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基于RFID的圍術(shù)期術(shù)后康復行為檢測
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1.徐州醫科大學(xué)醫學(xué)信息學(xué)院 江蘇·徐州;2.徐州醫科大學(xué)附屬醫院 江蘇·徐州

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江蘇省衛生廳信息化項目(X201405)


MINING METHOD OF VERIFYING ASSOCIATION RULES BASED ON DIFFERENTIAL PRIVACY
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    摘要:

    針對術(shù)后患者康復結果是否達到出院標準的評判具有主觀(guān)性,即由醫生根據自身經(jīng)驗判斷患者是否達到出院條件,為此引入RFID技術(shù),提出基于RFID的術(shù)后患者行為活動(dòng)挖掘方法。由于患者在圍術(shù)期過(guò)程中由RFID獲得的活動(dòng)路徑信息具有高冗余、高維度、高無(wú)用等特性,因此在挖掘之前,首先計算事物數據庫中各屬性的條件信息熵進(jìn)行屬性約減;為提高挖掘效率,減少無(wú)用挖掘過(guò)程,在傳統的FP-growth基礎上進(jìn)行驗證式挖掘,即醫生輸入想要挖掘的關(guān)聯(lián)規則,并根據挖掘結果檢測患者術(shù)后的活動(dòng)行為是否達到標準。實(shí)驗結果表明該算法的運行效率與挖掘質(zhì)量較傳統的FP-Growth算法有著(zhù)較為顯著(zhù)的提高,運行內存與CPU也有較大幅度的降低,具有一定的臨床可行性和有效性。

    Abstract:

    The evaluation of whether the postoperative rehabilitation results of patients meet the discharge standards is subjective, that is, the doctors determine whether the patients have reached the discharge conditions based on their own experience. To this end, RFID technology is introduced and a method for mining postoperative patient behavior activities is proposed. Because the patient's active path information obtained by RFID during the perioperative period has characteristics such as high redundancy, high dimensions, and high uselessness, before mining, first calculate the condition information entropy of each attribute in the transaction database to reduce the attributes; To improve mining efficiency and reduce useless mining, verify mining is performed on the basis of traditional FP-growth, that is, doctors input association rules that they want to mine, and use the mining results to check whether the patient's postoperative activity behavior meets the standard. The experimental results show that the operation efficiency and mining quality of the algorithm are significantly improved compared with the traditional FP-Growth algorithm, and the operating memory and CPU are also greatly reduced, which has certain clinical feasibility and effectiveness.

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魏大順,張德林,董瑞國.基于RFID的圍術(shù)期術(shù)后康復行為檢測計算機測量與控制[J].,2020,28(5):65-70.

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  • 收稿日期:2020-03-11
  • 最后修改日期:2020-03-24
  • 錄用日期:2020-03-25
  • 在線(xiàn)發(fā)布日期: 2020-05-25
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