Heckerman, D., Mamdani, A., & Wellman, M. P.(1995). Real-world applications of Bayesian networks. Communications of the ACM, 38.
Horak, F. B., Shumway-Cook, A., Crowe, T., & Black, F. O. (1988). Vestibular function and motor proficiency in children with impaired hearing or with learning disability and motor impairments. Developmental Medicine and
Children Neurology, 30, pp. 64-79.
Horprasert,T., Harwood,D. & Davis, L. S. (2000). A robust background subtraction
and shadow detection,4th Asian Conf. on Computer Vision, Taipei, Taiwan,
pp. 983-988.Hutton, J. L. & Pharoah, P. O. (2002). Effects of cognitive, motor, and sensory disabilities on survival in cerebral palsy. Archives of Disease in Childhood,
86(2), pp. 84-89.
Kane,M.,Crooks,T. & Cohen,A.(1999).Validating measures of
performance.Educational Measurement :Issues and Practice,18(2),5-17.
Kuncheva L.I. (2004), Combining Pattern Classifiers: Methods and Algorithms , Wiley and Sons, New Jersey.
Lee, H.-M., Chen, J.-J. J., Ju, M.-S., Lin, C.-C. K. & Poon, P. P. W. (2004).
Valida-Mangeot, S. D., Miller, L. J., McIntosh, D. N., McGrath-Clarke, J., Simon, J.&
Hagerman, R. J., et al. (2001). Sensory modulation dysfunction in children with attention-deficit-hyperactivity disorder. Developmental Medicine and
Child Neurology, 43(6), pp. 399-406.
McKenna, S., Jabri, S., Duric, Z., Rosenfeld, A., & Wechsler, H. (2000) Tracking groups of people, Comput. Vis. Image Understanding, vol. 80, no. 1, pp.
42–56.
Messick,S.(1989).Validity .In R.L.Linn(Ed.),Educational measurement(3rd
ed.,pp13-104).New York:American Council on Educational and Macmillan.
Pearl, J.(1988). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible
Inference. Morgan Kaufmann, San Mateo CA.
Powers,D.E. & Bennett,R.E.(1999).Effects of allowing examinees to select questions on a test of divergent thinking.Applied Measurement in
Educa-tion,12(3),257-279.
Sakemiller, L. M. & Nelson, D. L. (1998). Eliciting functional extension in prone through the use of a game.American Journal Occupation Therapy, 52(2), pp.
150-157.
Scott-Warley, J., Bennett, W., Miller, G., Miller. M, Walker, S. & C, H.(1991).
Reliability of three clinical measures of muscle tone in the shoulders and wrists of post-stroke patients. American Journal of Occupational Therapy, 45, 1.
Sherrington, C. (1898). Decerebrate rigidity and reflex coordination of movements. J
Physiol 22, pp. 319-332.
Sherrington, C. (1909). On plastic tonus and proprioceptive reflexes. Quart J Exper
Physiol 2, pp. 109-156.
Sherrington, C. (1915). Postural activity of muscle and nerve 1915. Brain 38, pp.
191-234.
Shumway-Cook, A., & Woollacott, M. (2001). Motor control theory and practical
applications. Baltimore, Maryland: Loppincott, Williams and Wilkins.
Stauffer, C. & Grimson, W. (1999).Adaptive background mixture models for
real-time tracking, in Proc. IEEE Conf. Computer Vision and Pattern
Recogni-tion, vol. 2, pp. 246–252.
Stephenson, R. (1993). A review of neuroplasticity: Some implications for physiotherapy in the treatment of the brain. Physiotherapy, 79, 10.
Suzanne Lane & Clement A.Stone(2006).Performance Assessment.In Robert L.
Bren-nan(Ed.)Educational Measurement(4rd ed., pp. 387-431).New York:National
Council on Measurement in Education and American Council on Education.Taylor, B., Ellis, E., & Haran, D.(1995). The Reliability of measurement of postural alignment to assess muscle tone change. Physiotherapy, 81(8), pp. 485-490.
Torkkola K. & Campbell W. M. (2000). Mutual information in learning feature
transformations, In Proceedings of the seventeenth International Conference
on Machine Learning, Morgan Kaufmann, San Francisco, CA, pp. 1015-1022.Touwen, B. C. L. (1976). Neurological development in infancy. London: Cambridge.
Trombly, C. (1995). Occupational therapy for physical dysfunction.(Vol. 4th). Balti-more: Williams and Wilkins.
Tyson, S., & Selley, A. (2006). A content analysis of physiotherapy for postural con-trol in people with stroke: an observational study. Disability Rehabilitation
15-30(28(13-14)), pp. 865-872.
Wade, D. (1992). Measurement in neurological rehabilitation. Oxford: University Press.
Wainer,H.,&Thissen,D.(1994).On examinee choice in educational testing .Review of Educational Research,64,159-195.
Watling, R. L., Deitz, J., & White, O. (2001). Comparison of Sensory Profile scores of young children with and without autism spectrum disorders. American
Journal of Occupational Therapy, 55(4), pp. 416-423.
Weiming Hu, Tieniu Tan, Liang Wang, & Steve Maybank.(2004). A Survey on Vis-ual Surveillance of Object Motion and Behaviors. IEEE Transactions on
Sys-tems, mans, and Cybernetics-Parts: Applications and Reviews, Vol.34, no.3.
Westcott, S. L., Lowes, L. P., & Richardson, P. K. (1997). Evaluation of postural stability in children :Current theories and assessment tools. Physical Therapy,
77(6), pp. 629-645.
Wu, Y.N., Huang, S.-c., Chen, J. J.-j., Wang, Y.-l., & Piotrkiewicz, M. (2004).
Spasticity evaluation of hemiparetic limbs in stroke patients before Interven-tion by using portable stretching device and EMG. Journal of Medical and
Biological Engineering, 24(1), pp. 29-35.
附錄
附錄一 感覺統合臨床觀察-個案基本資料(工作人員填寫) 1. 個案編號:
2. 學生姓名:
3. 性別: □(0)女 □(1)男
4. 施測日期: 民國 97 年 月 日 5. 學生出生日期:民國 年 月 日
6. 學生實足年齡: 歲 月 日 7. 是否會跳:□(0)否 □(1)是
8. 是否會單腳跳:□(0)否 □(1)是
9. 施測順序為:□(1)第一順位,沒有觀察其他同學 □(2)第二順位或觀察一位
□(3)第三順位或觀察兩位進行施測
10. 施測時之配合程度:□(0)不配合 □(1)安撫後配合 □(2)配合 11. 其他特殊事項
□(1)焦慮 □(2)緊張 □(3)衝動 □(4)過動 □(5)跑掉 □(6)疲倦 □(7)想睡
□(8)做不好沮喪 □(9)害羞 □(10)退縮 □(11)其他 12. 是否領有發展遲緩證明:□(0)否 □(1)是
