메뉴 건너뛰기




Volumn 7963, Issue , 2011, Pages

Exploring deep parametric embeddings for breast CADx

Author keywords

computer aided diagnosis; deep embedding; dimension reduction; feature space; machine learning; semi supervised learning

Indexed keywords

DEEP EMBEDDING; DIMENSION REDUCTION; FEATURE-SPACE; MACHINE LEARNING; SEMI-SUPERVISED LEARNING;

EID: 79955752000     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.878331     Document Type: Conference Paper
Times cited : (2)

References (25)
  • 6
    • 0042345212 scopus 로고
    • Combining a few diagnostic tests or features
    • Wagner, R.F., "Combining a few diagnostic tests or features," in Proceedings of SPIE, 503-512 (1994).
    • (1994) Proceedings of SPIE , pp. 503-512
    • Wagner, R.F.1
  • 7
    • 36649021316 scopus 로고    scopus 로고
    • From medical images to multiple-biomarker microarrays
    • Wagner, R.F., "From medical images to multiple-biomarker microarrays," Medical Physics 34(12), 4944 (2007).
    • (2007) Medical Physics , vol.34 , Issue.12 , pp. 4944
    • Wagner, R.F.1
  • 8
    • 0031875382 scopus 로고    scopus 로고
    • Automated computerized classification of malignant and benign masses on digitized mammograms
    • DOI 10.1016/S1076-6332(98)80278-X
    • Huo, Z., Giger, M.L., Vyborny, C.J., Wolverton, D.E., Schmidt, R.A., and Doi, K., "Automated computerized classification of malignant and benign masses on digitized mammograms," Academic Radiology 5(3), 155-168 (1998). (Pubitemid 28372697)
    • (1998) Academic Radiology , vol.5 , Issue.3 , pp. 155-168
    • Huo, Z.1    Giger, M.L.2    Vyborny, C.J.3    Wolverton, D.E.4    Schmidt, R.A.5    Doi, K.6
  • 10
    • 75749099885 scopus 로고    scopus 로고
    • Effect of finite sample size on feature selection and classification: A simulation study
    • Way, T.W., Sahiner, B., Hadjiiski, L.M., and Chan, H., "Effect of finite sample size on feature selection and classification: A simulation study," Medical Physics 37(2), 907 (2010).
    • (2010) Medical Physics , vol.37 , Issue.2 , pp. 907
    • Way, T.W.1    Sahiner, B.2    Hadjiiski, L.M.3    Chan, H.4
  • 11
    • 0032703733 scopus 로고    scopus 로고
    • Feature selection with limited datasets
    • DOI 10.1118/1.598821
    • Kupinski, M.A., and Giger, M.L., "Feature selection with limited datasets," Medical Physics 26(10), 2176-2182 (1999). (Pubitemid 29498672)
    • (1999) Medical Physics , vol.26 , Issue.10 , pp. 2176-2182
    • Kupinski, M.A.1    Giger, M.L.2
  • 12
    • 35248813484 scopus 로고    scopus 로고
    • Joint feature selection and classification using a Bayesian neural network with automatic relevance determination priors: Potential use in CAD of medical imaging
    • Chen, W., Zur, R.M., and Giger, M.L., "Joint feature selection and classification using a Bayesian neural network with automatic relevance determination priors: potential use in CAD of medical imaging," in Proc SPIE, Med Imaging Comp-aided Diagnosis 6514, 65141G-10 (2007).
    • (2007) Proc SPIE, Med Imaging Comp-aided Diagnosis , vol.6514
    • Chen, W.1    Zur, R.M.2    Giger, M.L.3
  • 13
    • 0033863591 scopus 로고    scopus 로고
    • Feature selection and classifier performance in computer-aided diagnosis: The effect of finite sample size
    • DOI 10.1118/1.599017
    • Sahiner, B., Chan, H., Petrick, N., Wagner, R.F., and Hadjiiski, L., "Feature selection and classifier performance in computer-aided diagnosis: The effect of finite sample size," Medical Physics 27(7), 1509-1522 (2000). (Pubitemid 30624246)
    • (2000) Medical Physics , vol.27 , Issue.7 , pp. 1509-1522
    • Sahiner, B.1    Chan, H.-P.2    Petrick, N.3    Wagner, R.F.4    Hadjiiski, L.5
  • 14
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • DOI 10.1126/science.290.5500.2319
    • Tenenbaum, J.B., Silva, V.D., and Langford, J.C., "A Global Geometric Framework for Nonlinear Dimensionality Reduction," Science 290(5500), 2319-2323 (2000). (Pubitemid 32041577)
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    De Silva, V.2    Langford, J.C.3
  • 15
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • DOI 10.1126/science.290.5500.2323
    • Roweis, S.T., and Saul, L.K., "Nonlinear Dimensionality Reduction by Locally Linear Embedding," Science 290(5500), 2323-2326 (2000). (Pubitemid 32041578)
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 16
    • 73649088617 scopus 로고    scopus 로고
    • Exploring nonlinear feature space dimension reduction and data representation in breast CADx with Laplacian eigenmaps and t-SNE
    • Jamieson, A.R., Giger, M.L., Drukker, K., Li, H., Yuan, Y., and Bhooshan, N., "Exploring nonlinear feature space dimension reduction and data representation in breast CADx with Laplacian eigenmaps and t-SNE," Medical Physics 37(1), 339-351 (2010).
    • (2010) Medical Physics , vol.37 , Issue.1 , pp. 339-351
    • Jamieson, A.R.1    Giger, M.L.2    Drukker, K.3    Li, H.4    Yuan, Y.5    Bhooshan, N.6
  • 19
    • 0035437718 scopus 로고    scopus 로고
    • Ideal observer approximation using Bayesian classification neural networks
    • DOI 10.1109/42.952727, PII S027800620108661X
    • Kupinski, M., Edwards, D., Giger, M., and Metz, C., "Ideal observer approximation using Bayesian classification neural networks," Medical Imaging, IEEE Transactions on Medical Imaging 20(9), 886-899 (2001). (Pubitemid 32992592)
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.9 , pp. 886-899
    • Kupinski, M.A.1    Edwards, D.C.2    Giger, M.L.3    Metz, C.E.4
  • 24
    • 78149471746 scopus 로고    scopus 로고
    • Enhancement of breast CADx with unlabeled data
    • Jamieson, A.R., Giger, M.L., Drukker, K., and Pesce, L.L., "Enhancement of breast CADx with unlabeled data," Medical Physics 37(8), 4155-4172 (2010).
    • (2010) Medical Physics , vol.37 , Issue.8 , pp. 4155-4172
    • Jamieson, A.R.1    Giger, M.L.2    Drukker, K.3    Pesce, L.L.4
  • 25
    • 77949507946 scopus 로고    scopus 로고
    • Information retrieval perspective to nonlinear dimensionality reduction for data visualization
    • Venna, J., Peltonen, J., Nybo, K., Aidos, H., and Kaski, S., "Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization," Journal of Machine Learning Research 11(Feb.), 451-490 (2010).
    • (2010) Journal of Machine Learning Research , vol.11 , Issue.FEB. , pp. 451-490
    • Venna, J.1    Peltonen, J.2    Nybo, K.3    Aidos, H.4    Kaski, S.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.