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Volumn 90, Issue 3, 2008, Pages 251-261

Improving accuracy in astrocytomas grading by integrating a robust least squares mapping driven support vector machine classifier into a two level grade classification scheme

Author keywords

Astrocytomas; Computer assisted microscopy; Least squares mapping; Support vector machines

Indexed keywords

CELLS; CLASSIFICATION (OF INFORMATION); COMPUTER AIDED ANALYSIS; IMAGE ANALYSIS; LEAST SQUARES APPROXIMATIONS; NETWORK PROTOCOLS; ROBUST CONTROL; SUPPORT VECTOR MACHINES; TUMORS;

EID: 42449093647     PISSN: 01692607     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cmpb.2008.01.006     Document Type: Article
Times cited : (34)

References (41)
  • 1
    • 0035843243 scopus 로고    scopus 로고
    • Medical progress: brain tumors
    • DeAngelis L. Medical progress: brain tumors. New Engl. J. Med. 344 (2001) 114-123
    • (2001) New Engl. J. Med. , vol.344 , pp. 114-123
    • DeAngelis, L.1
  • 2
    • 0038391238 scopus 로고    scopus 로고
    • Brain neoplasms: epidemiology, diagnosis, and prospects for cost-effective imaging
    • x-xi
    • Hutter A., Schwetye K.E., Bierhals A.J., and McKinstry R.C. Brain neoplasms: epidemiology, diagnosis, and prospects for cost-effective imaging. Neuroimag. Clin. North Am. 13 (2003) 237-250 x-xi
    • (2003) Neuroimag. Clin. North Am. , vol.13 , pp. 237-250
    • Hutter, A.1    Schwetye, K.E.2    Bierhals, A.J.3    McKinstry, R.C.4
  • 4
    • 0030903111 scopus 로고    scopus 로고
    • Improving diagnostic accuracy and interobserver concordance in the classification and grading of primary gliomas
    • Coons W., Jhonson P., Sceithauer B., Yates A., and Pearl D. Improving diagnostic accuracy and interobserver concordance in the classification and grading of primary gliomas. Cancer 79 (1997) 1381-1393
    • (1997) Cancer , vol.79 , pp. 1381-1393
    • Coons, W.1    Jhonson, P.2    Sceithauer, B.3    Yates, A.4    Pearl, D.5
  • 5
    • 0023700236 scopus 로고
    • Grading of astrocytomas. A simple and reproducible method
    • Daumas-Duport C., Scheitauer B., O'Fallon J., and Kelly P. Grading of astrocytomas. A simple and reproducible method. Cancer 62 (1988) 2152-2165
    • (1988) Cancer , vol.62 , pp. 2152-2165
    • Daumas-Duport, C.1    Scheitauer, B.2    O'Fallon, J.3    Kelly, P.4
  • 7
    • 0031846832 scopus 로고    scopus 로고
    • Grading of astrocytomas and oligodendrogliomas
    • Kolles H., Niedermayer I., and Feiden W. Grading of astrocytomas and oligodendrogliomas. Pathologe 19 (1998) 259-268
    • (1998) Pathologe , vol.19 , pp. 259-268
    • Kolles, H.1    Niedermayer, I.2    Feiden, W.3
  • 8
    • 0028397365 scopus 로고
    • Application of minimal spanning trees in glioma grading-a CLIPPER program for the calculation and construction of minimal spanning trees
    • Kolles H., Ludt H., Vince G.H., and Feiden W. Application of minimal spanning trees in glioma grading-a CLIPPER program for the calculation and construction of minimal spanning trees. Comput. Meth. Prog. Biomed. 42 (1994) 201-206
    • (1994) Comput. Meth. Prog. Biomed. , vol.42 , pp. 201-206
    • Kolles, H.1    Ludt, H.2    Vince, G.H.3    Feiden, W.4
  • 10
    • 1942534994 scopus 로고    scopus 로고
    • Computer-based malignancy grading of astrocytomas employing a support vector machine classifier, the WHO grading system and the regular hematoxylin-eosin diagnostic staining procedure
    • Glotsos D., Spyridonos P., Petalas P., Cavouras D., Ravazoula P., Dadioti P.A., Lekka I., and Nikiforidis G. Computer-based malignancy grading of astrocytomas employing a support vector machine classifier, the WHO grading system and the regular hematoxylin-eosin diagnostic staining procedure. Anal. Quant. Cytol. Histol. 26 (2004) 77-83