13. 是否有領身心障礙手冊:□(0)否 □(1)是 14. 障礙類別為(可複選):
□(1)肢體障礙, □(2)肌肉萎縮, □(3)智能障礙,□(4)語言障礙,□(5) 多重障礙, □(6)發展遲緩, □(7)自閉症, □(8)聽障, □(9)視障, □(10)
唐氏症, □(11)感覺統合功能障礙, □(12)其他 15. 障礙等級為:□(0)輕度 □(1)中度 □(2)重度或以上
16. 身高:約 公分 17. 體重:約 公斤
附錄二 不同張數為間隔之「趴姿伸直」穩定度診斷正確率
附表1 「趴姿伸直」穩定度觀測向度之診斷正確率(5 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 83.7% 84.5% 84.1% 83.3% 84.5% 84.1% 84.5% 84.1% 84.9% 84.1% 84.2%
kNN 70.7% 72.4% 75.7% 74.1% 73.6% 72.8% 72.0% 72.4% 72.8% 77.0% 73.3%
分 類
器 SVM 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3%
註:灰色區域表示最佳之正確診斷率
附表2「趴姿伸直」穩定度觀測向度之診斷正確率(10 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 84.1% 84.1% 84.1% 84.5% 84.1% 83.7% 83.7% 83.3% 84.1% 84.5% 84.0%
kNN 73.6% 73.6% 77.4% 75.7% 76.2% 74.9% 74.9% 74.9% 74.5% 77.8% 75.4%
分 類
器 SVM 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3%
註:灰色區域表示最佳之正確診斷率
附表3「趴姿伸直」穩定度觀測向度之診斷正確率(15 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 85.8% 84.9% 85.8% 85.4% 85.8% 84.9% 85.8% 85.8% 85.4% 85.8% 85.5%
kNN 74.1% 75.3% 78.7% 75.7% 76.2% 74.5% 75.3% 74.9% 73.6% 78.7% 75.7%
分 類
器 SVM 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3%
註:灰色區域表示最佳之正確診斷率
附錄三 不同張數為間隔之「臥姿彎曲」穩定度診斷正確率
附表1 「臥姿彎曲」穩定度觀測向度之診斷正確率(5 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 80.8% 81.2% 80.3% 81.6% 80.3% 80.8% 80.3% 80.8% 81.2% 80.8% 80.8%
kNN 74.1% 73.2% 72.8% 71.1% 73.2% 72.0% 71.5% 70.7% 71.5% 72.8% 72.3%
分 類
器 SVM 78.7% 79.5% 78.2% 78.2% 80.3% 79.1% 79.1% 78.2% 77.8% 78.7% 78.8%
註:灰色區域表示最佳之正確診斷率
附表2「臥姿彎曲」穩定度觀測向度之診斷正確率(10 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 82.4% 82.8% 83.7% 83.3% 84.1% 84.5% 83.3% 84.9% 84.5% 82.8% 83.6%
kNN 80.3% 77.4% 77.8% 79.9% 79.9% 78.2% 78.2% 79.9% 81.2% 79.5% 79.2%
分 類
器 SVM 79.1% 80.3% 80.3% 79.5% 80.3% 80.8% 81.2% 80.8% 80.8% 78.7% 80.2%
註:灰色區域表示最佳之正確診斷率
附表3「臥姿彎曲」穩定度觀測向度之診斷正確率(15 張為間隔)
1 2 3 4 5 6 7 8 9 10 平均 ML 83.3% 84.1% 84.1% 83.3% 83.7% 84.1% 83.3% 83.3% 84.1% 83.7% 83.7%
kNN 73.6% 72.0% 73.6% 72.0% 74.1% 75.3% 75.7% 75.7% 71.5% 72.8% 73.6%
分 類
器 SVM 80.8% 79.9% 81.2% 80.8% 80.8% 80.8% 80.8% 81.2% 81.2% 81.2% 80.8%
註:灰色區域表示最佳之正確診斷率
附錄四「趴姿伸直」和「臥姿彎曲」特徵選取之整體診斷正確率 附表1 二元資料使用 BN 分類器在「趴姿伸直」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
12345 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 86.2% 87.0% 86.6%
1234 86.2% 86.6% 86.6% 86.6% 86.6% 86.2% 87.0% 86.6% 86.6% 86.6% 86.6%
234 86.6% 86.6% 86.2% 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 86.6%
2345 86.6% 86.6% 86.6% 86.6% 86.6% 86.6% 85.3% 85.8% 86.6% 86.6% 86.4%
234 86.5% 85.8% 86.6% 86.2% 86.2% 86.2% 86.6% 86.6% 86.6% 86.2% 86.4%
23456 86.6% 86.2% 86.2% 85.8% 86.2% 86.6% 86.6% 85.8% 86.2% 86.6% 86.3%
12346 86.2% 86.6% 86.2% 86.6% 85.8% 86.2% 85.8% 85.4% 86.6% 85.8% 86.1%
2356 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 85.0% 85.0% 84.9% 84.9%
13456 85.0% 85.0% 84.9% 84.9% 85.0% 84.9% 84.5% 84.9% 84.9% 85.0% 84.9%
346 84.9% 84.9% 84.9% 84.1% 84.9% 85.0% 84.9% 84.9% 84.9% 85.0% 84.8%
1346 84.9% 84.9% 84.9% 84.5% 84.9% 84.9% 85.0% 84.9% 84.1% 85.0% 84.8%
12356 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 83.7% 84.1% 84.1%
2356 84.1% 83.7% 84.1% 84.1% 84.1% 84.2% 83.7% 84.1% 83.7% 84.1% 84.0%
236 84.1% 83.7% 84.1% 84.1% 84.1% 84.1% 83.7% 84.1% 84.1% 83.7% 84.0%
1236 83.7% 83.7% 84.1% 83.7% 83.7% 84.1% 83.7% 84.1% 84.2% 84.1% 83.9%
134 82.8% 82.9% 82.9% 82.9% 82.9% 82.9% 82.9% 82.9% 82.8% 82.9% 82.9%
13 82.8% 82.9% 82.8% 82.9% 82.8% 82.8% 82.8% 82.8% 82.9% 82.9% 82.9%
1235 82.9% 82.9% 82.9% 82.9% 82.8% 82.8% 82.9% 82.9% 82.8% 82.8% 82.9%
1345 82.9% 82.9% 82.8% 82.8% 82.9% 82.8% 82.9% 82.9% 82.8% 82.8% 82.8%
123 82.9% 82.9% 82.8% 82.8% 82.8% 82.8% 82.9% 82.9% 82.9% 82.8% 82.8%
1356 82.8% 82.8% 82.8% 82.9% 82.8% 82.8% 82.9% 82.9% 82.9% 82.8% 82.8%
136 82.9% 82.9% 82.9% 82.9% 82.8% 82.8% 82.8% 82.8% 82.8% 82.8% 82.8%
135 82.8% 82.8% 82.9% 82.9% 82.8% 82.9% 82.9% 82.8% 82.9% 82.8% 82.8%
235 82.8% 82.8% 82.8% 82.8% 82.9% 82.8% 82.9% 82.9% 82.9% 82.8% 82.8%
356 82.8% 82.9% 82.8% 82.8% 82.8% 82.9% 82.9% 82.8% 82.8% 82.8% 82.8%
35 82.8% 82.8% 82.8% 82.9% 82.8% 82.8% 82.8% 82.9% 82.9% 82.9% 82.8%
3 82.9% 82.8% 82.8% 82.9% 82.8% 82.9% 82.8% 82.9% 82.8% 82.8% 82.8%
23 82.8% 82.8% 82.8% 82.8% 82.9% 82.8% 82.9% 82.9% 82.9% 82.8% 82.8%
34 82.4% 82.8% 82.9% 82.9% 82.8% 82.8% 82.9% 82.9% 82.9% 82.9% 82.8%
345 82.8% 82.8% 82.9% 82.8% 82.8% 82.8% 82.8% 82.4% 82.8% 82.9% 82.8%
36 82.8% 82.9% 81.2% 82.9% 82.8% 82.8% 82.8% 82.8% 82.9% 82.9% 82.7%
1246 80.3% 80.8% 80.3% 80.3% 80.8% 80.3% 79.1% 80.4% 80.3% 80.3% 80.3%
註:a.1:頭部;2:胸部;3:手部;4:腳部 5:協同性;6:穩定度
附表2 二元資料使用 BN 分類器在「臥姿彎曲」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
12346 85.3% 85.4% 84.9% 85.8% 85.4% 85.4% 85.4% 85.4% 85.8% 85.4% 85.4%
12456 84.9% 85.3% 84.9% 85.4% 85.4% 85.0% 85.3% 85.3% 85.4% 85.4% 85.2%
1246 84.5% 85.3% 84.9% 84.9% 85.4% 84.9% 84.9% 85.8% 85.4% 84.9% 85.1%
12356 84.9% 84.9% 84.9% 85.4% 84.9% 84.9% 84.9% 84.9% 84.9% 85.0% 85.0%
2456 85.0% 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 85.0% 85.0% 84.9%
23456 85.0% 85.0% 85.0% 85.0% 84.5% 85.4% 85.0% 85.0% 84.5% 84.9% 84.9%
1236 84.9% 85.0% 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 84.9% 84.1% 84.9%
2356 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5%
236 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5% 84.5%
2346 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1%
246 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1% 84.1%
1256 83.3% 83.3% 83.7% 83.7% 82.8% 83.7% 83.7% 83.2% 83.7% 83.3% 83.4%
1356 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 83.2% 83.3% 83.3% 83.3%
