메뉴 건너뛰기




Volumn 74, Issue , 2015, Pages 150-161

Predicting overall survivability in comorbidity of cancers: A data mining approach

Author keywords

Comorbidity; Concomitant diseases; Concurrent diseases; Medical decision making; Predictive modeling; Random forest

Indexed keywords

DATA MINING; DECISION MAKING; DECISION TREES; DIAGNOSIS; EPIDEMIOLOGY; LEARNING SYSTEMS; PATIENT MONITORING; PATIENT TREATMENT; PREDICTIVE ANALYTICS; RANDOM FORESTS;

EID: 84928949248     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2015.04.003     Document Type: Article
Times cited : (119)

References (66)
  • 1
    • 56349089940 scopus 로고    scopus 로고
    • Support vector machines combined with feature selection for breast cancer diagnosis
    • M.F. Akay Support vector machines combined with feature selection for breast cancer diagnosis Expert Systems with Applications 36 2 2009 3240 3247
    • (2009) Expert Systems with Applications , vol.36 , Issue.2 , pp. 3240-3247
    • Akay, M.F.1
  • 3
    • 37849050725 scopus 로고    scopus 로고
    • Age and comorbidity as independent prognostic factors in the treatment of non-small-cell lung cancer: A review of National Cancer Institute of Canada Clinical Trials Group trials
    • T.R. Asmis, K. Ding, L. Seymour, F.A. Shepherd, N.B. Leighl, T.L. Winton, and G.D. Goss Age and comorbidity as independent prognostic factors in the treatment of non-small-cell lung cancer: a review of National Cancer Institute of Canada Clinical Trials Group trials Journal of Clinical Oncology 26 1 2008 54 59
    • (2008) Journal of Clinical Oncology , vol.26 , Issue.1 , pp. 54-59
    • Asmis, T.R.1    Ding, K.2    Seymour, L.3    Shepherd, F.A.4    Leighl, N.B.5    Winton, T.L.6    Goss, G.D.7
  • 5
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman Random forests Machine Learning 45 1 2001 5 32
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 7
    • 67349202473 scopus 로고    scopus 로고
    • The study that applies artificial intelligence and logistic regression for assistance in differential diagnostic of pancreatic cancer
    • C.L. Chang, and M.Y. Hsu The study that applies artificial intelligence and logistic regression for assistance in differential diagnostic of pancreatic cancer Expert Systems with Applications 36 7 2009 10663 10672
    • (2009) Expert Systems with Applications , vol.36 , Issue.7 , pp. 10663-10672
    • Chang, C.L.1    Hsu, M.Y.2
  • 8
    • 33144490480 scopus 로고    scopus 로고
    • A GAs based approach for mining breast cancer pattern
    • T.C. Chen, and T.C. Hsu A GAs based approach for mining breast cancer pattern Expert Systems with Applications 30 4 2006 674 681
    • (2006) Expert Systems with Applications , vol.30 , Issue.4 , pp. 674-681
    • Chen, T.C.1    Hsu, T.C.2
  • 9
    • 61349119390 scopus 로고    scopus 로고
    • Artificial neural network to predict skeletal metastasis in patients with prostate cancer
    • J.S. Chiu, Y.F. Wang, Y.C. Su, L.H. Wei, J.G. Liao, and Y.C. Li Artificial neural network to predict skeletal metastasis in patients with prostate cancer Journal of Medical Systems 33 2 2009 91 100
    • (2009) Journal of Medical Systems , vol.33 , Issue.2 , pp. 91-100
    • Chiu, J.S.1    Wang, Y.F.2    Su, Y.C.3    Wei, L.H.4    Liao, J.G.5    Li, Y.C.6
  • 10
    • 2342646229 scopus 로고    scopus 로고
    • Mining the breast cancer pattern using artificial neural networks and multivariate adaptive regression splines
    • S.M. Chou, T.S. Lee, Y.E. Shao, and I.F. Chen Mining the breast cancer pattern using artificial neural networks and multivariate adaptive regression splines Expert Systems with Applications 27 1 2004 133 142
    • (2004) Expert Systems with Applications , vol.27 , Issue.1 , pp. 133-142
    • Chou, S.M.1    Lee, T.S.2    Shao, Y.E.3    Chen, I.F.4
  • 11
    • 33750455785 scopus 로고    scopus 로고
    • A new medical decision making system: Least square support vector machine (LSSVM) with Fuzzy Weighting Pre-processing
