{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T17:36:15Z","timestamp":1648920975342},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2012,5,9]],"date-time":"2012-05-09T00:00:00Z","timestamp":1336521600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["K\u00fcnstl Intell"],"published-print":{"date-parts":[[2012,11]]},"DOI":"10.1007\/s13218-012-0197-0","type":"journal-article","created":{"date-parts":[[2012,5,8]],"date-time":"2012-05-08T16:15:49Z","timestamp":1336493749000},"page":"349-355","source":"Crossref","is-referenced-by-count":0,"title":["Sparse Coding and Selected Applications"],"prefix":"10.1007","volume":"26","author":[{"given":"Jens","family":"Hocke","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Labusch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Erhardt","family":"Barth","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas","family":"Martinetz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2012,5,9]]},"reference":[{"issue":"11","key":"197_CR1","doi-asserted-by":"crossref","first-page":"4311","DOI":"10.1109\/TSP.2006.881199","volume":"54","author":"M Aharon","year":"2006","unstructured":"Aharon M, Elad M, Bruckstein A (2006) K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation. IEEE Trans Signal Process 54(11):4311\u20134322","journal-title":"IEEE Trans Signal Process"},{"key":"197_CR2","unstructured":"Barlow HB (1961) Possible principles underlying the transformation of sensory messages. Sens Commun pp\u00a0217\u2013234"},{"issue":"23","key":"197_CR3","doi-asserted-by":"crossref","first-page":"3327","DOI":"10.1016\/S0042-6989(97)00121-1","volume":"37","author":"A Bell","year":"1997","unstructured":"Bell A, Sejnowski T (1997) The \u201cindependent components\u201d of natural scenes are edge filters. Vis Res 37(23):3327\u20133338","journal-title":"Vis Res"},{"issue":"1","key":"197_CR4","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1137\/060657704","volume":"51","author":"AM Bruckstein","year":"2009","unstructured":"Bruckstein AM, Donoho DL, Elad M (2009) From sparse solutions of systems of equations to sparse modeling of signals and images. SIAM Rev 51(1):34\u201381","journal-title":"SIAM Rev"},{"issue":"12","key":"197_CR5","doi-asserted-by":"crossref","first-page":"4203","DOI":"10.1109\/TIT.2005.858979","volume":"51","author":"EJ Cand\u00e8s","year":"2005","unstructured":"Cand\u00e8s EJ, Tao T (2005) Decoding by linear programming. IEEE Trans Inf Theory 51(12):4203\u20134215","journal-title":"IEEE Trans Inf Theory"},{"issue":"1","key":"197_CR6","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1137\/S1064827596304010","volume":"20","author":"SS Chen","year":"1998","unstructured":"Chen SS, Donoho DL, Saunders MA (1998) Atomic decomposition by basis pursuit. SIAM J Sci Comput 20(1):33\u201361","journal-title":"SIAM J Sci Comput"},{"issue":"3","key":"197_CR7","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/0165-1684(94)90029-9","volume":"36","author":"P Comon","year":"1994","unstructured":"Comon P (1994) Independent component analysis, a new concept? Signal Process 36(3):287\u2013314","journal-title":"Signal Process"},{"key":"197_CR8","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1007\/BF02678430","volume":"13","author":"G Davis","year":"1997","unstructured":"Davis G, Mallat S, Avellaneda M (1997) Greedy adaptive approximation. Constr Approx 13:57\u201389","journal-title":"Constr Approx"},{"issue":"6","key":"197_CR9","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1002\/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9","volume":"41","author":"S Deerwester","year":"1990","unstructured":"Deerwester S, Dumais S, Furnas G, Landauer T, Harshman R (1990) Indexing by latent semantic analysis. J Am Soc Inf Sci 41(6):391\u2013407","journal-title":"J Am Soc Inf Sci"},{"key":"197_CR10","first-page":"342","volume-title":"Proceedings of the national conference on artificial intelligence","author":"C Ding","year":"2006","unstructured":"Ding C, Li T, Peng W (2006) Nonnegative matrix factorization and probabilistic latent semantic indexing: equivalence chi-square statistic, and a hybrid method. In: Proceedings of the national conference on artificial intelligence, vol 21, p\u00a0342"},{"issue":"4","key":"197_CR11","doi-asserted-by":"crossref","first-page":"1289","DOI":"10.1109\/TIT.2006.871582","volume":"52","author":"DL Donoho","year":"2006","unstructured":"Donoho DL (2006) Compressed sensing. IEEE Trans Inf Theory 52(4):1289\u20131306","journal-title":"IEEE Trans Inf Theory"},{"key":"197_CR12","doi-asserted-by":"crossref","first-page":"4701","DOI":"10.1109\/TIT.2009.2027565","volume":"55","author":"M Elad","year":"2009","unstructured":"Elad M, Yavneh I (2009) A plurality of sparse representations is better than the sparsest one alone. IEEE Trans Inf Theory 55:4701\u20134714","journal-title":"IEEE Trans Inf Theory"},{"key":"197_CR13","first-page":"2443","volume-title":"ICASSP\u201999: proceedings of the acoustics, speech, and signal processing","author":"K Engan","year":"1999","unstructured":"Engan K, Aase SO, Hakon Husoy J (1999) Method of optimal directions for frame design. In: ICASSP\u201999: proceedings of the acoustics, speech, and signal processing, pp 2443\u20132446. 