{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T21:24:02Z","timestamp":1761945842605,"version":"build-2065373602"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"1-2","license":[{"start":{"date-parts":[[2007,3,27]],"date-time":"2007-03-27T00:00:00Z","timestamp":1174953600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J VLSI Sign Process Syst Sign Im"],"published-print":{"date-parts":[[2007,7,9]]},"DOI":"10.1007\/s11265-006-0026-5","type":"journal-article","created":{"date-parts":[[2007,3,26]],"date-time":"2007-03-26T19:48:35Z","timestamp":1174938515000},"page":"39-52","source":"Crossref","is-referenced-by-count":5,"title":["Maximally Informative Feature and Sensor Selection in Pattern Recognition Using Local and Global Independent Component Analysis"],"prefix":"10.1007","volume":"48","author":[{"given":"Tian","family":"Lan","sequence":"first","affiliation":[]},{"given":"Deniz","family":"Erdogmus","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2007,3,27]]},"reference":[{"key":"26_CR1","volume-title":"Subspace Methods of Pattern Recognition","author":"E. Oja","year":"1983","unstructured":"E. Oja, Subspace Methods of Pattern Recognition, Wiley, New York, 1983."},{"key":"26_CR2","volume-title":"Pattern Recognition: A Statistical Approach","author":"P. A. Devijver","year":"1982","unstructured":"P. A. Devijver and J. Kittler, Pattern Recognition: A Statistical Approach, Prentice Hall, London, 1982."},{"key":"26_CR3","volume-title":"Introduction to Statistical Pattern Recognition","author":"K. Fukunaga","year":"1990","unstructured":"K. Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed., Academic, New York, 1990.","edition":"2"},{"issue":"8","key":"26_CR4","doi-asserted-by":"crossref","first-page":"1957","DOI":"10.1162\/089976699300016043","volume":"11","author":"R. Everson","year":"2003","unstructured":"R. Everson and S. Roberts, \u201cIndependent Component Analysis: A Flexible Nonlinearity and Decorrelating Manifold Approach,\u201d Neural Comput., vol. 11, no. 8, 2003, pp. 1957\u20131983.","journal-title":"Neural Comput."},{"key":"26_CR5","doi-asserted-by":"crossref","unstructured":"A. Hyv\u00e4rinen, E. Oja, P. Hoyer, and J. Hurri, \u201cImage Feature Extraction by Sparse Coding and Independent Component Analysis,\u201d Proc. of ICPR\u201998, 1998, pp. 1268\u20131273.","DOI":"10.1109\/ICPR.1998.711932"},{"key":"26_CR6","first-page":"1415","volume":"3","author":"K. Torkkola","year":"2003","unstructured":"K. Torkkola, \u201cFeature Extraction by Non-parametric Mutual Information Maximization,\u201d J. Mach. Learn. Res., vol. 3, 2003, pp. 1415\u20131438.","journal-title":"J. Mach. Learn. Res."},{"key":"26_CR7","unstructured":"T. Lan, D. Erdogmus, A. Adami, and M. Pavel, \u201cFeature Selection by Independent Component Analysis and Mutual Information Maximization in EEG Signal Classification,\u201d Proc. of IJCNN\u201905, Montreal, 2005, pp. 3011\u20133016."},{"key":"26_CR8","doi-asserted-by":"crossref","unstructured":"W. Duch, T. Wieczorek, J. Biesiada, and M. Blachnik, \u201cComparison of Feature Ranking Methods Based on Information Entropy,\u201d Proc. of International Joint Conference on Neural Networks (IJCNN), IEEE Press, Budapest, 2004, pp. 1415\u20131420.","DOI":"10.1109\/IJCNN.2004.1380157"},{"key":"26_CR9","volume-title":"Transmission of Information: A Statistical Theory of Communications","author":"R. M. Fano","year":"1961","unstructured":"R. M. Fano, Transmission of Information: A Statistical Theory of Communications, Wiley, New York, 1961."},{"key":"26_CR10","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1109\/TIT.1970.1054466","volume":"16","author":"M. E. Hellman","year":"1970","unstructured":"M. E. Hellman and J. Raviv, \u201cProbability of Error, Equivocation and the Chernoff Bound,\u201d IEEE Trans. Inf. Theory, vol. 16, 1970, pp. 368\u2013372.","journal-title":"IEEE Trans. Inf. Theory"},{"issue":"4","key":"26_CR11","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1109\/72.298224","volume":"5","author":"R. Battiti","year":"1994","unstructured":"R. Battiti, \u201cUsing Mutual Information for Selecting Features in Supervised Neural Net Training,\u201d IEEE Trans. Neural Netw., vol. 5, no. 4, 1994, pp. 537\u2013550.","journal-title":"IEEE Trans. Neural Netw."},{"key":"26_CR12","unstructured":"K. Kira and L. Rendell, \u201cThe Feature Selection Problem: Traditional Methods and a New Algorithm,\u201d in Proc. of the Tenth National Conference on Artificial Intelligence (AAAI-92), Menlo Park, 1992, pp. 129\u2013134."},{"key":"26_CR13","doi-asserted-by":"crossref","unstructured":"G. H. John, R. Kohavi, and K. Pfleger, \u201cIrrelevant Features and the Subset Selection Problem,\u201d in Proc. of the 11th International Conference on Machine Learning, San Mateo, 1994, pp. 121\u2013129.","DOI":"10.1016\/B978-1-55860-335-6.50023-4"},{"key":"26_CR14","unstructured":"I. Guyon and A. Elisseeff, \u201cAn Introduction to Variable and Feature Selection,\u201d J. Mach. Learn. Res. (Special Issue on Variable and Feature Selection), 2003."