","key":"11_CR37","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":"11_CR38","doi-asserted-by":"publisher","first-page":"750","DOI":"10.1109\/TNN.2010.2041468","volume":"21","author":"J Fernandez Caballero","year":"2010","unstructured":"Fernandez Caballero, J., Mart\u00ednez, F., Herv\u00e1s, C., Guti\u00e9rrez, P.: Sensitivity versus accuracy in multiclass problems using memetic pareto evolutionary neural networks. IEEE Trans. Neural Netw. 21, 750\u2013770 (2010)","journal-title":"IEEE Trans. Neural Netw."},{"key":"11_CR39","volume-title":"Neurocomputing","author":"R Hecht-Nielsen","year":"1990","unstructured":"Hecht-Nielsen, R.: Neurocomputing. Addison-Wesley, Reading (1990)"}],"container-title":["Communications in Computer and Information Science","Agents and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-662-44440-5_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,10]],"date-time":"2023-02-10T03:20:01Z","timestamp":1675999201000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-662-44440-5_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783662444399","9783662444405"],"references-count":39,"URL":"https:\/\/doi.org\/10.1007\/978-3-662-44440-5_11","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"31 October 2014","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}