    • (2004) Anal. Quant. Cytol. Histol. , vol.26 , pp. 77-83
    • Glotsos, D.1    Spyridonos, P.2    Petalas, P.3    Cavouras, D.4    Ravazoula, P.5    Dadioti, P.A.6    Lekka, I.7    Nikiforidis, G.8
  • 11
    • 0029946741 scopus 로고    scopus 로고
    • The computer-assisted microscope analysis of Feulgen-stained nuclei linked to a supervised learning algorithm as an aid to prognosis assessment in invasive transitional bladder cell carcinomas
    • Decaestecker C., Petein M., van Velthoven R., Janssen T., Raviv G., Pasteels J.L., Schulman C., Van Ham P., and Kiss R. The computer-assisted microscope analysis of Feulgen-stained nuclei linked to a supervised learning algorithm as an aid to prognosis assessment in invasive transitional bladder cell carcinomas. Anal. Cell Pathol. 10 (1996) 263-280
    • (1996) Anal. Cell Pathol. , vol.10 , pp. 263-280
    • Decaestecker, C.1    Petein, M.2    van Velthoven, R.3    Janssen, T.4    Raviv, G.5    Pasteels, J.L.6    Schulman, C.7    Van Ham, P.8    Kiss, R.9
  • 14
    • 0025321869 scopus 로고
    • Comparison of the Papanicolaou and Feulgen staining methods for DNA quantification by image analysis
    • Gurley A.M., Hidvegi D.F., Bacus J.W., and Bacus S.S. Comparison of the Papanicolaou and Feulgen staining methods for DNA quantification by image analysis. Cytometry 11 (1990) 468-474
    • (1990) Cytometry , vol.11 , pp. 468-474
    • Gurley, A.M.1    Hidvegi, D.F.2    Bacus, J.W.3    Bacus, S.S.4
  • 15
    • 0025076448 scopus 로고
    • The influence of staining procedures on the assessment of cell proliferation as defined by the monoclonal antibody Ki-67
    • Hofmann-Wellenhof R., Smolle J., and Kerl H. The influence of staining procedures on the assessment of cell proliferation as defined by the monoclonal antibody Ki-67. Am. J. Dermatopathol. 12 (1990) 458-461
    • (1990) Am. J. Dermatopathol. , vol.12 , pp. 458-461
    • Hofmann-Wellenhof, R.1    Smolle, J.2    Kerl, H.3
  • 17
    • 3042798451 scopus 로고    scopus 로고
    • Development of the cubic least squares mapping linear-kernel support vector machine classifier for improving the characterization of breast lesions on ultrasound
    • Piliouras N., Kalatzis I., Dimitropoulos N., and Cavouras D. Development of the cubic least squares mapping linear-kernel support vector machine classifier for improving the characterization of breast lesions on ultrasound. Comp. Med. Imag. Graph. 28 (2004) 247-255
    • (2004) Comp. Med. Imag. Graph. , vol.28 , pp. 247-255
    • Piliouras, N.1    Kalatzis, I.2    Dimitropoulos, N.3    Cavouras, D.4
  • 18
    • 11144312356 scopus 로고    scopus 로고
    • Automated segmentation of routinely hematoxylin-eosin-stained microscopic images by combining support vector machine clustering and active contour models
    • Glotsos D., Spyridonos P., Cavouras D., Ravazoula P., Dadioti P.A., and Nikiforidis G. Automated segmentation of routinely hematoxylin-eosin-stained microscopic images by combining support vector machine clustering and active contour models. Anal. Quant. Cytol. Histol. 26 (2004) 331-340
    • (2004) Anal. Quant. Cytol. Histol. , vol.26 , pp. 331-340
    • Glotsos, D.1    Spyridonos, P.2    Cavouras, D.3    Ravazoula, P.4    Dadioti, P.A.5    Nikiforidis, G.6
  • 21
    • 42449138867 scopus 로고    scopus 로고
    • N. Street, Cancer diagnosis and prognosis via linear programming based machine learning, PhD Thesis, University of Wisconsin, Madison, 1994.
    • N. Street, Cancer diagnosis and prognosis via linear programming based machine learning, PhD Thesis, University of Wisconsin, Madison, 1994.