126 82.9% 82.9% 83.7% 82.8% 83.7% 82.9% 83.6% 83.7% 82.8% 83.7% 83.3%
136 83.2% 83.3% 83.3% 83.3% 83.3% 83.3% 83.2% 83.3% 83.3% 83.3% 83.3%
13456 83.2% 83.3% 82.8% 82.8% 83.3% 83.3% 82.8% 83.2% 82.8% 83.3% 83.1%
1456 82.8% 82.9% 82.9% 82.9% 82.9% 82.9% 82.8% 82.8% 82.9% 82.9% 82.9%
156 82.9% 82.8% 82.9% 82.8% 82.9% 82.9% 82.9% 82.8% 82.8% 82.8% 82.9%
1346 82.8% 82.9% 82.8% 82.9% 83.3% 82.4% 82.8% 82.9% 82.9% 82.8% 82.8%
256 82.8% 82.9% 82.8% 82.8% 82.8% 82.9% 82.8% 82.8% 82.9% 82.8% 82.8%
146 82.9% 82.8% 82.8% 82.9% 82.4% 82.8% 82.8% 82.8% 82.9% 82.8% 82.8%
356 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0%
456 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0% 82.0%
3456 81.6% 81.6% 81.6% 81.6% 81.6% 81.6% 81.5% 81.6% 81.6% 81.6% 81.6%
346 80.8% 80.8% 80.8% 80.7% 80.8% 80.8% 80.8% 80.8% 80.8% 80.8% 80.8%
123 80.8% 80.8% 80.7% 80.7% 80.8% 80.8% 80.8% 80.8% 80.8% 80.7% 80.8%
1235 80.8% 79.9% 80.8% 80.8% 80.8% 80.7% 79.9% 80.8% 80.7% 80.8% 80.6%
1234 80.7% 79.9% 80.7% 80.7% 79.9% 80.7% 79.9% 80.3% 80.7% 80.8% 80.4%
1245 80.3% 80.3% 80.3% 80.4% 79.9% 80.3% 80.4% 80.3% 79.9% 80.3% 80.3%
124 80.3% 80.3% 80.4% 80.3% 80.3% 79.4% 80.3% 80.4% 80.3% 80.3% 80.2%
12345 80.3% 79.9% 80.3% 80.3% 79.9% 80.3% 79.9% 79.9% 79.9% 80.8% 80.2%
附表3 原始資料使用 ML 分類器在「趴姿伸直」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
134 87.9% 87.4% 87.4% 87.9% 87.4% 86.2% 87.4% 84.9% 86.2% 87.0% 87.0%
347 86.6% 86.2% 85.8% 87.0% 86.2% 85.8% 85.8% 86.2% 84.9% 87.0% 86.2%
134567 86.2% 87.0% 85.4% 86.6% 85.8% 87.4% 84.9% 85.8% 85.8% 86.6% 86.2%
345679 87.4% 86.2% 86.6% 85.8% 86.6% 85.4% 86.2% 84.5% 87.0% 85.8% 86.2%
1234568 84.9% 85.4% 86.6% 86.6% 85.4% 86.2% 84.9% 87.4% 86.6% 87.4% 86.2%
34567 84.1% 86.6% 84.5% 87.0% 86.6% 86.6% 87.0% 86.2% 86.2% 86.6% 86.2%
34 85.8% 86.6% 86.2% 86.6% 86.2% 86.6% 85.4% 85.4% 85.8% 85.8% 86.0%
34710 85.8% 85.8% 85.8% 86.2% 87.0% 85.8% 86.2% 84.9% 86.2% 86.6% 86.0%
1348 85.8% 86.6% 84.9% 86.6% 84.9% 86.2% 86.2% 86.6% 86.2% 85.8% 86.0%
13456710 86.6% 86.6% 85.8% 86.6% 85.8% 87.4% 84.5% 85.8% 84.5% 86.2% 86.0%
348 85.8% 86.2% 86.2% 85.8% 85.4% 86.6% 85.8% 85.8% 87.0% 84.9% 85.9%
12348910 84.9% 84.5% 86.6% 86.6% 86.6% 86.6% 86.2% 86.2% 87.0% 83.7% 85.9%
13458 86.2% 85.4% 85.4% 87.0% 85.8% 85.8% 85.8% 86.2% 85.8% 85.4% 85.9%
1345 85.4% 87.9% 86.6% 84.9% 85.4% 85.4% 84.9% 86.6% 85.8% 84.9% 85.8%
1345678 84.5% 84.1% 86.2% 87.9% 85.4% 85.8% 86.2% 85.4% 85.8% 86.6% 85.8%
1349 86.6% 84.9% 86.6% 86.2% 84.9% 85.4% 86.6% 85.4% 86.2% 84.1% 85.7%
3410 84.1% 85.4% 86.2% 85.8% 86.6% 84.9% 84.9% 85.4% 87.4% 86.2% 85.7%
23489 87.0% 85.4% 85.8% 85.8% 85.8% 84.9% 85.8% 84.5% 85.4% 86.6% 85.7%
234589 85.4% 85.8% 85.4% 86.2% 86.2% 85.4% 84.9% 86.6% 85.8% 85.4% 85.7%
1234 87.0% 84.1% 85.8% 86.2% 84.1% 85.4% 86.2% 85.8% 85.4% 86.6% 85.6%
1347 87.4% 84.5% 86.6% 84.9% 84.9% 86.6% 84.5% 86.2% 84.5% 85.8% 85.6%
1345689 86.2% 86.6% 84.1% 84.9% 86.6% 84.9% 84.9% 86.2% 84.9% 86.2% 85.6%
12345689 85.8% 84.5% 85.8% 85.4% 84.9% 85.4% 87.0% 85.4% 86.6% 84.9% 85.6%
345 86.2% 84.9% 86.2% 84.5% 85.8% 86.2% 85.8% 85.4% 85.8% 84.9% 85.6%
2348 86.2% 86.2% 85.8% 85.4% 86.2% 84.5% 85.8% 85.8% 85.8% 84.1% 85.6%
134810 84.9% 85.4% 84.9% 85.4% 84.9% 85.4% 85.8% 85.8% 85.8% 86.6% 85.5%
2349 85.8% 85.4% 84.9% 85.8% 84.9% 85.8% 87.0% 84.9% 85.8% 84.1% 85.4%
134568 85.4% 86.6% 85.4% 83.7% 85.4% 86.2% 86.2% 84.1% 85.4% 86.2% 85.4%
123456810 84.5% 87.0% 83.7% 85.8% 86.2% 84.9% 84.9% 86.2% 85.4% 85.8% 85.4%
13489 85.4% 85.4% 85.4% 86.2% 85.4% 85.4% 85.4% 86.6% 84.1% 84.9% 85.4%
348910 85.8% 83.7% 86.6% 85.4% 85.8% 85.4% 86.6% 85.4% 84.5% 84.9% 85.4%
134569 86.2% 86.6% 85.8% 84.5% 86.2% 84.5% 84.1% 85.4% 84.9% 85.8% 85.4%
13410 85.8% 85.4% 83.7% 85.4% 86.6% 83.7% 85.8% 85.8% 84.9% 85.8% 85.3%
234810 84.9% 85.8% 84.9% 84.5% 84.9% 85.4% 83.7% 85.4% 85.4% 84.1% 84.9%
1346810 86.2% 83.7% 85.4% 84.5% 84.9% 83.3% 84.5% 85.8% 85.8% 84.9% 84.9%
34568910 83.7% 86.2% 83.3% 85.8% 83.3% 85.8% 85.8% 84.1% 84.5% 86.6% 84.9%
23469 84.9% 85.8% 85.8% 83.7% 86.6% 84.9% 84.5% 84.1% 84.5% 84.1% 84.9%
13456789 85.4% 83.7% 84.5% 86.6% 84.5% 85.8% 84.1% 85.4% 84.5% 84.5% 84.9%
34810 84.1% 84.9% 84.1% 85.4% 83.7% 84.9% 85.4% 85.4% 84.9% 85.8% 84.9%
3489 85.4% 86.2% 84.5% 84.1% 84.1% 85.4% 84.5% 84.9% 85.8% 83.7% 84.9%
134567810 84.9% 85.8% 83.7% 85.4% 83.3% 85.8% 83.7% 84.5% 84.9% 86.2% 84.8%
234568 84.1% 84.1% 84.9% 84.9% 85.4% 84.9% 85.4% 83.7% 84.9% 85.4% 84.8%
349 83.3% 84.5% 86.2% 85.8% 81.6% 86.2% 85.4% 85.4% 84.1% 85.4% 84.8%
123456 85.8% 85.4% 84.5% 82.0% 85.4% 84.9% 86.6% 85.4% 84.5% 83.3% 84.8%
134579 83.7% 83.3% 84.5% 87.4% 83.3% 87.0% 85.8% 84.9% 82.0% 85.8% 84.8%
347910 84.5% 86.6% 84.9% 84.9% 85.4% 83.3% 84.9% 84.5% 84.5% 84.1% 84.8%
1345679 83.3% 82.8% 85.8% 84.1% 84.1% 84.9% 84.9% 85.4% 86.2% 86.2% 84.8%
2348910 85.4% 84.5% 84.9% 86.2% 84.5% 84.1% 84.9% 84.1% 85.4% 83.7% 84.8%
3478910 84.5% 83.7% 84.1% 85.4% 85.8% 85.4% 84.1% 85.4% 84.5% 84.9% 84.8%
123468910 83.3% 85.4% 82.8% 86.2% 84.9% 85.4% 83.7% 84.9% 84.1% 87.0% 84.8%
23456 84.9% 85.4% 85.8% 84.5% 84.9% 84.5% 84.1% 84.1% 84.9% 84.5% 84.8%
134578910 85.8% 86.2% 84.1% 84.1% 86.2% 83.7% 84.9% 84.1% 84.9% 83.7% 84.8%
14568 85.4% 84.9% 85.4% 83.7% 85.4% 84.1% 84.1% 85.4% 84.1% 84.9% 84.7%
345710 84.9% 84.9% 84.9% 85.8% 83.3% 84.5% 85.8% 84.1% 84.9% 84.1% 84.7%
3459 83.7% 84.1% 84.9% 84.1% 85.4% 84.5% 85.8% 84.5% 85.4% 84.9% 84.7%
234678 85.8% 84.1% 84.1% 84.5% 85.8% 84.1% 84.5% 85.4% 83.3% 85.8% 84.7%
3468910 84.1% 83.3% 84.5% 84.5% 83.7% 86.6% 85.8% 85.4% 85.4% 84.1% 84.7%