    • E. Çomak, K. Polat, S. Güneş, and A. Arslan A new medical decision making system: least square support vector machine (LSSVM) with Fuzzy Weighting Pre-processing Expert Systems with Applications 32 2 2007 409 414
    • (2007) Expert Systems with Applications , vol.32 , Issue.2 , pp. 409-414
    • Çomak, E.1    Polat, K.2    Güneş, S.3    Arslan, A.4
  • 12
    • 77955442086 scopus 로고    scopus 로고
    • Severity of comorbidity and non-prostate cancer mortality in men with early-stage prostate cancer
    • T. Daskivich, N. Sadetsky, S.H. Kaplan, S. Greenfield, and M.S. Litwin Severity of comorbidity and non-prostate cancer mortality in men with early-stage prostate cancer Archives of Internal Medicine 170 15 2010 1396 1397
    • (2010) Archives of Internal Medicine , vol.170 , Issue.15 , pp. 1396-1397
    • Daskivich, T.1    Sadetsky, N.2    Kaplan, S.H.3    Greenfield, S.4    Litwin, M.S.5
  • 13
    • 77952787905 scopus 로고    scopus 로고
    • Impact of comorbidity on short-term mortality and overall survival of head and neck cancer patients
    • F.R. Datema, M.B. Ferrier, M.P. van der Schroeff, B. de Jong, and J. Robert Impact of comorbidity on short-term mortality and overall survival of head and neck cancer patients Head and Neck 32 6 2010 728 736
    • (2010) Head and Neck , vol.32 , Issue.6 , pp. 728-736
    • Datema, F.R.1    Ferrier, M.B.2    Van Der Schroeff, M.P.3    De Jong, B.4    Robert, J.5
  • 14
    • 59349116912 scopus 로고    scopus 로고
    • Analysis of cancer data: A data mining approach
    • D. Delen Analysis of cancer data: a data mining approach Expert Systems 26 1 2009 100 112
    • (2009) Expert Systems , vol.26 , Issue.1 , pp. 100-112
    • Delen, D.1
  • 15
    • 19344364327 scopus 로고    scopus 로고
    • Predicting breast cancer survivability: A comparison of three data mining methods
    • D. Delen, G. Walker, and A. Kadam Predicting breast cancer survivability: a comparison of three data mining methods Artificial Intelligence in Medicine 34 2 2005 113 127
    • (2005) Artificial Intelligence in Medicine , vol.34 , Issue.2 , pp. 113-127
    • Delen, D.1    Walker, G.2    Kadam, A.3
  • 16
    • 84856016961 scopus 로고    scopus 로고
    • An analytic approach to better understanding and management of coronary surgeries
    • D. Delen, A. Oztekin, and L. Tomak An analytic approach to better understanding and management of coronary surgeries Decision Support Systems 52 3 2012 698 705
    • (2012) Decision Support Systems , vol.52 , Issue.3 , pp. 698-705
    • Delen, D.1    Oztekin, A.2    Tomak, L.3
  • 19
    • 84899484919 scopus 로고    scopus 로고
    • Annual report to the nation on the status of cancer, 1975-2010, featuring prevalence of comorbidity and impact on survival among persons with lung, colorectal, breast, or prostate cancer
    • B.K. Edwards, A.M. Noone, A.B. Mariotto, E.P. Simard, F.P. Boscoe, S.J. Henley, J. Ahmedian, H. Cho, R.N. Anderson, B.A. Kohler, C.R. Eheman, and E.M. Ward Annual report to the nation on the status of cancer, 1975-2010, featuring prevalence of comorbidity and impact on survival among persons with lung, colorectal, breast, or prostate cancer Cancer 120 9 2014 1290 1314
    • (2014) Cancer , vol.120 , Issue.9 , pp. 1290-1314
    • Edwards, B.K.1    Noone, A.M.2    Mariotto, A.B.3    Simard, E.P.4    Boscoe, F.P.5    Henley, S.J.6    Ahmedian, J.7    Cho, H.8    Anderson, R.N.9    Kohler, B.A.10    Eheman, C.R.11    Ward, E.M.12
  • 20
    • 33846513495 scopus 로고    scopus 로고
    • Interaction between comorbidity and cancer
    • M. Extermann Interaction between comorbidity and cancer Cancer Control 14 1 2007 13
    • (2007) Cancer Control , vol.14 , Issue.1 , pp. 13
    • Extermann, M.1
  • 22
    • 34547983560 scopus 로고
    • The pre-therapeutic classification of co-morbidity in chronic disease
    • A.R. Feinstein The pre-therapeutic classification of co-morbidity in chronic disease Journal of Chronic Diseases 23 7 1970 455 468
    • (1970) Journal of Chronic Diseases , vol.23 , Issue.7 , pp. 455-468