  • 23
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • Specht D. Probabilistic neural networks. Neural Netw. 3 (1990) 109-118
    • (1990) Neural Netw. , vol.3 , pp. 109-118
    • Specht, D.1
  • 25
    • 0028547556 scopus 로고
    • Floating search methods in feature selection
    • Pudil J.N.P., and Kittler J. Floating search methods in feature selection. Pattern Recogn. Lett. 15 (1994) 1119-1125
    • (1994) Pattern Recogn. Lett. , vol.15 , pp. 1119-1125
    • Pudil, J.N.P.1    Kittler, J.2
  • 26
    • 84860405366 scopus 로고    scopus 로고
    • Support vector machines based analysis of brain SPECT images for determining cerebral abnormalities in asymptomatic diabetic patients
    • Kalatzis I., Pappas D., Piliouras N., and Cavouras D. Support vector machines based analysis of brain SPECT images for determining cerebral abnormalities in asymptomatic diabetic patients. Med. Inform. Internet Med. 28 (2003) 221-230
    • (2003) Med. Inform. Internet Med. , vol.28 , pp. 221-230
    • Kalatzis, I.1    Pappas, D.2    Piliouras, N.3    Cavouras, D.4
  • 27
    • 2442623055 scopus 로고    scopus 로고
    • Design and implementation of an SVM-based computer classification system for discriminating depressive patients from healthy controls using the P600 component of ERP signals
    • Kalatzis I., Piliouras N., Ventouras E., Papageorgiou C.C., Rabavilas A.D., and Cavouras D. Design and implementation of an SVM-based computer classification system for discriminating depressive patients from healthy controls using the P600 component of ERP signals. Comput. Meth. Prog. Biomed. 75 (2004) 11-22
    • (2004) Comput. Meth. Prog. Biomed. , vol.75 , pp. 11-22
    • Kalatzis, I.1    Piliouras, N.2    Ventouras, E.3    Papageorgiou, C.C.4    Rabavilas, A.D.5    Cavouras, D.6
  • 28
    • 42449094701 scopus 로고    scopus 로고
    • MATLAB Software, The MathWorks Inc., Optimization Toolbox, 2005.
    • MATLAB Software, The MathWorks Inc., Optimization Toolbox, 2005.
  • 30
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • Bradley A.P. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recogn. 30 (1997) 1145-1159
    • (1997) Pattern Recogn. , vol.30 , pp. 1145-1159
    • Bradley, A.P.1
  • 31
    • 0035188267 scopus 로고    scopus 로고
    • Multicriteria fuzzy assignment method: a useful tool to assist medical diagnosis
    • Belacel N., and Boulassel M. Multicriteria fuzzy assignment method: a useful tool to assist medical diagnosis. Artif. Intel. Med. 21 (2001) 201-207
    • (2001) Artif. Intel. Med. , vol.21 , pp. 201-207
    • Belacel, N.1    Boulassel, M.2
  • 32
    • 0031020139 scopus 로고    scopus 로고
    • Nearest-neighbor classification for identification of aggressive versus nonaggressive low-grade astrocytic tumors by means of image cytometry-generated variables
    • Decaestecker C., Salmon I., Dewitte O., Camby I., Van Ham P., Pasteels J.L., Brotchi J., and Kiss R. Nearest-neighbor classification for identification of aggressive versus nonaggressive low-grade astrocytic tumors by means of image cytometry-generated variables. J. Neurosurg. 86 (1997) 532-537
    • (1997) J. Neurosurg. , vol.86 , pp. 532-537
    • Decaestecker, C.1    Salmon, I.2    Dewitte, O.3    Camby, I.4    Van Ham, P.5    Pasteels, J.L.6    Brotchi, J.7    Kiss, R.8
  • 33
    • 0029816846 scopus 로고    scopus 로고
    • Data-driven approaches to decision making in automated tumor grading. An example of astrocytoma grading
    • Kolles H., von Wangenheim A., Rahmel J., Niedermayer I., and Feiden W. Data-driven approaches to decision making in automated tumor grading. An example of astrocytoma grading. Anal. Quant. Cytol. Histol. 18 (1996) 298-304