23458910 84.1% 85.4% 84.5% 86.6% 84.1% 84.9% 83.7% 84.5% 85.8% 83.7% 84.7%
2357 85.4% 84.5% 84.1% 84.9% 84.1% 85.4% 85.8% 84.5% 86.2% 82.0% 84.7%
3456 85.4% 85.4% 85.4% 85.4% 83.7% 84.9% 85.8% 82.8% 83.7% 84.5% 84.7%
13479 84.1% 85.4% 83.3% 84.9% 82.4% 83.7% 86.2% 84.9% 86.6% 85.4% 84.7%
123467810 83.3% 85.4% 83.3% 85.4% 84.5% 84.1% 87.0% 84.1% 84.9% 84.9% 84.7%
23459 84.5% 85.4% 84.9% 84.5% 85.4% 82.8% 84.1% 84.9% 85.8% 84.5% 84.7%
34568 86.2% 84.9% 84.5% 84.1% 83.7% 84.5% 84.9% 84.5% 83.7% 85.8% 84.7%
234789 84.5% 86.2% 85.4% 84.1% 84.9% 84.9% 84.5% 82.4% 85.8% 84.1% 84.7%
123456710 83.7% 84.9% 84.5% 85.8% 85.4% 84.5% 85.4% 84.5% 83.7% 84.5% 84.7%
134578 86.2% 84.1% 84.9% 84.9% 84.5% 84.9% 85.8% 82.0% 83.7% 85.4% 84.6%
134589 86.6% 85.8% 82.4% 85.4% 82.0% 86.2% 84.5% 85.4% 85.4% 82.8% 84.6%
134610 85.4% 84.5% 84.1% 86.6% 84.1% 86.2% 84.5% 82.8% 84.1% 84.1% 84.6%
3467 84.1% 84.9% 85.8% 83.3% 83.7% 84.1% 84.9% 84.1% 82.8% 84.9% 84.3%
3478 84.9% 84.1% 84.9% 83.3% 84.5% 84.9% 82.8% 84.5% 84.9% 83.7% 84.3%
34510 84.1% 82.8% 84.9% 83.3% 85.4% 84.1% 84.9% 84.5% 84.9% 83.7% 84.3%
134689 83.3% 84.1% 84.5% 84.9% 83.7% 81.6% 85.8% 87.4% 83.7% 83.7% 84.3%
1345789 84.1% 84.9% 87.0% 83.7% 82.8% 85.8% 81.6% 83.7% 83.3% 85.8% 84.3%
345610 84.1% 84.9% 83.3% 84.1% 85.8% 83.7% 84.5% 84.9% 83.7% 83.7% 84.3%
34678 84.5% 82.0% 84.1% 85.4% 85.8% 83.7% 84.1% 83.3% 84.5% 84.9% 84.2%
3456789 82.8% 83.7% 86.2% 83.7% 80.8% 84.9% 85.8% 84.9% 84.9% 84.5% 84.2%
1234567810 82.4% 83.7% 87.0% 84.9% 84.9% 84.1% 84.5% 81.2% 84.9% 84.5% 84.2%
13567 84.1% 84.5% 83.7% 83.3% 82.8% 84.9% 83.3% 84.5% 86.6% 84.5% 84.2%
2345689 82.0% 84.5% 85.4% 84.5% 83.7% 84.5% 84.5% 83.3% 85.4% 84.5% 84.2%
13467810 84.1% 84.9% 83.3% 83.3% 84.5% 84.1% 83.3% 85.8% 83.7% 85.4% 84.2%
23456910 83.7% 84.9% 84.5% 84.5% 83.7% 83.3% 83.3% 84.9% 84.9% 84.5% 84.2%
23467810 84.5% 85.4% 84.1% 84.1% 83.7% 85.4% 83.7% 84.1% 84.1% 83.3% 84.2%
234567810 82.8% 84.5% 83.7% 84.1% 84.5% 85.8% 84.1% 84.9% 84.5% 83.3% 84.2%
13467 84.9% 84.9% 85.4% 82.4% 84.1% 84.5% 85.4% 81.2% 84.9% 84.1% 84.2%
234610 82.8% 84.9% 84.9% 82.8% 84.1% 85.4% 82.8% 84.5% 84.1% 85.4% 84.2%
345689 83.3% 84.9% 84.5% 85.4% 83.7% 84.5% 84.1% 83.3% 84.1% 84.1% 84.2%
345810 83.3% 85.4% 84.1% 84.5% 83.3% 84.9% 83.3% 84.5% 84.9% 83.7% 84.2%
2347910 85.4% 82.8% 83.3% 84.1% 85.4% 84.1% 84.1% 83.7% 85.4% 83.7% 84.2%
23456810 82.4% 84.9% 84.9% 84.5% 84.1% 84.5% 82.8% 84.9% 84.5% 84.1% 84.2%
123467 82.4% 84.1% 82.8% 84.1% 84.1% 83.3% 85.8% 84.9% 84.9% 84.9% 84.1%
1345910 84.9% 84.9% 84.9% 84.1% 82.8% 82.0% 84.5% 84.1% 85.4% 83.7% 84.1%
1456789 84.5% 83.7% 82.0% 85.8% 82.8% 83.7% 85.4% 84.9% 84.9% 83.7% 84.1%
2357910 85.4% 82.0% 85.8% 82.8% 83.7% 83.3% 84.9% 85.4% 84.1% 84.1% 84.1%
3467910 83.7% 84.5% 84.1% 85.4% 82.8% 82.8% 83.3% 84.1% 85.4% 85.4% 84.1%
23467 85.4% 84.9% 82.8% 83.7% 82.0% 84.1% 84.5% 84.1% 84.5% 85.4% 84.1%
34610 84.1% 83.3% 84.5% 83.7% 86.6% 84.1% 82.4% 83.7% 84.9% 84.1% 84.1%
123469 84.1% 84.1% 83.7% 84.5% 84.5% 83.3% 84.9% 83.7% 82.8% 85.8% 84.1%
1347810 80.8% 83.7% 84.5% 84.1% 85.8% 85.8% 84.1% 85.4% 84.5% 82.8% 84.1%
12345789 84.9% 82.8% 83.7% 83.3% 83.3% 84.5% 86.2% 86.6% 82.8% 83.3% 84.1%
134567910 84.9% 83.7% 86.2% 84.1% 86.2% 84.5% 83.3% 83.7% 82.4% 82.4% 84.1%
1.2346E+10 84.9% 83.7% 84.5% 84.5% 83.3% 82.8% 84.1% 85.8% 85.4% 82.4% 84.1%
123468 85.4% 84.9% 85.4% 84.9% 81.6% 82.8% 84.9% 83.3% 84.1% 83.7% 84.1%
3458910 84.5% 83.7% 85.8% 84.9% 85.4% 82.0% 84.1% 84.1% 82.8% 83.7% 84.1%
12345710 84.1% 84.1% 84.9% 85.4% 82.4% 83.3% 84.5% 83.3% 85.4% 83.3% 84.1%
345910 82.4% 85.4% 84.1% 82.4% 83.7% 85.4% 82.8% 84.1% 84.1% 82.8% 83.7%
12345610 83.7% 82.4% 84.9% 83.3% 83.7% 82.4% 83.7% 85.8% 84.1% 83.3% 83.7%
3479 85.8% 82.8% 82.4% 84.5% 84.1% 83.7% 83.3% 83.7% 83.7% 83.3% 83.7%
123410 85.4% 84.1% 84.1% 82.8% 84.1% 84.5% 82.0% 83.7% 84.1% 82.4% 83.7%
1356710 81.2% 83.7% 83.3% 83.3% 83.3% 84.5% 84.1% 84.1% 85.8% 84.1% 83.7%
2347810 83.7% 84.1% 84.1% 84.1% 84.1% 83.3% 84.5% 83.3% 82.4% 83.7% 83.7%
1234578910 81.6% 84.1% 84.9% 84.1% 83.7% 83.7% 83.7% 84.1% 83.3% 84.1% 83.7%
234510 83.7% 83.3% 82.4% 85.4% 83.3% 84.1% 83.3% 84.1% 83.7% 83.7% 83.7%
23567 84.1% 84.1% 83.7% 84.5% 83.7% 82.8% 83.7% 82.8% 84.1% 83.3% 83.7%
34679 82.8% 84.1% 83.3% 83.3% 85.8% 83.7% 82.8% 83.3% 83.7% 84.1% 83.7%
34689 83.3% 83.7% 84.5% 84.1% 83.7% 83.3% 83.7% 83.3% 84.1% 83.3% 83.7%
34789 82.4% 83.7% 84.9% 84.1% 83.3% 83.7% 84.1% 83.3% 83.3% 84.1% 83.7%
234679 83.7% 81.6% 83.3% 84.1% 86.2% 83.7% 84.5% 83.7% 82.8% 83.3% 83.7%
234678910 83.7% 84.1% 83.7% 84.1% 84.9% 83.3% 83.3% 83.3% 82.8% 83.7% 83.7%
245678 83.7% 84.1% 83.7% 83.3% 83.3% 84.9% 83.3% 84.9% 82.0% 83.3% 83.6%
1234579 82.4% 84.9% 84.9% 82.8% 84.5% 84.1% 82.0% 84.1% 83.3% 83.3% 83.6%
1234678910 84.1% 85.4% 82.4% 82.4% 84.1% 82.0% 83.7% 85.4% 82.4% 84.5% 83.6%
34579 84.5% 84.1% 83.7% 84.5% 84.1% 83.7% 82.8% 82.4% 83.3% 83.3% 83.6%
12347810 85.8% 83.7% 84.1% 84.1% 81.6% 82.0% 84.1% 83.3% 84.5% 83.3% 83.6%
123457910 84.5% 82.8% 84.9% 84.9% 83.3% 82.4% 82.0% 84.5% 82.0% 84.5% 83.6%
23579 84.1% 83.3% 83.3% 83.3% 84.1% 82.4% 83.7% 83.7% 83.7% 84.5% 83.6%
23456789 81.6% 84.1% 84.1% 82.4% 83.3% 83.3% 82.8% 82.8% 85.8% 85.4% 83.6%
3457910 83.3% 85.8% 83.3% 83.7% 83.7% 82.4% 82.0% 84.5% 82.8% 84.1% 83.6%
34578910 84.1% 83.7% 84.5% 83.3% 83.7% 84.5% 82.8% 82.0% 82.8% 84.1% 83.6%
123457810 84.1% 82.8% 84.5% 83.3% 82.8% 84.1% 84.1% 82.4% 84.9% 82.4% 83.6%
2346710 85.8% 83.3% 83.7% 84.5% 82.8% 82.8% 79.1% 85.8% 83.7% 83.7% 83.5%
2367910 83.3% 82.0% 84.1% 84.9% 83.7% 84.9% 84.1% 81.2% 83.3% 83.7% 83.5%