    • Feinstein, A.R.1
  • 23
    • 40149083892 scopus 로고    scopus 로고
    • Management of localized prostate cancer in senior adults: The crucial role of comorbidity
    • J.M. Fitzpatrick Management of localized prostate cancer in senior adults: the crucial role of comorbidity BJU International 101 s2 2008 16 22
    • (2008) BJU International , vol.101 , Issue.S2 , pp. 16-22
    • Fitzpatrick, J.M.1
  • 24
    • 46549086330 scopus 로고    scopus 로고
    • Medical data mining by fuzzy modeling with selected features
    • S.N. Ghazavi, and T.W. Liao Medical data mining by fuzzy modeling with selected features Artificial Intelligence in Medicine 43 3 2008 195 206
    • (2008) Artificial Intelligence in Medicine , vol.43 , Issue.3 , pp. 195-206
    • Ghazavi, S.N.1    Liao, T.W.2
  • 25
    • 79951518013 scopus 로고    scopus 로고
    • Municipal credit rating modelling by neural networks
    • P. Hájek Municipal credit rating modelling by neural networks Decision Support Systems 51 1 2011 108 118
    • (2011) Decision Support Systems , vol.51 , Issue.1 , pp. 108-118
    • Hájek, P.1
  • 26
    • 77957202051 scopus 로고    scopus 로고
    • Longitudinal patterns in survival, comorbidity, healthcare utilization and quality of care among older women following breast cancer diagnosis
    • A.D. Hanchate, K.M. Clough-Gorr, A.S. Ash, S.S. Thwin, and R.A. Silliman Longitudinal patterns in survival, comorbidity, healthcare utilization and quality of care among older women following breast cancer diagnosis Journal of General Internal Medicine 25 10 2010 1045 1050
    • (2010) Journal of General Internal Medicine , vol.25 , Issue.10 , pp. 1045-1050
    • Hanchate, A.D.1    Clough-Gorr, K.M.2    Ash, A.S.3    Thwin, S.S.4    Silliman, R.A.5
  • 31
    • 30344458742 scopus 로고    scopus 로고
    • The classification of cancer based on DNA microarray data that uses diverse ensemble genetic programming
    • J.H. Hong, and S.B. Cho The classification of cancer based on DNA microarray data that uses diverse ensemble genetic programming Artificial Intelligence in Medicine 36 1 2006 43 58
    • (2006) Artificial Intelligence in Medicine , vol.36 , Issue.1 , pp. 43-58
    • Hong, J.H.1    Cho, S.B.2
  • 33
    • 56349123043 scopus 로고    scopus 로고
    • An expert system for detection of breast cancer based on association rules and neural network
    • M. Karabatak, and M.C. Ince An expert system for detection of breast cancer based on association rules and neural network Expert Systems with Applications 36 2 2009 3465 3469
    • (2009) Expert Systems with Applications , vol.36 , Issue.2 , pp. 3465-3469
    • Karabatak, M.1    Ince, M.C.2
  • 36
    • 78049415005 scopus 로고    scopus 로고
    • Using data envelopment analysis and decision trees for efficiency analysis and recommendation of B2C controls
    • S. Lee Using data envelopment analysis and decision trees for efficiency analysis and recommendation of B2C controls Decision Support Systems 49 4 2010 486 497
    • (2010) Decision Support Systems , vol.49 , Issue.4 , pp. 486-497
    • Lee, S.1
  • 38
    • 0036081721 scopus 로고    scopus 로고
    • The effects of mammographic detection and comorbidity on the survival of older women with breast cancer
    • C.P. McPherson, K.K. Swenson, and M.W. Lee The effects of mammographic detection and comorbidity on the survival of older women with breast cancer Journal of American Geriatrics Society 50 6 2002 1061 1068
    • (2002) Journal of American Geriatrics Society , vol.50 , Issue.6 , pp. 1061-1068
    • McPherson, C.P.1    Swenson, K.K.2    Lee, M.W.3
  • 40
    • 84868669995 scopus 로고    scopus 로고
    • Direct marketing decision support through predictive customer response modeling
    • D.L. Olson, and B.K. Chae Direct marketing decision support through predictive customer response modeling Decision Support Systems 54 1 2012 443 451
    • (2012) Decision Support Systems , vol.54 , Issue.1 , pp. 443-451
    • Olson, D.L.1    Chae, B.K.2
  • 41
