1 |
World Health Organization. The global cancer observatory: Colorectal cancer [Internet], http://gco.iarc.fr/today/data/factsheets/cancers/10_8_9-Colorectum-fact-sheet.pdf
|
2 |
LightGBM, Release 3.1.1.99, Microsoft Corporation, 2021.
|
3 |
Tom Fawcett, "An introduction to ROC analysis", Pattern Recognition Letters, Vol 27, pp. 861-874, 2006.
DOI
|
4 |
D.H. Lee, H.Y. Jung, M.H. Kim, D.H. Kim, Y.W. Han, Y.W. Lee, J.H. Choi, S.H. Kim, "Trends of Clinical Decision Support System(CDSS)", Electronics and Telecommunications Trends, Vol. 31, No. 4, pp.77~85, August 2016.
|
5 |
Koichi T, Kantarjian HM, Garcia-Manero G, Stevens RJ, Dinardo CD, Allen J, et al., "MD Anderson's Oncology Expert Advisor powered by IBM Watson: a web-based cognitive clinical decision support tool", 2014 ASCO Annual Meeting, 2014 May 30-Jun 3
|
6 |
Lee WS, Ahn SM, Chung JW, Kim KO, Kwon KA, Kim Y, et al., "Assessing concordance with Watson for oncology, a cognitive computing decision support system for Colon Cancer treatment in Korea", JCO Clin Cancer Informatics, Vol. 2, pp. 1-8, 2018.
|
7 |
Dalal, Navneet, and Bill Triggs. "Histograms of oriented gradients for human detection." Computer Vision and Pattern Recognition, IEEE Computer Society Conference, Vol 1, July 2005.
|
8 |
Lee, M., Y. Kim, Y. Jun, and Y. Shin, "Random forest based prediction of road surface condigion using spatio-temporal features", Journal of Korean Society of Transportation, Vol 37, No.4, pp. 338-349, August 2019.
DOI
|
9 |
Aurelien Geron, "Hands-On Machine Learning with Scikit-Learn & TensorFlow", Hanbit Media, 2018.
|
10 |
Alexey Natekin, Alois Knoll, "Gradient boosting machines, a tutorial", Front Neurorobot., 2013
|
11 |
Brownlee, J, "Why one-hot encode data in machine learning, Machine Learning Mastery", 2017.
|
12 |
Han, D., Y. J. Kim, J. Im, S. Lee, Y. Lee, and H. Kim, "The estimation of arctic air temperature in summer based on Machine Learning approaches using IABP Buoy and AMSR2 satellite data", Korean Journal of Remote Sensing, Vol 34, No. 6-2, pp.1261-1272, Dec 2018.
DOI
|
13 |
Youn-Tae Lee, Young-Taek Park, Jae-Sung Park, Byoung-Kee Yi. "Association between Electronic Medical Record System Adoption and Healthcare Information Technology Infastructure", Healthcare Informatics Research Vol. 24, No. 4, pp. 327-334, Oct 2018.
DOI
|
14 |
Scikit-learn machine learning in python, https://scikit-learn.org/stable/index.html
|
15 |
Zhang, S., Li, X., Zong, M., Zhu, X. and Wang, R., "Efficient knn classification with different numbers of nearest neighbors," IEEE Transactions on Neural Networks and Learning Systems, Vol. 29, No. 5, pp. 1774-1785, May 2018.
DOI
|
16 |
GU Huiyan, DAI Limin, WU Gang, XU Dong, WANG Shunzhong, and WANG Hui "Estimation of forest volumes by integrating Landsat TM imagery and forest inventory data", Science in China Series E: Technological Sciences, Vol.49, No.1, pp. 54-62, June 2006.
DOI
|
17 |
Zaklouta, Fatin, and Bogdan Stanciulescu. "Real-time traffic-sign recognition using tree classifiers." Intelligent Transportation Systems, IEEE Transactions, Vol 13, No. 4, pp.1507-1514, Dec 2012.
DOI
|
18 |
Kim Seon Uk, Bang Jun Il, Hong Seong Eun, Kim Hwa Jong, "A Study on The Prediction of Missing Value in Data of Air Pollution Using LightGBM", Korea Institute Of Communication Sciences Conference, pp. 1029-1030, 2019.
|
19 |
The Korean Society of Coloproctology, Chemotherapy of colon cancer. Medical Culture Publishing Company, 2004.
|
20 |
Jin-Hyeok Park, Jeong-Heum Baek, Sun Jin Sym, Kang Yoon Lee, Youngho Lee, "A data-driven approach to a chemotherapy recommendation model based on deep learning for patients with colorectal cancer in Korea", BMC Medical Informatics and Decision Making, Vol 241, 2020.