148 84.5% 82.4% 83.7% 83.7% 82.8% 84.1% 82.0% 84.9% 83.7% 83.3% 83.5%
1478 84.1% 83.7% 82.8% 83.3% 84.5% 83.3% 83.3% 82.8% 83.7% 83.7% 83.5%
2345910 84.9% 84.1% 82.4% 83.7% 82.8% 82.4% 84.5% 84.1% 83.3% 82.8% 83.5%
1346710 82.8% 84.1% 85.4% 83.3% 82.0% 84.1% 81.6% 84.5% 82.0% 84.9% 83.5%
1347910 84.9% 83.7% 82.4% 82.0% 84.5% 83.7% 84.9% 82.4% 83.3% 82.8% 83.5%
45678 83.7% 83.7% 84.1% 83.3% 84.1% 83.7% 82.0% 83.7% 84.5% 82.0% 83.5%
356710 83.7% 83.7% 84.5% 82.4% 82.0% 82.8% 83.3% 84.9% 84.1% 83.3% 83.5%
1234610 84.1% 84.1% 83.3% 82.8% 84.1% 83.3% 83.7% 83.3% 82.8% 83.3% 83.5%
234578910 83.7% 84.5% 80.8% 83.7% 84.1% 84.5% 83.3% 84.5% 82.0% 83.3% 83.4%
136710 83.7% 82.8% 83.3% 82.0% 82.8% 83.3% 82.4% 82.4% 84.1% 83.3% 83.0%
235710 82.8% 83.7% 83.3% 82.8% 81.6% 82.8% 83.7% 83.7% 83.3% 82.4% 83.0%
1234510 84.1% 82.4% 84.1% 82.0% 82.8% 80.8% 83.7% 84.1% 82.8% 83.3% 83.0%
2456789 83.7% 82.8% 82.4% 82.8% 82.4% 81.6% 82.8% 84.5% 82.8% 84.1% 83.0%
1235678 84.5% 82.8% 82.4% 82.0% 81.6% 82.8% 82.8% 83.3% 84.1% 83.3% 83.0%
1468910 84.5% 84.9% 81.2% 81.6% 83.3% 83.3% 81.6% 83.7% 82.8% 82.8% 83.0%
14689 81.6% 82.4% 83.7% 81.6% 83.7% 84.1% 84.1% 82.8% 82.0% 83.3% 82.9%
23569 82.4% 84.1% 83.3% 82.4% 82.8% 82.0% 83.3% 82.0% 83.3% 83.7% 82.9%
135710 83.3% 82.4% 83.3% 82.4% 82.8% 83.3% 83.7% 82.8% 82.4% 82.8% 82.9%
146810 81.2% 83.3% 84.5% 82.4% 83.3% 84.1% 82.8% 82.8% 82.4% 82.4% 82.9%
237910 83.3% 82.8% 83.3% 83.7% 81.6% 82.4% 84.1% 82.8% 82.8% 82.4% 82.9%
245689 83.3% 82.4% 82.8% 84.1% 83.3% 82.0% 82.0% 82.8% 83.3% 83.3% 82.9%
13678910 82.8% 84.1% 82.4% 84.1% 81.2% 82.8% 82.8% 82.4% 83.3% 83.3% 82.9%
12456810 86.2% 83.3% 84.9% 82.4% 80.8% 82.8% 80.8% 82.4% 81.6% 83.7% 82.9%
1248 82.4% 82.8% 83.7% 81.6% 83.3% 83.7% 82.0% 83.7% 83.7% 82.0% 82.9%
3710 83.7% 82.4% 82.4% 83.3% 82.8% 82.8% 82.4% 82.8% 82.8% 83.3% 82.9%
35610 83.3% 83.3% 83.7% 81.2% 83.7% 82.8% 82.4% 83.7% 82.4% 82.4% 82.9%
146789 81.6% 82.8% 83.7% 82.0% 82.8% 83.3% 82.8% 83.3% 83.7% 82.8% 82.9%
235679 82.8% 81.6% 83.7% 83.7% 82.8% 83.3% 81.6% 81.6% 85.8% 82.0% 82.9%
1246810 84.1% 82.4% 81.6% 83.3% 83.3% 82.4% 82.4% 83.3% 84.9% 81.2% 82.9%
1457810 83.3% 82.8% 82.8% 83.3% 83.3% 82.4% 80.8% 83.7% 82.8% 83.7% 82.9%
14810 84.5% 82.4% 82.4% 82.8% 82.4% 82.4% 82.4% 83.7% 82.4% 82.8% 82.8%
367910 82.0% 84.1% 82.8% 82.0% 84.1% 82.8% 82.8% 81.2% 82.8% 83.7% 82.8%
12458910 82.0% 83.7% 82.4% 82.4% 81.6% 83.7% 83.7% 82.4% 84.5% 82.0% 82.8%
148910 84.5% 83.3% 83.3% 82.0% 82.8% 81.2% 82.8% 82.8% 82.4% 82.8% 82.8%
24567810 81.2% 83.3% 82.8% 81.2% 83.3% 83.3% 83.3% 83.3% 83.3% 83.3% 82.8%
1234567910 82.0% 83.7% 83.3% 84.5% 82.0% 82.4% 83.3% 82.0% 82.8% 82.0% 82.8%
123 82.0% 84.1% 83.3% 83.3% 83.7% 82.8% 82.0% 81.6% 82.8% 82.0% 82.8%
14589 84.5% 82.8% 82.0% 82.4% 83.7% 83.3% 81.2% 82.0% 83.7% 82.0% 82.8%
1235679 83.3% 82.8% 81.6% 83.7% 84.1% 82.4% 83.7% 82.0% 82.0% 82.0% 82.8%
1467810 82.8% 81.6% 82.0% 82.8% 82.4% 84.5% 83.3% 83.3% 82.4% 82.4% 82.8%
1367 83.3% 82.8% 82.8% 82.0% 82.4% 83.3% 82.4% 83.3% 82.0% 82.8% 82.7%
12367 83.3% 82.4% 82.4% 82.4% 81.2% 84.1% 83.3% 82.8% 83.3% 82.0% 82.7%
35679 83.7% 84.9% 81.2% 83.7% 82.4% 82.4% 81.6% 82.4% 82.0% 82.8% 82.7%
137810 82.8% 82.8% 82.0% 83.7% 82.0% 82.4% 82.4% 82.8% 82.8% 83.3% 82.7%
3569 82.4% 82.8% 83.3% 82.0% 82.4% 82.0% 82.4% 83.3% 82.8% 83.3% 82.7%
367 81.2% 82.8% 82.8% 82.4% 83.3% 81.6% 80.8% 83.3% 82.8% 82.4% 82.3%
1356 82.8% 82.0% 80.8% 83.3% 82.8% 82.4% 80.3% 84.1% 82.0% 82.8% 82.3%
2379 83.7% 81.6% 83.3% 82.0% 82.8% 81.2% 82.0% 81.6% 82.0% 83.3% 82.3%
12346910 82.8% 84.1% 81.2% 82.0% 81.6% 81.2% 83.3% 82.0% 83.7% 81.6% 82.3%
12357910 82.4% 82.4% 83.7% 81.2% 83.7% 81.6% 80.8% 83.3% 83.3% 81.2% 82.3%
1245678910 79.9% 82.4% 84.1% 81.6% 81.6% 81.2% 82.8% 83.7% 82.4% 83.7% 82.3%
379 82.0% 81.6% 82.4% 83.7% 82.4% 82.0% 82.0% 82.4% 82.4% 82.0% 82.3%
1310 82.4% 82.8% 82.4% 82.8% 82.4% 83.3% 82.0% 82.4% 82.0% 80.3% 82.3%
1369 82.0% 82.8% 82.8% 80.8% 80.8% 82.0% 83.3% 82.0% 82.8% 83.7% 82.3%
3679 81.6% 82.4% 83.3% 82.0% 81.2% 82.8% 82.4% 82.8% 81.6% 82.8% 82.3%
135679 80.3% 84.1% 80.8% 82.0% 83.3% 82.8% 82.0% 82.8% 82.8% 82.0% 82.3%
145810 82.4% 84.1% 82.4% 81.6% 82.8% 82.0% 81.6% 82.4% 80.8% 82.8% 82.3%
1245810 80.8% 82.8% 82.8% 82.4% 83.3% 81.6% 82.4% 81.6% 82.4% 82.8% 82.3%
3 81.6% 82.4% 82.0% 82.0% 83.3% 81.6% 83.3% 82.0% 82.4% 82.0% 82.3%
235789 80.3% 81.6% 84.5% 82.4% 81.2% 82.8% 83.3% 83.3% 82.0% 81.2% 82.3%
357910 84.1% 82.0% 82.8% 81.2% 79.9% 82.8% 81.2% 83.3% 83.3% 82.0% 82.3%
12489 82.4% 82.0% 84.5% 82.4% 82.4% 82.0% 82.4% 81.2% 80.8% 82.0% 82.2%
12347910 79.9% 81.6% 84.1% 83.3% 82.8% 82.8% 82.4% 82.4% 81.2% 81.6% 82.2%
13578910 83.7% 82.8% 82.0% 83.3% 81.2% 80.8% 84.1% 81.2% 81.6% 81.6% 82.2%
12458 82.4% 82.8% 82.0% 83.3% 81.2% 82.8% 81.6% 81.2% 82.8% 81.6% 82.2%
36710 82.4% 82.8% 83.3% 82.4% 81.6% 82.0% 82.0% 81.2% 81.2% 82.8% 82.2%
147810 82.4% 81.6% 81.6% 81.6% 82.8% 80.8% 82.0% 82.8% 82.8% 83.3% 82.2%
2456810 82.8% 79.9% 82.4% 83.3% 82.8% 79.9% 82.8% 81.6% 83.3% 82.8% 82.2%
137 82.4% 82.0% 81.2% 81.2% 82.8% 81.6% 81.6% 82.8% 83.3% 82.4% 82.1%
124810 80.8% 81.2% 82.8% 83.3% 82.8% 80.8% 83.3% 82.4% 82.4% 81.6% 82.1%
235678 83.3% 82.4% 82.4% 82.4% 82.4% 79.5% 82.4% 82.0% 81.2% 83.3% 82.1%
1478910 81.2% 82.4% 82.4% 81.2% 82.0% 80.3% 84.5% 83.3% 82.4% 81.6% 82.1%
13567810 82.4% 80.8% 81.2% 82.0% 81.6% 82.8% 82.8% 83.7% 82.4% 81.6% 82.1%
123567810 84.5% 82.0% 81.2% 82.0% 81.6% 80.8% 82.4% 82.0% 81.6% 83.3% 82.1%
124678910 82.4% 82.8% 81.6% 81.6% 82.0% 80.3% 83.7% 83.7% 82.4% 80.8% 82.1%
369 82.4% 82.0% 82.4% 82.8% 81.6% 82.0% 81.6% 82.0% 82.0% 82.0% 82.1%
