小型微型计算机系统
小型微型計算機繫統
소형미형계산궤계통
MINI-MICRO SYSTEMS
2009年
11期
2128-2132
,共5页
姚亦飞%黄刘生%徐维江%荆巍巍
姚亦飛%黃劉生%徐維江%荊巍巍
요역비%황류생%서유강%형외외
安全双方计算%保护私有信息的统计分析%回归关系%矩阵求逆
安全雙方計算%保護私有信息的統計分析%迴歸關繫%矩陣求逆
안전쌍방계산%보호사유신식적통계분석%회귀관계%구진구역
secure two-party computation (STC)%privacy-preserving statistical analysis%regression relation%matrix inverse
回归关系推断是统计分析领域中的重要基础内容,其运算形式较为复杂,导致了安全解决方案的效率低下.为了解决安全双方模型下多元回归的统计推断问题,提出极大似然估计、残差平方和与总平方和的安全协议.并依据运算本身的特点,经过对共享矩阵连乘操作规律的数学分析,提出简化运算的方法,使得交互次数大幅减少.同时对其可应用领域进行了展望.
迴歸關繫推斷是統計分析領域中的重要基礎內容,其運算形式較為複雜,導緻瞭安全解決方案的效率低下.為瞭解決安全雙方模型下多元迴歸的統計推斷問題,提齣極大似然估計、殘差平方和與總平方和的安全協議.併依據運算本身的特點,經過對共享矩陣連乘操作規律的數學分析,提齣簡化運算的方法,使得交互次數大幅減少.同時對其可應用領域進行瞭展望.
회귀관계추단시통계분석영역중적중요기출내용,기운산형식교위복잡,도치료안전해결방안적효솔저하.위료해결안전쌍방모형하다원회귀적통계추단문제,제출겁대사연고계、잔차평방화여총평방화적안전협의.병의거운산본신적특점,경과대공향구진련승조작규률적수학분석,제출간화운산적방법,사득교호차수대폭감소.동시대기가응용영역진행료전망.
Inference of regression relationship is a fundamental content in statistical analysis. Its operational form is somehow too complicated to be computed efficiently. In order to solve multiple linear regression under secure two-party model, the secure protocols for maximum likelihood, sum of squared residuals and regression sum of square are proposed. According to their specialties of calculation , the simplification discipline of matrix continued product is summarized and the number of interactive time is reduced. At last, the applications for privacy-preserving predication detection are also discussed.