学霸笔记:Logistic回归分析

2016-06-16 MedSci MedSci原创

Logistic回归:实际上属于判别分析,因拥有很差的判别效率而不常用。现在用得最多的是临床研究中的观察性研究。1. 应用范围: ① 适用于流行病学资料的危险因素分析 ② 实验室中药物的剂量-反应关系 ③ 观察性研究结果中混杂控制 ④ 疾病的预后因素分析 2. Logistic回归的分类: ① 按因变量的资料类型

Logistic回归:实际上属于判别分析,因拥有很差的判别效率而不常用。现在用得最多的是临床研究中的观察性研究。1. 应用范围: ① 适用于流行病学资料的危险因素分析 ② 实验室中药物的剂量-反应关系 ③ 观察性研究结果中混杂控制 ④ 疾病的预后因素分析 2. Logistic回归的分类: ① 按因变量的资料类型分: 二分类 多分类 其中二分较为常用 ② 按研究方法分: 条  件Logistic回归 非条件Logistic回归 两者针对的资料类型不一样,后者针对成组研究,前者针对配对或配伍研究。 3.Logistic回归的应用条件是: ① 独立性。各观测对象间是相互独立的; ② LogitP与自变量是线性关系; ③ 样本量。经验值是病例对照各50例以上或为自变量的5-10倍(以10倍为宜),不过随着统计技术和软件的发展,样本量较小或不能进行似然估计的情况下可采用精确logistic回归分析,此时要求分析变量不能太多,且变量分类不能太多; ④ 当队列

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  1. 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topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160704/IMG577A7DF6CC7185344.jpg, createdBy=07531689549, createdName=早茶月光, createdTime=Fri Jun 17 22:54:00 CST 2016, time=2016-06-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90120, encodeId=64ae90120b4, content=已经学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=132, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90121, encodeId=9c639012153, content=比较难啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=109, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2017-05-25 muzinanzi

    讲得特别好

    0

  2. 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createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-07-30 kzlchina
  3. 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createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-09-11 cenghis
  4. 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createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
  5. 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topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160704/IMG577A7DF6CC7185344.jpg, createdBy=07531689549, createdName=早茶月光, createdTime=Fri Jun 17 22:54:00 CST 2016, time=2016-06-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90120, encodeId=64ae90120b4, content=已经学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=132, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90121, encodeId=9c639012153, content=比较难啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=109, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-07-25 1df0137fm56(暂无匿称)

    正想学习

    0

  6. 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createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
  7. 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createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-06-18 july_977
  8. 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createdName=kzlchina, createdTime=Sat Jul 30 10:15:00 CST 2016, time=2016-07-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1905762, encodeId=31bf1905e625f, content=<a href='/topic/show?id=9dc4109964f' target=_blank style='color:#2F92EE;'>#Logistic#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=43, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=10996, encryptionId=9dc4109964f, topicName=Logistic)], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=afa4194, createdName=cenghis, createdTime=Sun Sep 11 06:15:00 CST 2016, time=2016-09-11, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1671692, encodeId=606116e16921c, content=<a href='/topic/show?id=c56c4051902' target=_blank style='color:#2F92EE;'>#回归分析#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=34, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=40519, 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encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Thu Jan 19 05:15:00 CST 2017, time=2017-01-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455119, encodeId=ee151455119bc, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Jun 18 02:15:00 CST 2016, time=2016-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90266, encodeId=54a29026616, content=好难, beContent=null, objectType=article, channel=null, level=null, likeNumber=134, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160704/IMG577A7DF6CC7185344.jpg, createdBy=07531689549, createdName=早茶月光, createdTime=Fri Jun 17 22:54:00 CST 2016, time=2016-06-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90120, encodeId=64ae90120b4, content=已经学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=132, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90121, encodeId=9c639012153, content=比较难啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=109, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-06-17 早茶月光

    好难

    0

  9. 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encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Thu Jan 19 05:15:00 CST 2017, time=2017-01-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455119, encodeId=ee151455119bc, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Jun 18 02:15:00 CST 2016, time=2016-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90266, encodeId=54a29026616, content=好难, beContent=null, objectType=article, channel=null, level=null, likeNumber=134, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160704/IMG577A7DF6CC7185344.jpg, createdBy=07531689549, createdName=早茶月光, createdTime=Fri Jun 17 22:54:00 CST 2016, time=2016-06-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90120, encodeId=64ae90120b4, content=已经学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=132, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90121, encodeId=9c639012153, content=比较难啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=109, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-06-16 milkshark

    已经学习

    0

  10. 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encryptionId=88e91099e10, topicName=logistic回归)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=d3c135838005, createdName=xlwang2703, createdTime=Thu Jan 19 05:15:00 CST 2017, time=2017-01-19, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1455119, encodeId=ee151455119bc, content=<a href='/topic/show?id=bebe8032fc' target=_blank style='color:#2F92EE;'>#GIST#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=21, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=8032, encryptionId=bebe8032fc, topicName=GIST)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=6e445632366, createdName=july_977, createdTime=Sat Jun 18 02:15:00 CST 2016, time=2016-06-18, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90266, encodeId=54a29026616, content=好难, beContent=null, objectType=article, channel=null, level=null, likeNumber=134, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160704/IMG577A7DF6CC7185344.jpg, createdBy=07531689549, createdName=早茶月光, createdTime=Fri Jun 17 22:54:00 CST 2016, time=2016-06-17, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90120, encodeId=64ae90120b4, content=已经学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=132, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=90121, encodeId=9c639012153, content=比较难啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=109, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Thu Jun 16 20:42:00 CST 2016, time=2016-06-16, status=1, ipAttribution=)]
    2016-06-16 milkshark

    比较难啊

    0

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