1239 82.4% 80.8% 82.4% 82.4% 81.2% 80.8% 82.8% 81.2% 83.7% 83.3% 82.1%
3610 82.0% 82.4% 82.4% 82.0% 82.0% 82.4% 82.0% 82.4% 81.6% 81.6% 82.1%
12478 82.4% 83.7% 81.6% 82.8% 82.0% 82.4% 80.3% 81.2% 82.0% 82.4% 82.1%
37 82.0% 81.6% 82.4% 82.8% 82.0% 82.0% 83.3% 81.2% 81.6% 81.6% 82.1%
2310 81.6% 81.6% 81.6% 81.6% 82.4% 83.3% 83.7% 79.9% 81.6% 82.8% 82.0%
12368910 80.3% 82.8% 82.4% 80.8% 81.6% 84.1% 81.6% 80.8% 81.6% 81.6% 81.8%
13568910 81.6% 81.2% 82.8% 81.6% 81.6% 81.6% 81.2% 83.3% 82.4% 80.3% 81.8%
1237 81.6% 80.8% 81.6% 80.3% 82.4% 82.0% 81.2% 81.6% 82.0% 83.7% 81.7%
23910 82.4% 80.8% 80.8% 82.4% 81.6% 82.8% 83.3% 82.0% 81.6% 79.5% 81.7%
1238910 82.8% 82.0% 82.8% 81.6% 79.9% 82.0% 79.9% 81.6% 83.3% 81.2% 81.7%
3678910 82.4% 81.6% 82.0% 82.0% 80.3% 81.2% 81.6% 81.2% 80.8% 84.1% 81.7%
138 82.4% 81.2% 82.4% 80.8% 81.6% 82.4% 80.8% 82.0% 81.6% 81.6% 81.7%
1368 82.4% 81.6% 80.8% 81.2% 82.8% 80.3% 81.2% 82.0% 82.0% 82.4% 81.7%
23689 83.3% 80.3% 82.0% 82.0% 80.8% 82.8% 81.2% 82.0% 80.3% 82.0% 81.7%
124589 83.3% 81.2% 80.3% 80.8% 79.5% 82.4% 82.8% 83.3% 82.8% 80.3% 81.7%
2378910 82.0% 80.8% 80.3% 81.2% 83.3% 82.4% 81.2% 82.0% 80.3% 83.3% 81.7%
23567810 83.3% 82.8% 82.4% 82.0% 80.8% 81.6% 80.8% 80.3% 80.8% 82.0% 81.7%
13679 81.6% 82.0% 80.8% 81.2% 81.6% 81.2% 80.8% 79.9% 84.1% 83.3% 81.6%
123569 82.0% 82.4% 81.6% 81.2% 80.3% 82.0% 81.2% 82.0% 81.6% 82.0% 81.6%
1246789 82.4% 81.6% 82.8% 80.8% 79.9% 82.4% 82.0% 80.8% 81.6% 82.0% 81.6%
35810 80.8% 81.6% 82.0% 81.2% 81.2% 82.8% 80.3% 82.0% 82.4% 81.6% 81.6%
246789 82.4% 81.2% 81.2% 80.8% 80.3% 81.6% 82.4% 82.0% 82.0% 82.0% 81.6%
246810 81.6% 80.8% 82.8% 82.0% 82.0% 80.8% 81.2% 82.4% 80.3% 82.0% 81.6%
12367910 82.0% 80.8% 81.6% 80.8% 83.7% 81.6% 81.6% 79.9% 82.4% 81.6% 81.6%
39 81.2% 82.0% 81.6% 81.6% 81.6% 82.0% 82.0% 81.2% 80.8% 81.6% 81.5%
1368910 82.0% 80.8% 82.8% 82.8% 78.7% 82.8% 80.3% 79.9% 82.4% 82.8% 81.5%
2357810 81.6% 79.5% 79.9% 82.0% 80.8% 83.3% 82.8% 81.2% 82.4% 82.0% 81.5%
123567910 81.2% 82.4% 80.8% 82.8% 80.3% 82.0% 80.3% 82.0% 82.4% 81.2% 81.5%
124578910 79.9% 81.6% 83.3% 81.2% 79.1% 81.2% 83.7% 82.0% 80.8% 82.8% 81.5%
2378 83.3% 80.3% 81.6% 82.0% 81.2% 81.6% 81.2% 81.6% 82.0% 80.3% 81.5%
23568 80.8% 83.7% 80.8% 81.2% 81.2% 80.8% 81.2% 82.8% 81.2% 81.6% 81.5%
1356810 83.7% 80.3% 82.0% 81.2% 81.6% 82.0% 80.3% 81.6% 81.6% 80.8% 81.5%
12457810 81.2% 81.2% 80.8% 82.0% 83.7% 81.6% 81.2% 80.8% 82.0% 80.8% 81.5%
35678910 82.4% 80.8% 80.8% 82.0% 82.0% 82.4% 80.8% 80.8% 80.8% 82.4% 81.5%
123568910 81.6% 78.7% 82.4% 82.8% 82.4% 81.6% 81.2% 80.3% 82.0% 82.0% 81.5%
35 82.0% 81.2% 81.2% 81.2% 81.6% 82.4% 81.6% 81.2% 80.3% 82.0% 81.5%
3810 81.6% 81.2% 81.6% 81.6% 82.0% 80.3% 81.6% 82.0% 81.2% 81.6% 81.5%
38910 81.6% 81.2% 81.2% 82.0% 81.6% 81.2% 81.2% 81.6% 82.0% 81.2% 81.5%
123568 82.8% 81.2% 79.5% 81.2% 81.6% 81.2% 81.2% 82.0% 82.4% 81.6% 81.5%
135610 82.0% 82.0% 80.8% 82.0% 81.2% 81.2% 81.6% 80.3% 81.6% 82.0% 81.5%
1389 81.6% 80.8% 81.6% 82.4% 80.3% 82.0% 81.2% 82.4% 80.8% 81.2% 81.4%
23789 80.8% 80.8% 81.2% 82.0% 81.2% 79.5% 81.6% 81.2% 82.0% 81.2% 81.1%
24578 81.2% 80.3% 81.2% 80.3% 80.3% 82.0% 81.2% 82.0% 81.2% 81.6% 81.1%
2358910 82.0% 81.6% 80.8% 82.8% 80.3% 82.8% 81.2% 77.8% 81.6% 80.3% 81.1%
4678910 82.4% 82.4% 81.6% 81.6% 79.9% 80.8% 80.3% 81.2% 80.3% 80.8% 81.1%
123678910 81.2% 81.2% 81.6% 82.4% 80.8% 80.8% 79.9% 79.9% 81.2% 82.4% 81.1%
1378 81.6% 81.6% 79.9% 80.8% 81.2% 80.3% 82.0% 80.3% 81.2% 82.0% 81.1%
3910 81.6% 81.6% 81.6% 81.6% 80.3% 79.9% 81.6% 81.2% 80.8% 80.8% 81.1%
24578910 81.6% 81.2% 81.2% 80.8% 80.3% 79.1% 82.8% 81.2% 82.0% 80.8% 81.1%
23610 82.4% 81.2% 80.8% 81.6% 82.0% 80.8% 79.1% 81.2% 80.8% 80.8% 81.0%
356910 82.0% 80.8% 82.0% 81.2% 82.0% 80.3% 79.9% 80.8% 79.5% 82.0% 81.0%
1237810 82.8% 80.8% 81.2% 82.4% 79.1% 82.4% 78.2% 80.3% 82.4% 80.8% 81.0%
1245789 79.9% 82.0% 82.0% 81.2% 81.2% 81.2% 81.2% 80.3% 80.3% 81.2% 81.0%
1356789 81.2% 81.6% 79.5% 79.1% 82.8% 81.6% 79.9% 81.2% 82.4% 81.2% 81.0%
2368910 80.8% 81.2% 79.5% 80.8% 80.3% 82.8% 81.6% 80.3% 81.2% 82.0% 81.0%
3567810 82.0% 81.6% 81.2% 81.2% 81.6% 79.9% 79.9% 81.2% 81.6% 80.3% 81.0%
368 79.5% 81.2% 79.9% 81.2% 82.0% 80.8% 82.0% 81.6% 81.2% 80.8% 81.0%
4678 81.6% 82.4% 81.2% 80.3% 79.9% 80.3% 81.6% 81.2% 79.5% 82.0% 81.0%
123689 80.8% 81.2% 81.6% 80.8% 81.6% 80.8% 82.4% 78.2% 80.8% 82.0% 81.0%
3568910 80.8% 79.5% 80.3% 82.0% 80.8% 81.6% 80.3% 81.2% 82.0% 81.6% 81.0%
24789 80.8% 81.2% 80.8% 80.8% 81.6% 81.6% 80.3% 81.2% 80.3% 81.2% 81.0%
235810 82.0% 80.8% 81.2% 81.2% 79.5% 82.0% 79.9% 81.6% 79.9% 81.6% 81.0%
236910 81.2% 80.3% 80.8% 80.8% 82.4% 80.3% 81.6% 82.0% 78.7% 81.6% 81.0%
367810 80.8% 81.2% 82.0% 82.0% 80.3% 80.3% 81.6% 80.3% 79.5% 81.6% 81.0%
2367810 79.5% 82.4% 82.4% 81.2% 81.2% 80.3% 81.6% 81.2% 79.1% 80.8% 81.0%
12358910 81.6% 82.4% 78.7% 80.8% 82.0% 79.5% 81.2% 82.4% 79.9% 81.2% 81.0%
12367810 80.3% 81.6% 78.2% 81.6% 80.8% 80.3% 80.3% 81.2% 83.3% 82.0% 81.0%
38 81.2% 79.9% 80.8% 81.6% 80.8% 81.6% 81.2% 79.5% 81.6% 81.2% 80.9%
1236 78.2% 82.4% 80.3% 82.0% 82.4% 81.6% 80.8% 79.9% 80.3% 81.2% 80.9%
123710 79.5% 80.3% 79.5% 80.8% 81.6% 82.0% 82.4% 80.8% 82.0% 80.3% 80.9%
245789 79.1% 81.2% 82.0% 82.4% 81.6% 80.3% 79.9% 79.5% 82.4% 80.8% 80.9%
1247810 81.2% 80.3% 81.2% 79.9% 80.8% 80.8% 80.3% 81.2% 82.0% 81.6% 80.9%
2467810 81.6% 80.8% 79.5% 82.4% 80.3% 80.3% 81.6% 79.9% 82.0% 80.8% 80.9%
1238 80.8% 80.3% 81.6% 80.8% 81.2% 81.6% 80.3% 81.2% 79.9% 81.2% 80.9%
13689 81.2% 80.3% 81.2% 80.3% 81.6% 80.8% 80.3% 80.8% 80.8% 81.6% 80.9%
35910 80.3% 80.3% 81.2% 81.6% 81.6% 81.6% 79.9% 82.0% 79.5% 80.8% 80.9%