},{"issue":"6","key":"26_CR15","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1142\/S0129065700000429","volume":"10","author":"J. Karhunen","year":"2000","unstructured":"J. Karhunen, S. Malaroiu, and M. Ilmoniemi, \u201cLocal linear independent component analysis based on clustering,\u201d Int. J. Neural Syst., vol. 10, no. 6, 2000, pp. 439\u2013451.","journal-title":"Int. J. Neural Syst."},{"key":"26_CR16","unstructured":"M. Szummer and T. Jaakkola, \u201cInformation Regularization with Partially Labeled Data,\u201d Advances in NIPS 15, 2002."},{"key":"26_CR17","unstructured":"S. Haykin (Ed.), Unsupervised Adaptive Filtering, Vol. I: Blind Source Separation, 2000, Wiley, York."},{"issue":"3","key":"26_CR18","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1016\/S0893-6080(98)00140-3","volume":"12","author":"A. Hyvarinen","year":"1999","unstructured":"A. Hyvarinen and P. Pajunen, \u201cNonlinear Independent Component Analysis: Existence and Uniqueness Results,\u201d Neural Netw., vol. 12, no. 3, 1999, pp. 429\u2013439.","journal-title":"Neural Netw."},{"key":"26_CR19","volume-title":"Neural Networks\u2014A Comprehensive Foundation","author":"S. Haykin","year":"1998","unstructured":"S. Haykin, Neural Networks\u2014A Comprehensive Foundation, 2nd ed., Prentice-Hall, Englewood Cliffs, NJ, 1998.","edition":"2"},{"issue":"1","key":"26_CR20","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1111\/j.2517-6161.1976.tb01566.x","volume":"38","author":"O. Vasicek","year":"1976","unstructured":"O.Vasicek, \u201cA Test for Normality Based on Sample Entropy,\u201d J. R. Stat. Soc., Ser. B, vol. 38, no. 1, 1976, pp. 54\u201359.","journal-title":"J. R. Stat. Soc., Ser. B"},{"issue":"6","key":"26_CR21","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1109\/97.923043","volume":"8","author":"K. E. Hild II","year":"2001","unstructured":"K. E. Hild II, D. Erdogmus, and J. C. Principe, \u201cBlind Source Separation Using Renyi\u2019s Mutual Information,\u201d IEEE Signal Process. Lett., vol. 8, no. 6, 2001, pp. 174\u2013176.","journal-title":"IEEE Signal Process. Lett."},{"issue":"7","key":"26_CR22","doi-asserted-by":"crossref","first-page":"1483","DOI":"10.1162\/neco.1997.9.7.1483","volume":"9","author":"A. Hyv\u00e4rinen","year":"1997","unstructured":"A. Hyv\u00e4rinen and E. Oja, \u201cA Fast Fixed Point Algorithm for Independent Component Analysis,\u201d Neural Comput., vol. 9, no. 7, 1997, pp. 1483\u20131492.","journal-title":"Neural Comput."},{"key":"26_CR23","first-page":"1261","volume":"4","author":"L. Parra","year":"2003","unstructured":"L. Parra and P. Sajda, \u201cBlind Source Separation via Generalized Eigenvalue Decomposition,\u201d J. Mach. Learn. Res., vol. 4, 2003, pp. 1261\u20131269.","journal-title":"J. Mach. Learn. Res."},{"key":"26_CR24","unstructured":"http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html , UCI Machine Learning Repository."},{"key":"26_CR25","unstructured":"http:\/\/ida.first.fraunhofer.de\/projects\/bci\/competition_iii\/#data_set_v , BCI Competition III."},{"key":"26_CR26","unstructured":"C. C. Chang and C. C. Lin, LIBSVM: A Library for Support Vector Machines, 2001, Software available at http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm ."},{"key":"26_CR27","unstructured":"S. Mathan, N. Mazaeva, S. Whitlow, A. Adami, D. Erdogmus, T. Lan, and M. Pavel, \u201cSensor-based Cognitive State Assessment in a Mobile Environment,\u201d Proc. of AUGCOG\u201905 (jointly with HCII\u201905), 2005, Las Vegas, Nevada."},{"key":"26_CR28","doi-asserted-by":"crossref","unstructured":"B. Widrow and M. E. Hoff, \u201cAdaptive Switching Circuits,\u201d in IRE WESCON Convention Record, 1960, pp. 96\u2013104.","DOI":"10.21236\/AD0241531"},{"issue":"2","key":"26_CR29","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/TAU.1967.1161901","volume":"15","author":"P. Welch","year":"1967","unstructured":"P. Welch, \u201cThe Use of Fast Fourier Transform for the Estimation of Power Spectra: A Method Based on Time Averaging Over Short Modified Periodograms,\u201d IEEE Trans. Audio Electroacoust., vol. 15, no. 2, 1967, pp. 70\u201373.","journal-title":"IEEE Trans. Audio Electroacoust."}],"container-title":["The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11265-006-0026-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11265-006-0026-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11265-006-0026-5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,15]],"date-time":"2025-01-15T06:53:03Z","timestamp":1736923983000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11265-006-0026-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,3,27]]},"references-count":29,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2007,7,9]]}},"alternative-id":["26"],"URL":"https:\/\/doi.org\/10.1007\/s11265-006-0026-5","relation":{},"ISSN":["0922-5773","1573-109X"],"issn-type":[{"type":"print","value":"0922-5773"},{"type":"electronic","value":"1573-109X"}],"subject":[],"published":{"date-parts":[[2007,3,27]]}}}