|
21 |
Madajewicz S, Petrelli N, Rustum YM, et al., "Phase I-II trial of high-dose calcium leucovorin and 5-fluorouracil in advanced colorectal cancer", Cancer Res, Vol 44, pp. 4667-4669, 1984.
|
22 |
Harald Steck, "Evaluation of recommendations: rating-prediction and ranking", Association for Computing Machinery, pp. 213-220, 2013.
|
23 |
"A readers' guide to the interpretation of diagnostic test properties: clinical example of sepsis", Intensive Care Medicine Vol 29, pp. 1043-1051, 2003
DOI
|
24 |
Hwa Jung Kim, "Adjuvant chemotherapy timing after curative surgery in stage III colorectal cancer patients", Seoul National University College of Medicine, August 2013.
|
25 |
World Health Organization, The global cancer observatory in Republic of Korea [Internet], http://gco.iarc.fr/today/data/factsheets/populations/410-korea-republic-of-fact-sheets.pdf
|
26 |
No Kyung Kim, Guide to Cancer Management Patient Care and Palliative Treatment, ilchokak, 2005.
|
27 |
Won Ho Kim, Jae Hui Chun, Colorectal Cancer Guidebook, Kugil media, 2007.
|
28 |
IBM Watson Hard At Work: New Breakthroughs Transform Quality Care for Patients [Internet] IBM News releases [cited 2021 Jan 27], http://www-03.ibm.com/press/us/en/pressrelease/40335.wss?i=1360645029661
|
29 |
Kabbinavar FF, Schulz J, McCleod M, et al., "Addition of bevacizumab to bolus fluorouracil and leucovorin in first-line metastatic colorectal cancer: results of a randomized phase II trial", J Clin Oncol, Vol 23, No. 16, pp. 3697-705, Jun 2005.
DOI
|
30 |
Seung-Taek Oh, Edwin R.Fisher, et al., "Clinical use of targeted therapies in colorectal cancer", Korean Journal of Clinical Oncology, Vol. 1, No. 2, pp. 54-58, December 2005.
|
31 |
Yang-Sook Kim, Mi-Sook Kim, "The Change of Functional Fitness and Bone Mineral Density on a Long-Term Combined Exercise Intervention in Breast Cancer Survivors", Jounal of Life Science, Vol. 18, No. 7, pp. 968-973, July 2008.
DOI
|
32 |
Eun Ok Lee, Aeyong Eom, Rhayun Song, young Ran Chae, and Paul Lam, "Factors influencing quality of life in patients with gastrointestinal neoplasms", J Korean Acad Nurs Vol. 38, No. 5, pp. 649-655, September 2008. DOI: https://doi.org/10.4040/jkan.2008.38.5.649
DOI
|
33 |
Breiman, L., Friedman, J. H., Olshen, R. A., and Stone, C. J, "Classification and Regression Trees", Wadsworth International Group, 1984
|
34 |
Kim JH, Choi KS, Kim TW, Hong YS, "Quality of life in colorectal cancer patients with chemotherapy-induced peripheral neurophthy", Journal of Korean Oncology Nursing, Vol. 11, No. 3, pp. 254-262, November 2011. DOI: https://doi.org/10.5388/jkon.2011.11.3.254
DOI
|
35 |
Nam Kyu Kim, Jae Kun Park, Kang Young Lee, Seong Hyeon Yun, Seung Kook Sohn, Jin Sik Min, "Prognostic Factors Influencing the Recurrence Pattern and Survival Rates in Curatively Resected Colorectal Cancer", Annals of Surgical Treatment and Research, Vol. 62, No. 5, pp. 421-429, April 2002.
|
36 |
Kim Mi-Sook, "The Change of Physical Function in Accordance with Rehabilitation Exercise Frequency for the Breast Cancer Survivors", The Korean Journal of physical education humanities and social science, Vol. 49, No. 4, pp. 315-323, July 2010.
|
37 |
Yu Young Kim, Internal medicine guidelines, Korea Medical Book Publishing Company, 2002.
|
38 |
Kim Eun Jung. "Hospitalization-related Stress and Coping Strategies of Colon Cancer Patients", Clinical Health Science The Graduate School of Ewha Womans University, 2007.
|
39 |
National Cancer Information Center: Colorectal Cancer chemotherapy, https://www.cancer.go.kr/
|
40 |
Levi F, Misset JL, Brienza S, et al., "A chronopharmacologic phase II clinical trial with 5-fluorouracil, folinic acid, and oxaliplatin using an ambulatory multichannel programmable pump. High antitumor effectiveness against metastatic colorectal cancer", Cancer, Vol. 69, pp. 893-900, February 1992.
DOI
|