3568 80.3% 81.2% 81.2% 81.2% 82.0% 80.8% 80.8% 80.3% 80.3% 80.3% 80.8%
36810 81.2% 79.5% 78.2% 80.8% 79.5% 82.0% 81.2% 82.0% 81.2% 78.7% 80.4%
37810 79.1% 80.8% 81.2% 79.9% 79.9% 81.6% 80.3% 79.5% 80.3% 81.6% 80.4%
135910 81.2% 81.6% 80.8% 79.5% 79.9% 79.9% 80.8% 81.2% 79.1% 80.3% 80.4%
358 82.4% 81.6% 81.2% 79.1% 79.9% 79.5% 79.9% 79.5% 81.6% 79.1% 80.4%
359 80.8% 81.6% 80.3% 80.3% 80.8% 78.7% 78.2% 79.9% 80.8% 82.4% 80.4%
123610 77.8% 82.4% 78.7% 81.2% 79.5% 82.8% 82.0% 79.5% 80.8% 79.1% 80.4%
2457810 81.6% 78.7% 80.3% 81.6% 80.3% 78.2% 81.2% 80.8% 80.8% 80.3% 80.4%
478 79.9% 79.9% 81.2% 80.3% 79.9% 80.8% 81.2% 80.3% 80.3% 79.5% 80.3%
237810 81.2% 81.6% 78.7% 78.7% 79.9% 81.2% 80.3% 79.9% 80.8% 81.2% 80.3%
458 80.3% 80.3% 79.5% 80.3% 80.8% 79.1% 80.3% 79.5% 82.0% 80.3% 80.3%
1456 79.9% 79.1% 82.0% 80.8% 80.3% 79.1% 80.3% 80.8% 78.7% 81.6% 80.3%
3789 79.5% 80.8% 79.9% 80.8% 80.8% 80.8% 81.2% 79.1% 79.5% 80.3% 80.3%
12389 79.5% 81.6% 81.6% 81.2% 79.1% 80.8% 79.1% 77.8% 82.4% 79.1% 80.2%
135789 81.6% 80.3% 80.3% 80.8% 82.4% 79.5% 79.9% 77.8% 79.1% 80.3% 80.2%
368910 82.0% 79.5% 79.5% 80.3% 80.3% 80.3% 80.8% 78.7% 80.8% 79.9% 80.2%
12356910 79.5% 78.2% 80.3% 80.8% 79.5% 80.8% 81.2% 81.6% 79.5% 80.8% 80.2%
14 79.1% 79.5% 79.9% 80.3% 80.3% 79.5% 80.8% 81.6% 80.8% 79.9% 80.2%
4589 80.3% 80.8% 80.3% 80.3% 81.2% 80.8% 79.5% 79.1% 79.1% 80.3% 80.2%
12310 80.8% 80.3% 81.6% 80.3% 79.5% 80.8% 80.3% 79.5% 79.1% 79.5% 80.2%
123789 82.4% 79.9% 81.2% 80.3% 79.5% 80.3% 77.4% 79.5% 79.9% 81.2% 80.2%
48 80.3% 80.8% 79.5% 79.1% 81.2% 79.9% 79.9% 80.3% 79.1% 81.2% 80.1%
4789 80.8% 79.5% 79.9% 79.5% 79.9% 80.8% 79.5% 80.3% 79.9% 81.2% 80.1%
1235910 79.5% 80.8% 79.9% 80.3% 80.8% 79.5% 77.8% 81.6% 79.9% 81.2% 80.1%
468 82.8% 80.3% 79.1% 79.1% 80.8% 80.3% 80.3% 79.9% 78.2% 79.9% 80.1%
1410 80.3% 81.2% 79.9% 77.8% 81.2% 80.8% 78.7% 79.9% 79.9% 81.2% 80.1%
147 79.9% 80.8% 81.6% 80.3% 78.2% 78.7% 81.6% 80.3% 79.9% 79.1% 80.0%
4689 81.6% 79.5% 79.5% 80.8% 79.9% 77.8% 80.8% 80.3% 79.1% 81.2% 80.0%
35789 80.8% 78.7% 79.5% 80.3% 81.2% 80.3% 79.1% 78.7% 80.8% 81.2% 80.0%
註:a.1:頭部;2:胸部;3:手部;4:腳部 1;5:腳部 2;6:協同性;7:穩定度 1 8:穩定 度 2 9:穩定度 3 10:穩地度 4
b.灰色區域表示最佳診斷正確率
附表4 後驗資料使用 ML 分類器在「趴姿伸直」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
2345 86.6% 87.0% 86.2% 85.8% 86.6% 86.6% 87.0% 86.6% 86.6% 87.4% 86.7%
34 84.5% 84.5% 84.5% 84.5% 85.4% 86.6% 84.9% 85.4% 84.5% 84.9% 85.0%
346 84.9% 85.8% 84.9% 85.4% 84.9% 85.8% 84.9% 83.7% 84.5% 84.5% 84.9%
2346 84.9% 84.9% 84.9% 85.4% 83.7% 84.5% 84.9% 84.5% 85.8% 85.8% 84.9%
3456 84.5% 84.5% 84.5% 84.9% 84.5% 84.9% 84.9% 84.9% 85.4% 86.2% 84.9%
12345 85.4% 83.7% 84.1% 84.9% 84.1% 83.3% 83.7% 84.9% 84.5% 84.5% 84.3%
123456 84.1% 84.1% 83.7% 84.5% 84.1% 82.8% 82.8% 84.5% 83.7% 83.7% 83.8%
1234 84.1% 82.8% 84.5% 83.7% 83.7% 83.7% 83.7% 82.0% 82.8% 83.7% 83.5%
236 82.8% 83.7% 82.8% 83.7% 83.7% 82.8% 82.8% 83.3% 83.7% 84.9% 83.4%
13456 84.1% 83.7% 83.3% 82.8% 83.3% 84.5% 83.3% 82.0% 84.5% 82.4% 83.4%
1345 84.5% 83.3% 82.4% 83.7% 83.3% 83.7% 84.1% 82.8% 82.0% 83.3% 83.3%
12346 83.3% 82.0% 82.4% 82.0% 83.7% 82.8% 84.1% 84.9% 84.1% 82.8% 83.2%
2356 83.7% 82.8% 84.1% 82.8% 82.4% 83.3% 82.0% 83.7% 82.8% 83.7% 83.1%
35 82.4% 82.4% 83.3% 82.8% 82.8% 82.4% 83.3% 83.7% 82.8% 82.8% 82.9%
134 82.8% 82.4% 82.8% 83.3% 82.8% 83.3% 82.8% 81.6% 83.3% 83.3% 82.8%
3 82.8% 82.4% 83.3% 82.8% 82.8% 82.8% 82.8% 82.4% 82.8% 82.8% 82.8%
1346 82.8% 82.4% 81.6% 84.1% 83.3% 82.8% 82.8% 81.6% 81.6% 83.7% 82.7%
356 82.0% 81.2% 81.2% 82.8% 82.4% 81.2% 81.6% 82.0% 81.2% 82.0% 81.8%
245 81.2% 82.4% 80.3% 81.2% 82.4% 82.0% 83.3% 82.8% 80.8% 80.8% 81.7%
36 81.2% 82.4% 81.6% 81.6% 82.0% 80.8% 82.4% 81.6% 81.2% 81.6% 81.6%
2456 80.8% 81.6% 80.8% 82.4% 81.6% 79.9% 82.4% 82.4% 82.4% 82.0% 81.6%
23 81.2% 81.6% 81.2% 80.8% 81.6% 82.0% 81.2% 81.2% 81.2% 81.6% 81.3%
456 80.3% 82.0% 81.6% 81.6% 80.8% 80.3% 81.6% 81.2% 81.2% 81.6% 81.2%
246 80.3% 81.2% 81.2% 81.2% 81.2% 82.0% 80.3% 81.2% 80.3% 81.6% 81.0%
235 81.2% 81.6% 80.8% 82.0% 80.3% 81.6% 80.8% 80.8% 80.8% 80.8% 81.0%
1236 81.2% 80.8% 81.2% 80.3% 81.6% 81.6% 81.6% 81.2% 79.9% 80.3% 81.0%
12356 80.8% 80.3% 82.0% 78.7% 80.3% 81.2% 79.5% 80.8% 81.6% 80.8% 80.6%
13 81.6% 79.9% 79.9% 79.5% 80.3% 79.9% 81.2% 80.8% 81.2% 79.5% 80.4%
1235 79.5% 79.1% 81.2% 80.8% 81.2% 79.9% 81.2% 79.5% 79.1% 82.0% 80.3%
123 80.8% 80.3% 79.1% 79.9% 80.8% 79.9% 81.2% 78.7% 80.3% 81.6% 80.3%
135 79.5% 81.2% 80.8% 79.9% 79.5% 79.9% 79.5% 79.5% 80.3% 81.2% 80.1%
136 80.3% 80.3% 81.6% 80.3% 79.9% 78.7% 79.5% 80.3% 78.7% 80.3% 80.0%
註:a.1:頭部;2:胸部;3:手部;4:腳部 1;5:腳部 2;6:協同性;7:穩定度 1 8:穩定度 2 9:穩定度 3 10:穩地度 4
b.灰色區域表示最佳診斷正確率
附表5 原始資料使用 ML 分類器在「臥姿彎曲」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
1367 88.7% 89.1% 87.4% 88.7% 87.9% 87.9% 87.0% 87.0% 89.1% 88.7% 88.2%
12367 87.9% 87.4% 88.3% 88.7% 86.6% 87.4% 86.6% 88.3% 87.9% 86.6% 87.6%
13467 87.9% 87.0% 87.4% 87.9% 87.0% 86.6% 87.0% 87.4% 86.6% 86.6% 87.2%
12347 87.0% 87.4% 87.0% 86.6% 87.0% 87.0% 87.9% 88.7% 84.9% 87.0% 87.1%
123567 87.9% 85.8% 88.7% 87.0% 87.4% 86.2% 87.0% 87.4% 87.4% 85.4% 87.0%
1237 86.2% 86.6% 86.6% 87.4% 87.4% 87.0% 87.9% 86.2% 87.9% 86.6% 87.0%
1347 86.2% 87.0% 85.4% 87.4% 87.4% 86.6% 87.4% 87.4% 87.9% 86.6% 86.9%
1247 87.0% 87.9% 84.9% 87.0% 86.2% 86.6% 87.4% 86.2% 85.4% 87.0% 86.6%
13567 87.0% 86.2% 85.8% 85.8% 86.6% 86.6% 87.4% 86.6% 86.6% 86.2% 86.5%
12467 86.6% 87.0% 86.6% 86.6% 86.2% 86.2% 85.4% 86.2% 85.4% 87.0% 86.3%
123467 85.4% 85.4% 87.0% 87.0% 86.6% 86.6% 86.2% 86.2% 86.2% 86.6% 86.3%
12357 86.6% 85.4% 84.9% 87.4% 87.0% 85.8% 87.0% 85.8% 86.6% 85.8% 86.2%