1999"},{"issue":"4","key":"197_CR14","doi-asserted-by":"crossref","first-page":"559","DOI":"10.1162\/neco.1994.6.4.559","volume":"6","author":"DJ Field","year":"1994","unstructured":"Field DJ (1994) What is the goal of sensory coding? Neural Comput 6(4):559\u2013601","journal-title":"Neural Comput"},{"issue":"9","key":"197_CR15","doi-asserted-by":"crossref","first-page":"1875","DOI":"10.1162\/0899766054322964","volume":"17","author":"S Haykin","year":"2005","unstructured":"Haykin S, Chen Z (2005) The cocktail party problem. Neural Comput 17(9):1875\u20131902","journal-title":"Neural Comput"},{"key":"197_CR16","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1145\/312624.312649","volume-title":"Proceedings of the 22nd annual international ACM SIGIR conference on research and development in information retrieval","author":"T Hofmann","year":"1999","unstructured":"Hofmann T (1999) Probabilistic latent semantic indexing. In: Proceedings of the 22nd annual international ACM SIGIR conference on research and development in information retrieval. ACM, New York, pp 50\u201357"},{"key":"197_CR17","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1109\/NNSP.2002.1030067","volume-title":"Proceedings of the IEEE workshop on neural networks for signal processing XII","author":"P Hoyer","year":"2002","unstructured":"Hoyer P (2002) Non-negative sparse coding. In: Proceedings of the IEEE workshop on neural networks for signal processing XII, pp 557\u2013565"},{"issue":"11","key":"197_CR18","doi-asserted-by":"crossref","first-page":"1985","DOI":"10.1109\/TNN.2008.2005830","volume":"19","author":"K Labusch","year":"2008","unstructured":"Labusch K, Barth E, Martinetz T (2008) Simple method for high-performance digit recognition based on sparse coding. IEEE Trans Neural Netw 19(11):1985\u20131989","journal-title":"IEEE Trans Neural Netw"},{"key":"197_CR19","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1007\/978-3-642-02397-2_17","volume-title":"Advances in self-organizing maps\u2014WSOM 2009","author":"K Labusch","year":"2009","unstructured":"Labusch K, Barth E, Martinetz T (2009) Approaching the time dependent cocktail party problem with online sparse coding neural gas. In: Advances in self-organizing maps\u2014WSOM 2009, vol 5629, pp 145\u2013153"},{"issue":"5","key":"197_CR20","first-page":"561","volume":"19","author":"K Labusch","year":"2009","unstructured":"Labusch K, Barth E, Martinetz T (2009) Demixing jazz-music: sparse coding neural gas for the separation of noisy overcomplete sources. Neural Netw World 19(5):561\u2013579","journal-title":"Neural Netw World"},{"issue":"7\u20139","key":"197_CR21","doi-asserted-by":"crossref","first-page":"1547","DOI":"10.1016\/j.neucom.2008.11.027","volume":"72","author":"K Labusch","year":"2009","unstructured":"Labusch K, Barth E, Martinetz T (2009) Sparse coding neural gas: learning of overcomplete data representations. Neurocomputing 72(7\u20139):1547\u20131555","journal-title":"Neurocomputing"},{"issue":"5","key":"197_CR22","doi-asserted-by":"crossref","first-page":"1048","DOI":"10.1109\/JSTSP.2011.2149496","volume":"5","author":"K Labusch","year":"2011","unstructured":"Labusch K, Barth E, Martinetz T (2011) Robust and fast learning of sparse codes with stochastic gradient descent. IEEE Trans Sel Top Signal Process 5(5):1048\u20131060","journal-title":"IEEE Trans Sel Top Signal Process"},{"issue":"9","key":"197_CR23","doi-asserted-by":"crossref","first-page":"1418","DOI":"10.1016\/j.neucom.2011.02.002","volume":"74","author":"K Labusch","year":"2011","unstructured":"Labusch K, Barth E, Martinetz T (2011) Soft-competitive learning of sparse codes and its application to image reconstruction. Neurocomputing 74(9):1418\u20131428","journal-title":"Neurocomputing"},{"key":"197_CR24","unstructured":"LeCun Y MNIST handwritten digit database, NEC research institute. http:\/\/yann.lecun.com\/exdb\/mnist\/"},{"key":"197_CR25","first-page":"801","volume":"19","author":"H