    • 67349233888 scopus 로고    scopus 로고
    • Comparison of Bayesian survival analysis and Cox regression analysis in simulated and breast cancer data sets
    • I.K. Omurlu, K. Ozdamar, and M. Ture Comparison of Bayesian survival analysis and Cox regression analysis in simulated and breast cancer data sets Expert Systems with Applications 36 8 2009 11341 11346
    • (2009) Expert Systems with Applications , vol.36 , Issue.8 , pp. 11341-11346
    • Omurlu, I.K.1    Ozdamar, K.2    Ture, M.3
  • 43
    • 0034075674 scopus 로고    scopus 로고
    • Importance of comorbidity in head and neck cancer
    • J.F. Piccirillo Importance of comorbidity in head and neck cancer Laryngoscope 110 4 2000 593 602
    • (2000) Laryngoscope , vol.110 , Issue.4 , pp. 593-602
    • Piccirillo, J.F.1
  • 45
    • 0037408637 scopus 로고    scopus 로고
    • On learning to predict web traffic
    • S. Piramuthu On learning to predict web traffic Decision Support Systems 35 2 2003 213 229
    • (2003) Decision Support Systems , vol.35 , Issue.2 , pp. 213-229
    • Piramuthu, S.1
  • 46
    • 33751175417 scopus 로고    scopus 로고
    • Hepatitis disease diagnosis using a new hybrid system based on feature selection (FS) and artificial immune recognition system with fuzzy resource allocation
    • K. Polat, and S. Güneş Hepatitis disease diagnosis using a new hybrid system based on feature selection (FS) and artificial immune recognition system with fuzzy resource allocation Digital Signal Processing 16 6 2006 889 901
    • (2006) Digital Signal Processing , vol.16 , Issue.6 , pp. 889-901
    • Polat, K.1    Güneş, S.2
  • 47
    • 34249317613 scopus 로고    scopus 로고
    • Breast cancer diagnosis using least square support vector machine
    • K. Polat, and S. Güneş Breast cancer diagnosis using least square support vector machine Digital Signal Processing 17 4 2007 694 701
    • (2007) Digital Signal Processing , vol.17 , Issue.4 , pp. 694-701
    • Polat, K.1    Güneş, S.2
  • 48
    • 0035725804 scopus 로고    scopus 로고
    • The independent prognostic value of comorbidity among men aged < 75 years with localized prostate cancer: A population-based study
    • P.N. Post, B.E. Hansen, P.J.M. Kil, M.L.G. Janssen-Heijnen, and J.W.W. Coebergh The independent prognostic value of comorbidity among men aged < 75 years with localized prostate cancer: a population-based study BJU International 87 9 2001 821 826
    • (2001) BJU International , vol.87 , Issue.9 , pp. 821-826
    • Post, P.N.1    Hansen, B.E.2    Kil, P.J.M.3    Janssen-Heijnen, M.L.G.4    Coebergh, J.W.W.5
  • 49
    • 33745279427 scopus 로고    scopus 로고
    • Feasibility study of the retrospective use of the Adult Comorbidity Evaluation index (ACE-27) in patients with cancer of the head and neck who had radiotherapy
    • S.N. Rogers, A. Aziz, D. Lowe, and D.J. Husband Feasibility study of the retrospective use of the Adult Comorbidity Evaluation index (ACE-27) in patients with cancer of the head and neck who had radiotherapy British Journal of Oral and Maxillofacial Surgery 44 4 2006 283 288
    • (2006) British Journal of Oral and Maxillofacial Surgery , vol.44 , Issue.4 , pp. 283-288
    • Rogers, S.N.1    Aziz, A.2    Lowe, D.3    Husband, D.J.4
  • 51
    • 33845415542 scopus 로고    scopus 로고
    • Cancer gene search with data-mining and genetic algorithms
    • S. Shah, and A. Kusiak Cancer gene search with data-mining and genetic algorithms Computers in Biology and Medicine 37 2 2007 251 261
    • (2007) Computers in Biology and Medicine , vol.37 , Issue.2 , pp. 251-261
    • Shah, S.1    Kusiak, A.2
  • 53
    • 79952194078 scopus 로고    scopus 로고
    • Inoperable early stage non-small cell lung cancer: Comorbidity, patterns of care and survival
    • S.L. Smith, D. Palma, T. Parhar, C.S. Alexander, and E.S. Wai Inoperable early stage non-small cell lung cancer: comorbidity, patterns of care and survival Lung Cancer 72 1 2011 39 44
    • (2011) Lung Cancer , vol.72 , Issue.1 , pp. 39-44