    • (1996) Anal. Quant. Cytol. Histol. , vol.18 , pp. 298-304
    • Kolles, H.1    von Wangenheim, A.2    Rahmel, J.3    Niedermayer, I.4    Feiden, W.5
  • 34
    • 0037324479 scopus 로고    scopus 로고
    • Topometric analysis of diffuse astrocytomas
    • Nafe R., and Schlote W. Topometric analysis of diffuse astrocytomas. Anal. Quant. Cytol. Histol. 25 (2003) 12-18
    • (2003) Anal. Quant. Cytol. Histol. , vol.25 , pp. 12-18
    • Nafe, R.1    Schlote, W.2
  • 35
    • 0033862982 scopus 로고    scopus 로고
    • Grading of diffusely infiltrating astrocytomas by quantitative histopathology, cell proliferation and image cytometric DNA analysis. Comparison of 133 tumours in the context of the WHO 1979 and WHO 1993 grading schemes
    • Sallinen P.K., Sallinen S.L., Helen P.T., Rantala I.S., Rautiainen E., Helin H.J., Kalimo H., and Haapasalo H.K. Grading of diffusely infiltrating astrocytomas by quantitative histopathology, cell proliferation and image cytometric DNA analysis. Comparison of 133 tumours in the context of the WHO 1979 and WHO 1993 grading schemes. Neuropathol. Appl. Neurobiol. 26 (2000) 319-331
    • (2000) Neuropathol. Appl. Neurobiol. , vol.26 , pp. 319-331
    • Sallinen, P.K.1    Sallinen, S.L.2    Helen, P.T.3    Rantala, I.S.4    Rautiainen, E.5    Helin, H.J.6    Kalimo, H.7    Haapasalo, H.K.8
  • 37
    • 13544255387 scopus 로고    scopus 로고
    • Histomorphometry of tumour cell nuclei in astrocytomas using shape analysis, densitometry and topometric analysis
    • Nafe R., Schlote W., and Schneider B. Histomorphometry of tumour cell nuclei in astrocytomas using shape analysis, densitometry and topometric analysis. Neuropathol. Appl. Neurobiol. 31 (2005) 34-44
    • (2005) Neuropathol. Appl. Neurobiol. , vol.31 , pp. 34-44
    • Nafe, R.1    Schlote, W.2    Schneider, B.3
  • 38
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges C. A tutorial on support vector machines for pattern recognition. Data Mining Knowl. Discov. 2 (1998) 121-167
    • (1998) Data Mining Knowl. Discov. , vol.2 , pp. 121-167
    • Burges, C.1
  • 39
    • 0036674313 scopus 로고    scopus 로고
    • Differential chemosensitivity in human intracerebral gliomas measured by flow cytometric DNA analysis
    • Iwadate Y., Fujimoto S., and Yamaura A. Differential chemosensitivity in human intracerebral gliomas measured by flow cytometric DNA analysis. Int. J. Mol. Med. 10 (2002) 187-192
    • (2002) Int. J. Mol. Med. , vol.10 , pp. 187-192
    • Iwadate, Y.1    Fujimoto, S.2    Yamaura, A.3
  • 40
    • 26444610107 scopus 로고    scopus 로고
    • Food and drug administration drug approval summary: temozolomide plus radiation therapy for the treatment of newly diagnosed glioblastoma multiforme
    • Cohen M.H., Johnson J.R., and Pazdur R. Food and drug administration drug approval summary: temozolomide plus radiation therapy for the treatment of newly diagnosed glioblastoma multiforme. Clin. Cancer Res. 11 (2005) 6767-6771
    • (2005) Clin. Cancer Res. , vol.11 , pp. 6767-6771
    • Cohen, M.H.1    Johnson, J.R.2    Pazdur, R.3
  • 41
    • 0031962946 scopus 로고    scopus 로고
    • Improving morphology-based malignancy grading schemes in astrocytic tumors by means of computer-assisted techniques
    • Decaestecker C., Camby I., Nagy N., Brotchi J., Kiss R., and Salmon I. Improving morphology-based malignancy grading schemes in astrocytic tumors by means of computer-assisted techniques. Brain Pathol. 8 (1998) 29-38
    • (1998) Brain Pathol. , vol.8 , pp. 29-38
    • Decaestecker, C.1    Camby, I.2    Nagy, N.3    Brotchi, J.4    Kiss, R.5    Salmon, I.6


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