Lee","year":"2007","unstructured":"Lee H, Battle A, Raina R, Ng AY (2007) Efficient sparse coding algorithms. Adv Neural Inf Process Syst 19:801\u2013808","journal-title":"Adv Neural Inf Process Syst"},{"issue":"4","key":"197_CR26","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1038\/nn831","volume":"5","author":"M Lewicki","year":"2002","unstructured":"Lewicki M et al. (2002) Efficient coding of natural sounds. Nat Neurosci 5(4):356\u2013363","journal-title":"Nat Neurosci"},{"issue":"4","key":"197_CR27","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1109\/72.238311","volume":"4","author":"T Martinetz","year":"1993","unstructured":"Martinetz T, Berkovich S, Schulten K (1993) \u201cNeural-gas\u201d network for vector quantization and its application to time-series prediction. IEEE Trans Neural Netw 4(4):558\u2013569","journal-title":"IEEE Trans Neural Netw"},{"key":"197_CR28","first-page":"397","volume":"I","author":"T Martinetz","year":"1991","unstructured":"Martinetz T, Schulten K (1991) A \u201cneural-gas network\u201d learns topologies. Artif Neural Netw I:397\u2013402","journal-title":"Artif Neural Netw"},{"key":"197_CR29","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1038\/381607a0","volume":"381","author":"BA Olshausen","year":"1996","unstructured":"Olshausen BA, Field DJ (1996) Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nature 381:607\u2013609","journal-title":"Nature"},{"issue":"2","key":"197_CR30","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1002\/env.3170050203","volume":"5","author":"P Paatero","year":"1994","unstructured":"Paatero P, Tapper U (1994) Positive matrix factorization: a\u00a0non-negative factor model with optimal utilization of error estimates of data values. Environmetrics 5(2):111\u2013126","journal-title":"Environmetrics"},{"key":"197_CR31","volume-title":"Proceedings of the 27th annual asilomar conference on signals, systems, and computers","author":"Y Pati","year":"1993","unstructured":"Pati Y, Rezaiifar R, Krishnaprasad P (1993) Orthogonal matching pursuit: recursive function approximation with applications to wavelet decomposition. In: Proceedings of the 27th annual asilomar conference on signals, systems, and computers"},{"issue":"4","key":"197_CR32","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1109\/LSP.2002.1001652","volume":"9","author":"L Rebollo-Neira","year":"2002","unstructured":"Rebollo-Neira L, Lowe D (2002) Optimized orthogonal matching pursuit approach. IEEE Signal Process Lett 9(4):137\u2013140","journal-title":"IEEE Signal Process Lett"},{"key":"197_CR33","first-page":"641","volume-title":"IEEE international conference on acoustics, speech, and signal processing","author":"M Shashanka","year":"2007","unstructured":"Shashanka M, Raj B, Smaragdis P (2007) Sparse overcomplete decomposition for single channel speaker separation. In: IEEE international conference on acoustics, speech, and signal processing, vol 2, pp 641\u2013644"},{"key":"197_CR34","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1007\/978-3-642-02397-2_37","volume-title":"Advances in self-organizing maps\u2014WSOM 2009","author":"T Villmann","year":"2009","unstructured":"Villmann T, Hammer B (2009) Functional principal component learning using oja\u2019s method and Sobolev norms. In: Advances in self-organizing maps\u2014WSOM 2009, pp 325\u2013333"},{"key":"197_CR35","first-page":"109","volume-title":"Digital images and human vision","author":"C Zetzsche","year":"1993","unstructured":"Zetzsche C, Barth E, Wegmann B (1993) The importance of intrinsically two-dimensional image features in biological vision and picture coding. In: Digital images and human vision, pp\u00a0109\u2013138"}],"container-title":["KI - K\u00fcnstliche Intelligenz"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-012-0197-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13218-012-0197-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-012-0197-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,2]],"date-time":"2019-06-02T14:59:49Z","timestamp":1559487589000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13218-012-0197-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,5,9]]},"references-count":35,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,11]]}},"alternative-id":["197"],"URL":"https:\/\/doi.org\/10.1007\/s13218-012-0197-0","relation":{},"ISSN":["0933-1875","1610-1987"],"issn-type":[{"value":"0933-1875","type":"print"},{"value":"1610-1987","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,5,9]]}}}