137 86.2% 87.4% 86.2% 84.5% 87.4% 85.8% 85.4% 85.8% 87.0% 86.6% 86.2%
1357 87.0% 86.6% 86.2% 85.8% 84.9% 85.4% 86.2% 86.2% 86.6% 85.8% 86.1%
1467 85.8% 85.8% 85.4% 86.2% 87.4% 85.4% 86.6% 85.4% 85.8% 87.0% 86.1%
123457 86.6% 87.0% 86.2% 85.4% 84.9% 84.5% 85.8% 86.2% 86.2% 87.0% 86.0%
124567 86.2% 87.0% 86.6% 85.8% 84.9% 85.8% 86.2% 84.5% 86.6% 85.8% 85.9%
147 85.4% 86.6% 86.2% 85.4% 87.0% 84.9% 85.8% 85.8% 85.8% 85.8% 85.9%
12457 86.2% 85.4% 85.4% 85.8% 86.2% 85.8% 85.8% 85.8% 85.8% 85.4% 85.7%
14567 85.4% 85.8% 85.8% 86.6% 84.9% 85.4% 85.4% 83.7% 85.8% 87.0% 85.6%
167 85.4% 85.4% 86.2% 85.8% 84.9% 85.4% 83.7% 85.4% 87.0% 86.2% 85.5%
134567 87.0% 85.4% 84.9% 85.8% 85.4% 85.4% 86.2% 84.9% 86.2% 84.1% 85.5%
12567 86.2% 84.5% 84.5% 84.9% 84.9% 85.8% 87.0% 86.2% 85.4% 84.9% 85.4%
13457 86.2% 85.4% 85.8% 85.4% 85.4% 85.4% 84.9% 85.8% 85.4% 84.5% 85.4%
1234567 84.5% 85.4% 84.1% 85.4% 84.9% 86.2% 84.9% 87.4% 86.6% 84.1% 85.4%
1267 85.4% 85.8% 84.9% 85.4% 84.5% 85.8% 84.9% 84.5% 84.9% 85.4% 85.1%
136 85.4% 84.5% 85.4% 84.5% 85.8% 84.9% 84.5% 85.8% 85.8% 84.1% 85.1%
127 85.4% 84.9% 85.4% 84.1% 84.9% 85.4% 85.8% 84.9% 84.5% 84.5% 85.0%
1457 84.5% 84.9% 84.9% 84.1% 85.4% 84.9% 84.5% 85.4% 85.8% 85.4% 85.0%
135 85.8% 84.5% 84.5% 84.1% 84.1% 84.9% 84.9% 84.9% 84.9% 84.9% 84.8%
1356 85.4% 86.2% 85.8% 84.5% 84.1% 84.5% 83.7% 83.3% 83.7% 84.9% 84.6%
17 83.3% 84.9% 85.4% 84.9% 84.1% 84.9% 84.9% 83.7% 84.9% 84.5% 84.6%
134 84.5% 84.5% 83.7% 83.3% 84.1% 84.1% 84.9% 84.1% 83.3% 83.3% 84.0%
234567 82.4% 82.4% 82.4% 83.7% 82.0% 81.6% 81.2% 81.2% 81.6% 82.0% 82.1%
146 81.6% 81.6% 80.8% 82.0% 82.0% 83.3% 81.2% 82.0% 82.8% 82.4% 82.0%
1245 82.0% 81.2% 80.8% 82.0% 82.0% 82.8% 81.2% 82.4% 82.8% 82.4% 82.0%
1246 81.2% 82.4% 80.8% 81.2% 82.8% 82.4% 81.2% 81.6% 82.0% 82.8% 81.8%
2567 82.0% 82.0% 81.2% 82.4% 81.2% 79.9% 81.6% 82.0% 81.2% 81.2% 81.5%
23457 81.2% 81.6% 82.8% 80.8% 81.2% 80.3% 80.8% 82.0% 81.2% 82.8% 81.5%
567 82.0% 82.4% 82.4% 80.3% 79.9% 82.0% 81.2% 81.2% 82.4% 79.9% 81.4%
123456 81.2% 80.8% 80.3% 81.2% 80.3% 83.3% 82.0% 83.3% 81.6% 79.1% 81.3%
12456 82.0% 79.5% 83.3% 80.3% 82.0% 81.2% 80.3% 80.8% 81.2% 81.2% 81.2%
1456 81.2% 80.8% 81.6% 82.8% 80.8% 81.6% 82.0% 80.3% 80.8% 79.5% 81.1%
7 80.3% 80.8% 81.2% 80.3% 81.6% 81.2% 81.2% 81.2% 80.3% 80.8% 80.9%
57 80.3% 79.5% 80.8% 80.3% 80.8% 80.3% 79.9% 80.3% 79.9% 79.9% 80.2%
257 81.2% 80.3% 80.3% 80.8% 80.8% 80.8% 80.3% 79.1% 79.1% 79.1% 80.2%
27 80.3% 79.9% 79.5% 80.8% 79.9% 79.9% 80.3% 79.5% 79.9% 79.9% 80.0%
註:a.1:頭部;2:胸部;3:手部;4:腳部 1;5:腳部 2;6:協同性;7:穩定度 b.灰色區域表示最佳診斷正確率
附表6 後驗資料使用 ML 分類器在「臥姿彎曲」特徵選取之整體診斷正確率
特徵選取 1 2 3 4 5 6 7 8 9 10 平均
246 86.6% 86.2% 86.2% 87.4% 86.6% 86.6% 85.4% 87.0% 87.4% 87.0% 86.7%
2346 86.6% 87.0% 86.2% 86.2% 86.2% 85.4% 85.8% 86.2% 86.2% 85.4% 86.1%
1456 84.5% 84.9% 84.1% 85.8% 84.9% 84.1% 84.5% 84.9% 85.8% 85.4% 84.9%
1246 85.8% 83.3% 84.9% 84.9% 84.1% 84.1% 84.9% 84.9% 84.5% 83.7% 84.5%
12346 82.8% 84.1% 83.7% 85.4% 85.8% 84.5% 84.1% 83.7% 84.1% 85.4% 84.4%
12456 82.8% 84.1% 84.1% 84.5% 84.9% 83.7% 84.1% 85.4% 84.1% 85.4% 84.3%
2456 85.4% 85.4% 84.1% 85.8% 82.8% 85.8% 84.9% 84.1% 82.0% 81.2% 84.1%
146 84.5% 84.9% 83.3% 84.1% 82.4% 85.8% 82.8% 83.3% 84.1% 85.4% 84.1%
456 83.7% 83.3% 83.7% 83.7% 82.4% 84.9% 84.5% 85.8% 84.1% 84.1% 84.0%
23456 84.9% 84.1% 82.4% 83.3% 85.8% 83.7% 83.3% 84.9% 83.7% 83.7% 84.0%
3456 83.3% 82.4% 84.1% 84.1% 82.8% 84.5% 84.5% 84.1% 84.9% 84.1% 83.9%
1346 83.3% 82.8% 83.3% 83.3% 83.3% 85.8% 85.8% 83.7% 83.3% 83.7% 83.8%
123456 83.7% 82.8% 83.7% 84.5% 84.9% 84.1% 83.7% 82.4% 84.1% 83.7% 83.8%
13456 84.5% 82.8% 84.1% 83.3% 84.1% 83.3% 83.3% 82.8% 84.1% 83.3% 83.6%
46 83.7% 83.3% 81.6% 84.1% 82.4% 84.1% 83.7% 82.0% 83.7% 81.6% 83.0%
56 82.8% 83.3% 82.4% 82.4% 82.4% 82.8% 82.4% 82.4% 84.1% 81.6% 82.7%
356 82.8% 82.4% 82.8% 82.8% 81.6% 82.4% 81.6% 82.4% 83.3% 82.0% 82.4%
156 82.0% 82.4% 82.8% 82.0% 82.4% 82.4% 82.8% 82.4% 82.4% 82.0% 82.4%
136 81.2% 80.8% 82.4% 81.2% 82.8% 82.8% 81.6% 84.1% 82.0% 82.0% 82.1%
346 81.6% 82.4% 81.2% 82.8% 81.6% 81.6% 81.2% 82.8% 82.0% 83.3% 82.1%
236 82.8% 82.4% 82.8% 82.0% 82.0% 82.0% 82.0% 82.0% 81.6% 80.8% 82.1%
126 82.0% 82.0% 82.0% 82.8% 82.4% 81.6% 81.2% 82.4% 81.6% 81.6% 82.0%
45 81.6% 83.3% 81.6% 82.4% 80.8% 82.4% 81.6% 82.0% 82.0% 81.6% 81.9%
245 81.2% 82.0% 81.2% 82.4% 82.4% 80.8% 82.0% 82.0% 82.0% 82.8% 81.9%
2356 82.0% 82.4% 81.6% 81.2% 82.0% 82.0% 81.2% 81.6% 82.4% 82.4% 81.9%
256 81.6% 82.0% 81.6% 82.0% 81.6% 82.4% 82.0% 82.0% 82.0% 81.2% 81.8%
1256 83.3% 81.6% 81.6% 80.8% 82.8% 80.8% 82.0% 82.0% 82.8% 80.8% 81.8%
145 82.4% 82.0% 82.0% 81.6% 81.6% 82.4% 81.6% 79.9% 81.6% 82.4% 81.8%
1236 81.2% 81.2% 82.0% 82.4% 81.2% 81.6% 81.2% 82.0% 81.2% 82.4% 81.6%
12356 82.0% 81.6% 81.2% 82.8% 80.8% 81.6% 81.6% 82.4% 81.2% 80.8% 81.6%
1345 82.0% 81.2% 79.9% 81.2% 80.3% 81.2% 81.2% 81.2% 81.2% 81.6% 81.1%
345 82.4% 80.8% 81.6% 80.8% 81.2% 80.8% 79.9% 81.2% 81.6% 80.3% 81.0%
1245 82.0% 80.8% 81.2% 80.3% 79.9% 80.8% 82.0% 81.2% 81.6% 79.1% 80.9%
1234 79.9% 81.6% 80.8% 81.2% 79.5% 81.6% 80.8% 81.6% 80.3% 81.6% 80.9%
14 79.9% 81.2% 81.6% 79.5% 80.8% 81.2% 80.8% 79.9% 81.2% 80.8% 80.7%
124 81.2% 80.3% 80.3% 81.2% 80.8% 81.6% 80.8% 79.9% 79.9% 80.8% 80.7%
2345 80.3% 79.5% 80.3% 81.2% 80.3% 79.9% 80.3% 81.6% 79.1% 80.8% 80.3%
36 80.3% 79.9% 79.5% 80.3% 80.3% 80.3% 80.3% 80.8% 79.9% 80.3% 80.2%
134 80.8% 80.8% 78.7% 80.8% 80.3% 81.2% 78.2% 80.8% 79.9% 80.3% 80.2%
12345 81.6% 80.3% 78.7% 77.8% 79.1% 78.7% 80.8% 82.4% 81.2% 80.3% 80.1%
註:a.1:頭部;2:胸部;3:手部;4:腳部 1;5:腳部 2;6:協同性;7:穩定度 b.灰色區域表示最佳診斷正確率