Matches in SemOpenAlex for { <https://semopenalex.org/work/W1517491605> ?p ?o ?g. }
- W1517491605 abstract "In this paper, we compare two state-of-the-art classification techniques characterizing masses as either benign or malignant, using a dataset consisting of 271 cases (131 be nign and 140 malignant), containing both a MLO and CC view. For suspect regions in a digitized mammogram, 12 out of 81 calculated image features have been selected for investigating the classification accuracy of support vector machines (SVMs) and Bayesian networks (BNs). Additional techniques for improving their performance were included in their comparison: the Manly transformation for achieving a normal distribution of image features and principal component analysis (PCA) for reducing our high-dimensional data. The performance of the classifiers were evaluated with Receiver Operating Characteristics (ROC) analysis. The classifiers were trained and tested using a k-fold cross-validation test method (k=10). It was found that the area un der the ROC curve (Az) of the BN increased significantly (p=0.0002) using the Manly transformation, from Az = 0.767 to Az = 0.795. The Manly transformation did not result in a significant change for SVMs. Also the difference between SVMs and BNs using the transformed dataset was not statistically significant (p=0.78). Applying PCA resulted in an improvement in classification accuracy of the naive Bayesian classifier, from Az = 0.767 to Az = 0.786. The difference in classification performance between BNs and SVMs after applying PCA was small and not statistically significant (p=0.11)." @default.
- W1517491605 created "2016-06-24" @default.
- W1517491605 creator A5047248939 @default.
- W1517491605 date "2011-01-01" @default.
- W1517491605 modified "2023-09-28" @default.
- W1517491605 title "Computer aided detection as a decision aid in medical screening" @default.
- W1517491605 cites W102604262 @default.
- W1517491605 cites W123283193 @default.
- W1517491605 cites W130814078 @default.
- W1517491605 cites W1488516420 @default.
- W1517491605 cites W1500546368 @default.
- W1517491605 cites W1521447691 @default.
- W1517491605 cites W1533474592 @default.
- W1517491605 cites W1549906179 @default.
- W1517491605 cites W1554083571 @default.
- W1517491605 cites W1578670117 @default.
- W1517491605 cites W1587230797 @default.
- W1517491605 cites W1600490531 @default.
- W1517491605 cites W1663973292 @default.
- W1517491605 cites W1755360231 @default.
- W1517491605 cites W1859627662 @default.
- W1517491605 cites W1908907049 @default.
- W1517491605 cites W1925682319 @default.
- W1517491605 cites W1963661802 @default.
- W1517491605 cites W1963701277 @default.
- W1517491605 cites W1964357740 @default.
- W1517491605 cites W1967257064 @default.
- W1517491605 cites W1967825664 @default.
- W1517491605 cites W1968737185 @default.
- W1517491605 cites W1969776610 @default.
- W1517491605 cites W1969786749 @default.
- W1517491605 cites W1970012846 @default.
- W1517491605 cites W1970368722 @default.
- W1517491605 cites W1972202666 @default.
- W1517491605 cites W1972311232 @default.
- W1517491605 cites W1972536364 @default.
- W1517491605 cites W1972577249 @default.
- W1517491605 cites W1973378735 @default.
- W1517491605 cites W1973512258 @default.
- W1517491605 cites W1974536055 @default.
- W1517491605 cites W1978336831 @default.
- W1517491605 cites W1979277903 @default.
- W1517491605 cites W1981409157 @default.
- W1517491605 cites W1981989535 @default.
- W1517491605 cites W1982126081 @default.
- W1517491605 cites W1982526788 @default.
- W1517491605 cites W1982896147 @default.
- W1517491605 cites W1982981565 @default.
- W1517491605 cites W1984278627 @default.
- W1517491605 cites W1986050565 @default.
- W1517491605 cites W1988014376 @default.
- W1517491605 cites W1990418160 @default.
- W1517491605 cites W1990666785 @default.
- W1517491605 cites W1992748282 @default.
- W1517491605 cites W1995999900 @default.
- W1517491605 cites W1998150121 @default.
- W1517491605 cites W1998473914 @default.
- W1517491605 cites W2000842115 @default.
- W1517491605 cites W2001708495 @default.
- W1517491605 cites W2002372958 @default.
- W1517491605 cites W2006408184 @default.
- W1517491605 cites W2007693625 @default.
- W1517491605 cites W2012010855 @default.
- W1517491605 cites W2013706164 @default.
- W1517491605 cites W2014408515 @default.
- W1517491605 cites W2014915963 @default.
- W1517491605 cites W2016104670 @default.
- W1517491605 cites W2016452392 @default.
- W1517491605 cites W2017352979 @default.
- W1517491605 cites W2020506948 @default.
- W1517491605 cites W2023385105 @default.
- W1517491605 cites W2023522838 @default.
- W1517491605 cites W2024683252 @default.
- W1517491605 cites W2026174647 @default.
- W1517491605 cites W2030069582 @default.
- W1517491605 cites W2031644007 @default.
- W1517491605 cites W2031808256 @default.
- W1517491605 cites W2035950812 @default.
- W1517491605 cites W2040434704 @default.
- W1517491605 cites W2045234411 @default.
- W1517491605 cites W2045863742 @default.
- W1517491605 cites W2048561164 @default.
- W1517491605 cites W2049102019 @default.
- W1517491605 cites W2049273392 @default.
- W1517491605 cites W2049633694 @default.
- W1517491605 cites W2051851609 @default.
- W1517491605 cites W2054010632 @default.
- W1517491605 cites W2054105681 @default.
- W1517491605 cites W2056406008 @default.
- W1517491605 cites W2057162280 @default.
- W1517491605 cites W2058127922 @default.
- W1517491605 cites W2061409412 @default.
- W1517491605 cites W2062135543 @default.
- W1517491605 cites W2063217105 @default.
- W1517491605 cites W2063504739 @default.
- W1517491605 cites W2063598448 @default.
- W1517491605 cites W2063838177 @default.
- W1517491605 cites W2064811021 @default.
- W1517491605 cites W2065711422 @default.
- W1517491605 cites W2065857242 @default.