    • Smith, S.L.1    Palma, D.2    Parhar, T.3    Alexander, C.S.4    Wai, E.S.5
  • 54
    • 58349120185 scopus 로고    scopus 로고
    • Breast mass classification based on cytological patterns using RBFNN and SVM
    • T.S. Subashini, V. Ramalingam, and S. Palanivel Breast mass classification based on cytological patterns using RBFNN and SVM Expert Systems with Applications 36 3 2009 5284 5290
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5284-5290
    • Subashini, T.S.1    Ramalingam, V.2    Palanivel, S.3
  • 55
    • 84875477674 scopus 로고    scopus 로고
    • Inverse cancer comorbidity: A serendipitous opportunity to gain insight into CNS disorders
    • R. Tabarés-Seisdedos, and J.L. Rubenstein Inverse cancer comorbidity: a serendipitous opportunity to gain insight into CNS disorders Nature Reviews. Neuroscience 14 4 2013 293 304
    • (2013) Nature Reviews. Neuroscience , vol.14 , Issue.4 , pp. 293-304
    • Tabarés-Seisdedos, R.1    Rubenstein, J.L.2
  • 58
    • 45249116785 scopus 로고    scopus 로고
    • Ovarian cancer diagnosis with complementary learning fuzzy neural network
    • T.Z. Tan, C. Quek, G.S. Ng, and K. Razvi Ovarian cancer diagnosis with complementary learning fuzzy neural network Artificial Intelligence in Medicine 43 3 2008 207 222
    • (2008) Artificial Intelligence in Medicine , vol.43 , Issue.3 , pp. 207-222
    • Tan, T.Z.1    Quek, C.2    Ng, G.S.3    Razvi, K.4
  • 59
    • 67650457404 scopus 로고    scopus 로고
    • Comorbidity and diagnostic delay in cancer of the larynx, tongue and pharynx
    • H. Teppo, and O.P. Alho Comorbidity and diagnostic delay in cancer of the larynx, tongue and pharynx Oral Oncology 45 8 2009 692 695
    • (2009) Oral Oncology , vol.45 , Issue.8 , pp. 692-695
    • Teppo, H.1    Alho, O.P.2
  • 60
    • 40749109360 scopus 로고    scopus 로고
    • The impact of comorbidity and stage on ovarian cancer mortality: A nationwide Danish cohort study
    • M.S. Tetsche, C. Dethlefsen, L. Pedersen, H.T. Sorensen, and M. Norgaard The impact of comorbidity and stage on ovarian cancer mortality: a nationwide Danish cohort study BMC Cancer 8 1 2008 31
    • (2008) BMC Cancer , vol.8 , Issue.1 , pp. 31
    • Tetsche, M.S.1    Dethlefsen, C.2    Pedersen, L.3    Sorensen, H.T.4    Norgaard, M.5
  • 62
    • 56349112446 scopus 로고    scopus 로고
    • Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4. 5 and ID3) in determining recurrence-free survival of breast cancer patients
    • M. Ture, F. Tokatli, and I. Kurt Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4. 5 and ID3) in determining recurrence-free survival of breast cancer patients Expert Systems with Applications 36 2 2009 2017 2026
    • (2009) Expert Systems with Applications , vol.36 , Issue.2 , pp. 2017-2026
    • Ture, M.1    Tokatli, F.2    Kurt, I.3
  • 63
    • 33947653184 scopus 로고    scopus 로고
    • Implementing automated diagnostic systems for breast cancer detection
    • E.D. Übeyli Implementing automated diagnostic systems for breast cancer detection Expert Systems with Applications 33 4 2007 1054 1062
    • (2007) Expert Systems with Applications , vol.33 , Issue.4 , pp. 1054-1062
    • Übeyli, E.D.1
  • 65
    • 60249099439 scopus 로고    scopus 로고
    • A new hybrid approach for mining breast cancer pattern using discrete particle swarm optimization and statistical method
    • W.C. Yeh, W.W. Chang, and Y.Y. Chung A new hybrid approach for mining breast cancer pattern using discrete particle swarm optimization and statistical method Expert Systems with Applications 36 4 2009 8204 8211
    • (2009) Expert Systems with Applications , vol.36 , Issue.4 , pp. 8204-8211
    • Yeh, W.C.1    Chang, W.W.2    Chung, Y.Y.3
  • 66
    • 84877079045 scopus 로고    scopus 로고
    • Clinical decision support systems
    • K. Zheng Clinical decision support systems Management, Types and Standards 36 2012 501 509
    • (2012) Management, Types and Standards , vol.36 , pp. 501-509
    • Zheng, K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.